I0407 07:35:56.353902 66953 tcp_utils.cc:181] The server starts to listen on IP_ANY:56207 I0407 07:35:56.354240 66953 tcp_utils.cc:130] Successfully connected to 10.21.226.135:56207 W0407 07:36:00.250936 66953 gpu_resources.cc:61] Please NOTE: device: 0, GPU Compute Capability: 7.0, Driver API Version: 11.0, Runtime API Version: 10.2 W0407 07:36:00.256875 66953 gpu_resources.cc:91] device: 0, cuDNN Version: 7.6. [2023-04-07 07:36:07,916] [ INFO] topology.py:187 - 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=20.61s) creating index... index created! [04/07 07:36:35] 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. [04/07 07:36:47] 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. [04/07 07:36:48] ppdet.data.source.coco INFO: Load [117266 samples valid, 1021 samples invalid] in file dataset/coco/annotations/instances_train2017.json. [04/07 07:36:54] ppdet.utils.checkpoint INFO: ['fc.bias', 'fc.weight', 'last_conv.weight'] in pretrained weight is not used in the model, and its will not be loaded [04/07 07:36:54] ppdet.utils.checkpoint INFO: Finish loading model weights: /root/.cache/paddle/weights/hgnet_v2_l_pretrained.pdparams W0407 07:36:57.870748 66953 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 [04/07 07:36:58] ppdet.engine INFO: Epoch: [0] [ 0/7329] learning_rate: 0.000000 loss_class: 0.243204 loss_bbox: 1.778023 loss_giou: 1.387032 loss_class_aux: 1.468247 loss_bbox_aux: 10.688557 loss_giou_aux: 8.390659 loss_class_dn: 0.638373 loss_bbox_dn: 1.197860 loss_giou_dn: 1.096197 loss_class_aux_dn: 3.307193 loss_bbox_aux_dn: 5.989302 loss_giou_aux_dn: 5.480984 loss: 41.665630 eta: 24 days, 1:46:04 batch_cost: 3.3786 data_cost: 0.0009 ips: 1.1839 images/s [04/07 07:37:56] ppdet.engine INFO: Epoch: [0] [ 100/7329] learning_rate: 0.000005 loss_class: 0.231077 loss_bbox: 1.532722 loss_giou: 1.925479 loss_class_aux: 1.413738 loss_bbox_aux: 9.252242 loss_giou_aux: 11.826096 loss_class_dn: 0.779150 loss_bbox_dn: 0.815248 loss_giou_dn: 1.326918 loss_class_aux_dn: 4.020368 loss_bbox_aux_dn: 4.077885 loss_giou_aux_dn: 6.639954 loss: 42.964043 eta: 3 days, 22:10:18 batch_cost: 0.5225 data_cost: 0.0007 ips: 7.6556 images/s [04/07 07:38:56] ppdet.engine INFO: Epoch: [0] [ 200/7329] learning_rate: 0.000010 loss_class: 0.361667 loss_bbox: 1.391945 loss_giou: 1.863276 loss_class_aux: 2.011681 loss_bbox_aux: 8.554570 loss_giou_aux: 11.285674 loss_class_dn: 0.779019 loss_bbox_dn: 0.876808 loss_giou_dn: 1.444775 loss_class_aux_dn: 3.958891 loss_bbox_aux_dn: 4.326230 loss_giou_aux_dn: 7.223369 loss: 47.403511 eta: 3 days, 21:38:47 batch_cost: 0.5448 data_cost: 0.0007 ips: 7.3425 images/s [04/07 07:39:52] ppdet.engine INFO: Epoch: [0] [ 300/7329] learning_rate: 0.000015 loss_class: 0.436477 loss_bbox: 1.251879 loss_giou: 1.591421 loss_class_aux: 2.355105 loss_bbox_aux: 7.685414 loss_giou_aux: 10.028795 loss_class_dn: 0.637156 loss_bbox_dn: 0.835826 loss_giou_dn: 1.414828 loss_class_aux_dn: 3.333645 loss_bbox_aux_dn: 4.048164 loss_giou_aux_dn: 6.959986 loss: 40.698082 eta: 3 days, 18:32:42 batch_cost: 0.4934 data_cost: 0.0007 ips: 8.1064 images/s [04/07 07:40:49] ppdet.engine INFO: Epoch: [0] [ 400/7329] learning_rate: 0.000020 loss_class: 0.490627 loss_bbox: 1.056788 loss_giou: 1.245701 loss_class_aux: 2.803944 loss_bbox_aux: 6.463617 loss_giou_aux: 7.698442 loss_class_dn: 0.550440 loss_bbox_dn: 0.793728 loss_giou_dn: 1.213042 loss_class_aux_dn: 2.718920 loss_bbox_aux_dn: 3.907890 loss_giou_aux_dn: 6.048778 loss: 34.819004 eta: 3 days, 17:56:54 batch_cost: 0.5161 data_cost: 0.0007 ips: 7.7508 images/s [04/07 07:41:43] ppdet.engine INFO: Epoch: [0] [ 500/7329] learning_rate: 0.000025 loss_class: 0.629692 loss_bbox: 0.777063 loss_giou: 1.132463 loss_class_aux: 3.469314 loss_bbox_aux: 5.325438 loss_giou_aux: 7.114968 loss_class_dn: 0.531610 loss_bbox_dn: 0.793294 loss_giou_dn: 1.145538 loss_class_aux_dn: 2.727146 loss_bbox_aux_dn: 4.054870 loss_giou_aux_dn: 5.670033 loss: 34.328712 eta: 3 days, 16:13:36 batch_cost: 0.4763 data_cost: 0.0007 ips: 8.3985 images/s [04/07 07:42:36] ppdet.engine INFO: Epoch: [0] [ 600/7329] learning_rate: 0.000030 loss_class: 0.814276 loss_bbox: 0.623242 loss_giou: 1.199667 loss_class_aux: 4.515272 loss_bbox_aux: 4.056077 loss_giou_aux: 7.571774 loss_class_dn: 0.584411 loss_bbox_dn: 0.740137 loss_giou_dn: 1.293511 loss_class_aux_dn: 2.848994 loss_bbox_aux_dn: 3.805570 loss_giou_aux_dn: 6.472696 loss: 34.065762 eta: 3 days, 14:58:35 batch_cost: 0.4729 data_cost: 0.0007 ips: 8.4591 images/s [04/07 07:43:32] ppdet.engine INFO: Epoch: [0] [ 700/7329] learning_rate: 0.000035 loss_class: 0.856049 loss_bbox: 0.588278 loss_giou: 1.152352 loss_class_aux: 4.497866 loss_bbox_aux: 4.006932 loss_giou_aux: 7.369961 loss_class_dn: 0.614781 loss_bbox_dn: 0.724226 loss_giou_dn: 1.168756 loss_class_aux_dn: 3.019533 loss_bbox_aux_dn: 3.644025 loss_giou_aux_dn: 5.925230 loss: 34.262444 eta: 3 days, 14:48:51 batch_cost: 0.5030 data_cost: 0.0008 ips: 7.9519 images/s [04/07 07:44:33] ppdet.engine INFO: Epoch: [0] [ 800/7329] learning_rate: 0.000040 loss_class: 1.008720 loss_bbox: 0.553457 loss_giou: 1.034123 loss_class_aux: 5.524624 loss_bbox_aux: 3.725694 loss_giou_aux: 6.689137 loss_class_dn: 0.600846 loss_bbox_dn: 0.720098 loss_giou_dn: 1.127184 loss_class_aux_dn: 2.878258 loss_bbox_aux_dn: 3.672258 loss_giou_aux_dn: 5.726448 loss: 34.081932 eta: 3 days, 15:42:24 batch_cost: 0.5508 data_cost: 0.0008 ips: 7.2628 images/s [04/07 07:45:30] ppdet.engine INFO: Epoch: [0] [ 900/7329] learning_rate: 0.000045 loss_class: 1.034146 loss_bbox: 0.568337 loss_giou: 1.004926 loss_class_aux: 5.892424 loss_bbox_aux: 3.765666 loss_giou_aux: 6.528578 loss_class_dn: 0.719271 loss_bbox_dn: 0.732598 loss_giou_dn: 1.165276 loss_class_aux_dn: 3.373983 loss_bbox_aux_dn: 3.785822 loss_giou_aux_dn: 5.861675 loss: 34.464607 eta: 3 days, 15:40:27 batch_cost: 0.5126 data_cost: 0.0007 ips: 7.8036 images/s [04/07 07:46:28] ppdet.engine INFO: Epoch: [0] [1000/7329] learning_rate: 0.000050 loss_class: 0.952468 loss_bbox: 0.417423 loss_giou: 0.946976 loss_class_aux: 5.177669 loss_bbox_aux: 2.746498 loss_giou_aux: 6.189817 loss_class_dn: 0.655045 loss_bbox_dn: 0.603866 loss_giou_dn: 1.126518 loss_class_aux_dn: 3.063011 loss_bbox_aux_dn: 3.107660 loss_giou_aux_dn: 5.716576 loss: 31.934607 eta: 3 days, 15:39:40 batch_cost: 0.5135 data_cost: 0.0008 ips: 7.7897 images/s [04/07 07:47:28] ppdet.engine INFO: Epoch: [0] [1100/7329] learning_rate: 0.000055 loss_class: 0.984458 loss_bbox: 0.430576 loss_giou: 0.837049 loss_class_aux: 5.512757 loss_bbox_aux: 2.947042 loss_giou_aux: 5.486934 loss_class_dn: 0.642026 loss_bbox_dn: 0.616762 loss_giou_dn: 0.990390 loss_class_aux_dn: 2.999460 loss_bbox_aux_dn: 3.136201 loss_giou_aux_dn: 5.075811 loss: 30.356646 eta: 3 days, 15:59:07 batch_cost: 0.5353 data_cost: 0.0008 ips: 7.4727 images/s [04/07 07:48:24] ppdet.engine INFO: Epoch: [0] [1200/7329] learning_rate: 0.000060 loss_class: 0.974836 loss_bbox: 0.372395 loss_giou: 0.869888 loss_class_aux: 5.602113 loss_bbox_aux: 2.649929 loss_giou_aux: 5.453866 loss_class_dn: 0.610735 loss_bbox_dn: 0.587454 loss_giou_dn: 0.954501 loss_class_aux_dn: 2.823539 loss_bbox_aux_dn: 3.013435 loss_giou_aux_dn: 4.813994 loss: 30.516411 eta: 3 days, 15:41:46 batch_cost: 0.4961 data_cost: 0.0007 ips: 8.0633 images/s [04/07 07:49:21] ppdet.engine INFO: Epoch: [0] [1300/7329] learning_rate: 0.000065 loss_class: 1.050812 loss_bbox: 0.423597 loss_giou: 0.858779 loss_class_aux: 5.688799 loss_bbox_aux: 2.674222 loss_giou_aux: 5.533964 loss_class_dn: 0.634869 loss_bbox_dn: 0.575522 loss_giou_dn: 1.006090 loss_class_aux_dn: 2.905634 loss_bbox_aux_dn: 2.946682 loss_giou_aux_dn: 5.217598 loss: 30.916885 eta: 3 days, 15:36:43 batch_cost: 0.5085 data_cost: 0.0007 ips: 7.8663 images/s [04/07 07:50:17] ppdet.engine INFO: Epoch: [0] [1400/7329] learning_rate: 0.000070 loss_class: 1.097884 loss_bbox: 0.360488 loss_giou: 0.786588 loss_class_aux: 6.152969 loss_bbox_aux: 2.423621 loss_giou_aux: 5.288862 loss_class_dn: 0.618947 loss_bbox_dn: 0.628600 loss_giou_dn: 0.972477 loss_class_aux_dn: 2.872389 loss_bbox_aux_dn: 3.245105 loss_giou_aux_dn: 5.133928 loss: 30.600676 eta: 3 days, 15:26:59 batch_cost: 0.5013 data_cost: 0.0007 ips: 7.9800 images/s [04/07 07:51:11] ppdet.engine INFO: Epoch: [0] [1500/7329] learning_rate: 0.000075 loss_class: 1.064048 loss_bbox: 0.369320 loss_giou: 0.761009 loss_class_aux: 6.055883 loss_bbox_aux: 2.460588 loss_giou_aux: 4.992918 loss_class_dn: 0.623922 loss_bbox_dn: 0.586779 loss_giou_dn: 0.910183 loss_class_aux_dn: 2.795154 loss_bbox_aux_dn: 2.917892 loss_giou_aux_dn: 4.738478 loss: 29.771698 eta: 3 days, 15:01:31 batch_cost: 0.4764 data_cost: 0.0007 ips: 8.3958 images/s [04/07 07:52:09] ppdet.engine INFO: Epoch: [0] [1600/7329] learning_rate: 0.000080 loss_class: 1.033144 loss_bbox: 0.394477 loss_giou: 0.807194 loss_class_aux: 5.886867 loss_bbox_aux: 2.682501 loss_giou_aux: 5.315194 loss_class_dn: 0.610752 loss_bbox_dn: 0.564848 loss_giou_dn: 0.977881 loss_class_aux_dn: 2.850201 loss_bbox_aux_dn: 2.883787 loss_giou_aux_dn: 5.100160 loss: 32.100380 eta: 3 days, 15:09:12 batch_cost: 0.5235 data_cost: 0.0007 ips: 7.6408 images/s [04/07 07:53:03] ppdet.engine INFO: Epoch: [0] [1700/7329] learning_rate: 0.000085 loss_class: 1.117494 loss_bbox: 0.399712 loss_giou: 0.862421 loss_class_aux: 6.422614 loss_bbox_aux: 2.609018 loss_giou_aux: 5.556967 loss_class_dn: 0.636293 loss_bbox_dn: 0.608337 loss_giou_dn: 1.010231 loss_class_aux_dn: 2.923885 loss_bbox_aux_dn: 3.154239 loss_giou_aux_dn: 5.262685 loss: 31.831810 eta: 3 days, 14:52:14 batch_cost: 0.4842 data_cost: 0.0007 ips: 8.2616 images/s [04/07 07:54:03] ppdet.engine INFO: Epoch: [0] [1800/7329] learning_rate: 0.000090 loss_class: 1.019432 loss_bbox: 0.327633 loss_giou: 0.709906 loss_class_aux: 5.873518 loss_bbox_aux: 2.236489 loss_giou_aux: 4.626431 loss_class_dn: 0.531519 loss_bbox_dn: 0.538304 loss_giou_dn: 0.871413 loss_class_aux_dn: 2.433002 loss_bbox_aux_dn: 2.795874 loss_giou_aux_dn: 4.411239 loss: 26.685375 eta: 3 days, 15:07:58 batch_cost: 0.5386 data_cost: 0.0007 ips: 7.4270 images/s [04/07 07:54:57] ppdet.engine INFO: Epoch: [0] [1900/7329] learning_rate: 0.000095 loss_class: 0.982467 loss_bbox: 0.297486 loss_giou: 0.630428 loss_class_aux: 5.640171 loss_bbox_aux: 2.148396 loss_giou_aux: 4.106914 loss_class_dn: 0.495273 loss_bbox_dn: 0.473000 loss_giou_dn: 0.797590 loss_class_aux_dn: 2.317734 loss_bbox_aux_dn: 2.470847 loss_giou_aux_dn: 4.134375 loss: 25.177677 eta: 3 days, 14:49:25 batch_cost: 0.4781 data_cost: 0.0007 ips: 8.3657 images/s [04/07 07:55:51] ppdet.engine INFO: Epoch: [0] [2000/7329] learning_rate: 0.000100 loss_class: 0.943972 loss_bbox: 0.317565 loss_giou: 0.827533 loss_class_aux: 5.400973 loss_bbox_aux: 2.205607 loss_giou_aux: 5.446854 loss_class_dn: 0.571134 loss_bbox_dn: 0.493141 loss_giou_dn: 0.942344 loss_class_aux_dn: 2.594387 loss_bbox_aux_dn: 2.522864 loss_giou_aux_dn: 4.935055 loss: 28.714960 eta: 3 days, 14:36:11 batch_cost: 0.4850 data_cost: 0.0007 ips: 8.2469 images/s [04/07 07:56:52] ppdet.engine INFO: Epoch: [0] [2100/7329] learning_rate: 0.000100 loss_class: 0.985753 loss_bbox: 0.314870 loss_giou: 0.674447 loss_class_aux: 5.735259 loss_bbox_aux: 2.137707 loss_giou_aux: 4.478470 loss_class_dn: 0.550321 loss_bbox_dn: 0.520818 loss_giou_dn: 0.870388 loss_class_aux_dn: 2.565554 loss_bbox_aux_dn: 2.716267 loss_giou_aux_dn: 4.526854 loss: 26.844566 eta: 3 days, 14:57:08 batch_cost: 0.5529 data_cost: 0.0007 ips: 7.2351 images/s [04/07 07:57:46] ppdet.engine INFO: Epoch: [0] [2200/7329] learning_rate: 0.000100 loss_class: 1.009755 loss_bbox: 0.278854 loss_giou: 0.675725 loss_class_aux: 5.882753 loss_bbox_aux: 1.926113 loss_giou_aux: 4.484550 loss_class_dn: 0.527364 loss_bbox_dn: 0.476539 loss_giou_dn: 0.818957 loss_class_aux_dn: 2.417307 loss_bbox_aux_dn: 2.493597 loss_giou_aux_dn: 4.346288 loss: 26.584831 eta: 3 days, 14:40:44 batch_cost: 0.4767 data_cost: 0.0007 ips: 8.3905 images/s [04/07 07:58:40] ppdet.engine INFO: Epoch: [0] [2300/7329] learning_rate: 0.000100 loss_class: 0.932143 loss_bbox: 0.270983 loss_giou: 0.683707 loss_class_aux: 5.522170 loss_bbox_aux: 1.919626 loss_giou_aux: 4.581983 loss_class_dn: 0.517871 loss_bbox_dn: 0.454505 loss_giou_dn: 0.873606 loss_class_aux_dn: 2.435689 loss_bbox_aux_dn: 2.346126 loss_giou_aux_dn: 4.625658 loss: 26.777464 eta: 3 days, 14:26:12 batch_cost: 0.4779 data_cost: 0.0007 ips: 8.3703 images/s [04/07 07:59:40] ppdet.engine INFO: Epoch: [0] [2400/7329] learning_rate: 0.000100 loss_class: 0.900639 loss_bbox: 0.270390 loss_giou: 0.631763 loss_class_aux: 5.351570 loss_bbox_aux: 1.845142 loss_giou_aux: 3.990756 loss_class_dn: 0.492935 loss_bbox_dn: 0.482907 loss_giou_dn: 0.763104 loss_class_aux_dn: 2.284863 loss_bbox_aux_dn: 2.455622 loss_giou_aux_dn: 3.969748 loss: 23.812775 eta: 3 days, 14:42:41 batch_cost: 0.5481 data_cost: 0.0008 ips: 7.2985 images/s [04/07 08:00:47] ppdet.engine INFO: Epoch: [0] [2500/7329] learning_rate: 0.000100 loss_class: 0.952761 loss_bbox: 0.312691 loss_giou: 0.654856 loss_class_aux: 5.637989 loss_bbox_aux: 2.190927 loss_giou_aux: 4.297237 loss_class_dn: 0.525952 loss_bbox_dn: 0.517133 loss_giou_dn: 0.817517 loss_class_aux_dn: 2.408569 loss_bbox_aux_dn: 2.687737 loss_giou_aux_dn: 4.464659 loss: 27.497751 eta: 3 days, 15:18:41 batch_cost: 0.5992 data_cost: 0.0008 ips: 6.6756 images/s [04/07 08:01:42] ppdet.engine INFO: Epoch: [0] [2600/7329] learning_rate: 0.000100 loss_class: 0.946248 loss_bbox: 0.304608 loss_giou: 0.641016 loss_class_aux: 5.885428 loss_bbox_aux: 2.131357 loss_giou_aux: 4.125224 loss_class_dn: 0.545385 loss_bbox_dn: 0.497927 loss_giou_dn: 0.797096 loss_class_aux_dn: 2.542832 loss_bbox_aux_dn: 2.632840 loss_giou_aux_dn: 4.324416 loss: 26.231359 eta: 3 days, 15:10:53 batch_cost: 0.4950 data_cost: 0.0007 ips: 8.0812 images/s [04/07 08:02:39] ppdet.engine INFO: Epoch: [0] [2700/7329] learning_rate: 0.000100 loss_class: 0.959773 loss_bbox: 0.231446 loss_giou: 0.627421 loss_class_aux: 5.550430 loss_bbox_aux: 1.675336 loss_giou_aux: 3.972709 loss_class_dn: 0.523294 loss_bbox_dn: 0.431015 loss_giou_dn: 0.769118 loss_class_aux_dn: 2.341808 loss_bbox_aux_dn: 2.350693 loss_giou_aux_dn: 4.189343 loss: 25.275280 eta: 3 days, 15:09:23 batch_cost: 0.5103 data_cost: 0.0007 ips: 7.8388 images/s [04/07 08:03:36] ppdet.engine INFO: Epoch: [0] [2800/7329] learning_rate: 0.000100 loss_class: 0.923071 loss_bbox: 0.271528 loss_giou: 0.617579 loss_class_aux: 5.409411 loss_bbox_aux: 2.031901 loss_giou_aux: 4.042604 loss_class_dn: 0.495630 loss_bbox_dn: 0.445847 loss_giou_dn: 0.785689 loss_class_aux_dn: 2.333559 loss_bbox_aux_dn: 2.360376 loss_giou_aux_dn: 4.213690 loss: 25.914886 eta: 3 days, 15:06:11 batch_cost: 0.5055 data_cost: 0.0007 ips: 7.9136 images/s [04/07 08:04:29] ppdet.engine INFO: Epoch: [0] [2900/7329] learning_rate: 0.000100 loss_class: 0.934566 loss_bbox: 0.254466 loss_giou: 0.599688 loss_class_aux: 5.469962 loss_bbox_aux: 1.712174 loss_giou_aux: 3.925014 loss_class_dn: 0.524410 loss_bbox_dn: 0.460550 loss_giou_dn: 0.718483 loss_class_aux_dn: 2.439067 loss_bbox_aux_dn: 2.461898 loss_giou_aux_dn: 3.882092 loss: 25.198887 eta: 3 days, 14:52:31 batch_cost: 0.4753 data_cost: 0.0007 ips: 8.4163 images/s [04/07 08:05:27] ppdet.engine INFO: Epoch: [0] [3000/7329] learning_rate: 0.000100 loss_class: 0.883617 loss_bbox: 0.242658 loss_giou: 0.600383 loss_class_aux: 5.280088 loss_bbox_aux: 1.688531 loss_giou_aux: 3.990898 loss_class_dn: 0.484008 loss_bbox_dn: 0.439980 loss_giou_dn: 0.718969 loss_class_aux_dn: 2.262692 loss_bbox_aux_dn: 2.315457 loss_giou_aux_dn: 3.904757 loss: 24.063770 eta: 3 days, 14:52:15 batch_cost: 0.5121 data_cost: 0.0010 ips: 7.8107 images/s [04/07 08:06:24] ppdet.engine INFO: Epoch: [0] [3100/7329] learning_rate: 0.000100 loss_class: 0.915919 loss_bbox: 0.263413 loss_giou: 0.647159 loss_class_aux: 5.540197 loss_bbox_aux: 1.852740 loss_giou_aux: 4.148928 loss_class_dn: 0.504486 loss_bbox_dn: 0.514246 loss_giou_dn: 0.706510 loss_class_aux_dn: 2.321744 loss_bbox_aux_dn: 2.765083 loss_giou_aux_dn: 3.795174 loss: 24.682421 eta: 3 days, 14:49:24 batch_cost: 0.5044 data_cost: 0.0010 ips: 7.9303 images/s [04/07 08:07:23] ppdet.engine INFO: Epoch: [0] [3200/7329] learning_rate: 0.000100 loss_class: 0.912481 loss_bbox: 0.266978 loss_giou: 0.620848 loss_class_aux: 5.361125 loss_bbox_aux: 1.783750 loss_giou_aux: 3.988965 loss_class_dn: 0.496979 loss_bbox_dn: 0.437247 loss_giou_dn: 0.724455 loss_class_aux_dn: 2.329600 loss_bbox_aux_dn: 2.313451 loss_giou_aux_dn: 3.888834 loss: 24.136292 eta: 3 days, 14:50:52 batch_cost: 0.5176 data_cost: 0.0012 ips: 7.7286 images/s [04/07 08:08:27] ppdet.engine INFO: Epoch: [0] [3300/7329] learning_rate: 0.000100 loss_class: 0.894611 loss_bbox: 0.288996 loss_giou: 0.613182 loss_class_aux: 5.280110 loss_bbox_aux: 2.028253 loss_giou_aux: 4.015227 loss_class_dn: 0.514223 loss_bbox_dn: 0.471187 loss_giou_dn: 0.746136 loss_class_aux_dn: 2.482925 loss_bbox_aux_dn: 2.532072 loss_giou_aux_dn: 3.991074 loss: 25.009884 eta: 3 days, 15:07:57 batch_cost: 0.5685 data_cost: 0.0008 ips: 7.0354 images/s [04/07 08:09:31] ppdet.engine INFO: Epoch: [0] [3400/7329] learning_rate: 0.000100 loss_class: 0.958931 loss_bbox: 0.253503 loss_giou: 0.637864 loss_class_aux: 5.851980 loss_bbox_aux: 1.820117 loss_giou_aux: 4.130477 loss_class_dn: 0.549415 loss_bbox_dn: 0.460136 loss_giou_dn: 0.753560 loss_class_aux_dn: 2.540664 loss_bbox_aux_dn: 2.446714 loss_giou_aux_dn: 4.093485 loss: 25.692642 eta: 3 days, 15:28:27 batch_cost: 0.5834 data_cost: 0.0007 ips: 6.8562 images/s [04/07 08:10:34] ppdet.engine INFO: Epoch: [0] [3500/7329] learning_rate: 0.000100 loss_class: 0.895083 loss_bbox: 0.243504 loss_giou: 0.586298 loss_class_aux: 5.553616 loss_bbox_aux: 1.745108 loss_giou_aux: 3.829788 loss_class_dn: 0.475959 loss_bbox_dn: 0.436777 loss_giou_dn: 0.691791 loss_class_aux_dn: 2.312949 loss_bbox_aux_dn: 2.354502 loss_giou_aux_dn: 3.685128 loss: 22.872955 eta: 3 days, 15:42:29 batch_cost: 0.5655 data_cost: 0.0007 ips: 7.0737 images/s [04/07 08:11:30] ppdet.engine INFO: Epoch: [0] [3600/7329] learning_rate: 0.000100 loss_class: 0.894614 loss_bbox: 0.248258 loss_giou: 0.614517 loss_class_aux: 5.241102 loss_bbox_aux: 1.647630 loss_giou_aux: 3.897185 loss_class_dn: 0.468452 loss_bbox_dn: 0.440874 loss_giou_dn: 0.708592 loss_class_aux_dn: 2.179064 loss_bbox_aux_dn: 2.350890 loss_giou_aux_dn: 3.827575 loss: 22.869087 eta: 3 days, 15:37:52 batch_cost: 0.5025 data_cost: 0.0008 ips: 7.9598 images/s [04/07 08:12:35] ppdet.engine INFO: Epoch: [0] [3700/7329] learning_rate: 0.000100 loss_class: 0.876775 loss_bbox: 0.223962 loss_giou: 0.571517 loss_class_aux: 5.176940 loss_bbox_aux: 1.585030 loss_giou_aux: 3.706388 loss_class_dn: 0.473522 loss_bbox_dn: 0.395421 loss_giou_dn: 0.695322 loss_class_aux_dn: 2.223341 loss_bbox_aux_dn: 2.149635 loss_giou_aux_dn: 3.896505 loss: 22.046486 eta: 3 days, 15:51:58 batch_cost: 0.5697 data_cost: 0.0008 ips: 7.0210 images/s [04/07 08:13:28] ppdet.engine INFO: Epoch: [0] [3800/7329] learning_rate: 0.000100 loss_class: 0.971039 loss_bbox: 0.258886 loss_giou: 0.708817 loss_class_aux: 5.818584 loss_bbox_aux: 1.797563 loss_giou_aux: 4.647627 loss_class_dn: 0.537548 loss_bbox_dn: 0.426612 loss_giou_dn: 0.800701 loss_class_aux_dn: 2.524449 loss_bbox_aux_dn: 2.252976 loss_giou_aux_dn: 4.351179 loss: 25.295341 eta: 3 days, 15:39:22 batch_cost: 0.4732 data_cost: 0.0007 ips: 8.4531 images/s [04/07 08:14:22] ppdet.engine INFO: Epoch: [0] [3900/7329] learning_rate: 0.000100 loss_class: 0.873973 loss_bbox: 0.254764 loss_giou: 0.659596 loss_class_aux: 5.112649 loss_bbox_aux: 1.772927 loss_giou_aux: 4.330459 loss_class_dn: 0.505548 loss_bbox_dn: 0.425245 loss_giou_dn: 0.828028 loss_class_aux_dn: 2.423052 loss_bbox_aux_dn: 2.227153 loss_giou_aux_dn: 4.378701 loss: 24.798077 eta: 3 days, 15:27:54 batch_cost: 0.4752 data_cost: 0.0007 ips: 8.4183 images/s [04/07 08:15:18] ppdet.engine INFO: Epoch: [0] [4000/7329] learning_rate: 0.000100 loss_class: 0.898712 loss_bbox: 0.233397 loss_giou: 0.654036 loss_class_aux: 5.481143 loss_bbox_aux: 1.759615 loss_giou_aux: 4.407832 loss_class_dn: 0.511773 loss_bbox_dn: 0.390628 loss_giou_dn: 0.785755 loss_class_aux_dn: 2.431244 loss_bbox_aux_dn: 2.084607 loss_giou_aux_dn: 4.245467 loss: 25.235449 eta: 3 days, 15:22:48 batch_cost: 0.4980 data_cost: 0.0008 ips: 8.0314 images/s [04/07 08:16:19] ppdet.engine INFO: Epoch: [0] [4100/7329] learning_rate: 0.000100 loss_class: 0.962962 loss_bbox: 0.255988 loss_giou: 0.566517 loss_class_aux: 5.926323 loss_bbox_aux: 1.738722 loss_giou_aux: 3.671943 loss_class_dn: 0.495254 loss_bbox_dn: 0.440262 loss_giou_dn: 0.696302 loss_class_aux_dn: 2.350907 loss_bbox_aux_dn: 2.297506 loss_giou_aux_dn: 3.811033 loss: 23.238596 eta: 3 days, 15:29:44 batch_cost: 0.5457 data_cost: 0.0010 ips: 7.3305 images/s [04/07 08:17:16] ppdet.engine INFO: Epoch: [0] [4200/7329] learning_rate: 0.000100 loss_class: 0.857183 loss_bbox: 0.269544 loss_giou: 0.630700 loss_class_aux: 5.161142 loss_bbox_aux: 1.706752 loss_giou_aux: 4.067917 loss_class_dn: 0.466546 loss_bbox_dn: 0.430596 loss_giou_dn: 0.724718 loss_class_aux_dn: 2.297517 loss_bbox_aux_dn: 2.281423 loss_giou_aux_dn: 3.882042 loss: 23.631866 eta: 3 days, 15:27:45 batch_cost: 0.5104 data_cost: 0.0007 ips: 7.8365 images/s [04/07 08:18:14] ppdet.engine INFO: Epoch: [0] [4300/7329] learning_rate: 0.000100 loss_class: 0.813287 loss_bbox: 0.242103 loss_giou: 0.531402 loss_class_aux: 5.019541 loss_bbox_aux: 1.583919 loss_giou_aux: 3.502763 loss_class_dn: 0.469642 loss_bbox_dn: 0.370529 loss_giou_dn: 0.708299 loss_class_aux_dn: 2.267410 loss_bbox_aux_dn: 2.065364 loss_giou_aux_dn: 3.787655 loss: 22.480267 eta: 3 days, 15:28:14 batch_cost: 0.5206 data_cost: 0.0007 ips: 7.6827 images/s [04/07 08:19:09] ppdet.engine INFO: Epoch: [0] [4400/7329] learning_rate: 0.000100 loss_class: 0.835920 loss_bbox: 0.254403 loss_giou: 0.531881 loss_class_aux: 5.042860 loss_bbox_aux: 1.591495 loss_giou_aux: 3.487718 loss_class_dn: 0.463464 loss_bbox_dn: 0.412639 loss_giou_dn: 0.683940 loss_class_aux_dn: 2.205430 loss_bbox_aux_dn: 2.169821 loss_giou_aux_dn: 3.724379 loss: 23.019596 eta: 3 days, 15:22:38 batch_cost: 0.4946 data_cost: 0.0007 ips: 8.0868 images/s [04/07 08:20:15] ppdet.engine INFO: Epoch: [0] [4500/7329] learning_rate: 0.000100 loss_class: 0.844973 loss_bbox: 0.246875 loss_giou: 0.558121 loss_class_aux: 4.991808 loss_bbox_aux: 1.675429 loss_giou_aux: 3.678360 loss_class_dn: 0.451532 loss_bbox_dn: 0.365400 loss_giou_dn: 0.683388 loss_class_aux_dn: 2.231668 loss_bbox_aux_dn: 2.056223 loss_giou_aux_dn: 3.789692 loss: 22.140120 eta: 3 days, 15:39:01 batch_cost: 0.5908 data_cost: 0.0008 ips: 6.7708 images/s [04/07 08:21:19] ppdet.engine INFO: Epoch: [0] [4600/7329] learning_rate: 0.000100 loss_class: 0.851480 loss_bbox: 0.224654 loss_giou: 0.615157 loss_class_aux: 5.115251 loss_bbox_aux: 1.486379 loss_giou_aux: 4.024107 loss_class_dn: 0.468134 loss_bbox_dn: 0.356233 loss_giou_dn: 0.705564 loss_class_aux_dn: 2.305418 loss_bbox_aux_dn: 1.923280 loss_giou_aux_dn: 3.821293 loss: 21.880558 eta: 3 days, 15:52:54 batch_cost: 0.5829 data_cost: 0.0007 ips: 6.8621 images/s [04/07 08:22:17] ppdet.engine INFO: Epoch: [0] [4700/7329] learning_rate: 0.000100 loss_class: 0.830463 loss_bbox: 0.263890 loss_giou: 0.615193 loss_class_aux: 5.066140 loss_bbox_aux: 1.762741 loss_giou_aux: 4.111307 loss_class_dn: 0.439567 loss_bbox_dn: 0.420582 loss_giou_dn: 0.791469 loss_class_aux_dn: 2.207542 loss_bbox_aux_dn: 2.248008 loss_giou_aux_dn: 4.139939 loss: 23.238449 eta: 3 days, 15:51:13 batch_cost: 0.5140 data_cost: 0.0007 ips: 7.7821 images/s [04/07 08:23:17] ppdet.engine INFO: Epoch: [0] [4800/7329] learning_rate: 0.000100 loss_class: 0.850742 loss_bbox: 0.234798 loss_giou: 0.578510 loss_class_aux: 5.302307 loss_bbox_aux: 1.575495 loss_giou_aux: 3.726561 loss_class_dn: 0.477752 loss_bbox_dn: 0.390288 loss_giou_dn: 0.695925 loss_class_aux_dn: 2.276046 loss_bbox_aux_dn: 2.106623 loss_giou_aux_dn: 3.729656 loss: 21.710281 eta: 3 days, 15:56:10 batch_cost: 0.5451 data_cost: 0.0008 ips: 7.3382 images/s [04/07 08:24:14] ppdet.engine INFO: Epoch: [0] [4900/7329] learning_rate: 0.000100 loss_class: 0.828445 loss_bbox: 0.243099 loss_giou: 0.524571 loss_class_aux: 5.097159 loss_bbox_aux: 1.648314 loss_giou_aux: 3.414742 loss_class_dn: 0.434857 loss_bbox_dn: 0.425185 loss_giou_dn: 0.630730 loss_class_aux_dn: 2.105962 loss_bbox_aux_dn: 2.225103 loss_giou_aux_dn: 3.335038 loss: 20.516798 eta: 3 days, 15:53:31 batch_cost: 0.5097 data_cost: 0.0007 ips: 7.8485 images/s [04/07 08:25:14] ppdet.engine INFO: Epoch: [0] [5000/7329] learning_rate: 0.000100 loss_class: 0.804484 loss_bbox: 0.240364 loss_giou: 0.523379 loss_class_aux: 5.099699 loss_bbox_aux: 1.625714 loss_giou_aux: 3.365570 loss_class_dn: 0.484571 loss_bbox_dn: 0.378071 loss_giou_dn: 0.633618 loss_class_aux_dn: 2.329939 loss_bbox_aux_dn: 2.060314 loss_giou_aux_dn: 3.502004 loss: 21.902145 eta: 3 days, 15:54:26 batch_cost: 0.5269 data_cost: 0.0008 ips: 7.5918 images/s [04/07 08:26:10] ppdet.engine INFO: Epoch: [0] [5100/7329] learning_rate: 0.000100 loss_class: 0.870703 loss_bbox: 0.253689 loss_giou: 0.550080 loss_class_aux: 5.460453 loss_bbox_aux: 1.745362 loss_giou_aux: 3.770067 loss_class_dn: 0.496066 loss_bbox_dn: 0.400766 loss_giou_dn: 0.672309 loss_class_aux_dn: 2.392368 loss_bbox_aux_dn: 2.118542 loss_giou_aux_dn: 3.602670 loss: 23.670012 eta: 3 days, 15:49:54 batch_cost: 0.4999 data_cost: 0.0008 ips: 8.0020 images/s [04/07 08:27:19] ppdet.engine INFO: Epoch: [0] [5200/7329] learning_rate: 0.000100 loss_class: 0.788318 loss_bbox: 0.236431 loss_giou: 0.593492 loss_class_aux: 4.784138 loss_bbox_aux: 1.600355 loss_giou_aux: 3.920052 loss_class_dn: 0.448798 loss_bbox_dn: 0.360443 loss_giou_dn: 0.706680 loss_class_aux_dn: 2.184446 loss_bbox_aux_dn: 1.924695 loss_giou_aux_dn: 3.721262 loss: 21.494129 eta: 3 days, 16:06:05 batch_cost: 0.6050 data_cost: 0.0011 ips: 6.6118 images/s [04/07 08:28:22] ppdet.engine INFO: Epoch: [0] [5300/7329] learning_rate: 0.000100 loss_class: 0.881854 loss_bbox: 0.247828 loss_giou: 0.679964 loss_class_aux: 5.447424 loss_bbox_aux: 1.687655 loss_giou_aux: 4.230399 loss_class_dn: 0.491073 loss_bbox_dn: 0.399255 loss_giou_dn: 0.740195 loss_class_aux_dn: 2.409037 loss_bbox_aux_dn: 2.090006 loss_giou_aux_dn: 3.984189 loss: 24.410172 eta: 3 days, 16:15:23 batch_cost: 0.5726 data_cost: 0.0007 ips: 6.9862 images/s [04/07 08:29:21] ppdet.engine INFO: Epoch: [0] [5400/7329] learning_rate: 0.000100 loss_class: 0.796359 loss_bbox: 0.228053 loss_giou: 0.570618 loss_class_aux: 5.057452 loss_bbox_aux: 1.491532 loss_giou_aux: 3.707583 loss_class_dn: 0.467123 loss_bbox_dn: 0.334009 loss_giou_dn: 0.680133 loss_class_aux_dn: 2.299092 loss_bbox_aux_dn: 1.836187 loss_giou_aux_dn: 3.714486 loss: 21.357260 eta: 3 days, 16:16:45 batch_cost: 0.5324 data_cost: 0.0007 ips: 7.5125 images/s [04/07 08:30:17] ppdet.engine INFO: Epoch: [0] [5500/7329] learning_rate: 0.000100 loss_class: 0.886830 loss_bbox: 0.242118 loss_giou: 0.555180 loss_class_aux: 5.447413 loss_bbox_aux: 1.667726 loss_giou_aux: 3.671875 loss_class_dn: 0.459801 loss_bbox_dn: 0.430627 loss_giou_dn: 0.659803 loss_class_aux_dn: 2.269108 loss_bbox_aux_dn: 2.289232 loss_giou_aux_dn: 3.636266 loss: 21.753046 eta: 3 days, 16:10:46 batch_cost: 0.4931 data_cost: 0.0007 ips: 8.1113 images/s [04/07 08:31:21] ppdet.engine INFO: Epoch: [0] [5600/7329] learning_rate: 0.000100 loss_class: 0.831422 loss_bbox: 0.208687 loss_giou: 0.539361 loss_class_aux: 5.217871 loss_bbox_aux: 1.488656 loss_giou_aux: 3.442079 loss_class_dn: 0.466180 loss_bbox_dn: 0.323895 loss_giou_dn: 0.637379 loss_class_aux_dn: 2.277308 loss_bbox_aux_dn: 1.767339 loss_giou_aux_dn: 3.451439 loss: 22.366447 eta: 3 days, 16:20:52 batch_cost: 0.5807 data_cost: 0.0008 ips: 6.8887 images/s [04/07 08:32:18] ppdet.engine INFO: Epoch: [0] [5700/7329] learning_rate: 0.000100 loss_class: 0.783483 loss_bbox: 0.224613 loss_giou: 0.518380 loss_class_aux: 4.770934 loss_bbox_aux: 1.509003 loss_giou_aux: 3.321631 loss_class_dn: 0.433481 loss_bbox_dn: 0.395674 loss_giou_dn: 0.626364 loss_class_aux_dn: 2.140753 loss_bbox_aux_dn: 2.102889 loss_giou_aux_dn: 3.341638 loss: 20.637375 eta: 3 days, 16:16:48 batch_cost: 0.5035 data_cost: 0.0008 ips: 7.9443 images/s [04/07 08:33:17] ppdet.engine INFO: Epoch: [0] [5800/7329] learning_rate: 0.000100 loss_class: 0.784542 loss_bbox: 0.228189 loss_giou: 0.561479 loss_class_aux: 4.766674 loss_bbox_aux: 1.486124 loss_giou_aux: 3.527796 loss_class_dn: 0.416917 loss_bbox_dn: 0.360404 loss_giou_dn: 0.637833 loss_class_aux_dn: 2.044004 loss_bbox_aux_dn: 1.949829 loss_giou_aux_dn: 3.344500 loss: 19.746435 eta: 3 days, 16:17:32 batch_cost: 0.5302 data_cost: 0.0008 ips: 7.5449 images/s [04/07 08:34:15] ppdet.engine INFO: Epoch: [0] [5900/7329] learning_rate: 0.000100 loss_class: 0.847698 loss_bbox: 0.242695 loss_giou: 0.638903 loss_class_aux: 5.101067 loss_bbox_aux: 1.608637 loss_giou_aux: 4.084538 loss_class_dn: 0.478595 loss_bbox_dn: 0.375221 loss_giou_dn: 0.732822 loss_class_aux_dn: 2.357603 loss_bbox_aux_dn: 1.999348 loss_giou_aux_dn: 4.033597 loss: 22.641880 eta: 3 days, 16:15:31 batch_cost: 0.5145 data_cost: 0.0007 ips: 7.7742 images/s [04/07 08:35:10] ppdet.engine INFO: Epoch: [0] [6000/7329] learning_rate: 0.000100 loss_class: 0.808731 loss_bbox: 0.232854 loss_giou: 0.509004 loss_class_aux: 4.984411 loss_bbox_aux: 1.570406 loss_giou_aux: 3.488097 loss_class_dn: 0.435273 loss_bbox_dn: 0.365227 loss_giou_dn: 0.639533 loss_class_aux_dn: 2.178875 loss_bbox_aux_dn: 2.026165 loss_giou_aux_dn: 3.475984 loss: 20.872694 eta: 3 days, 16:09:14 batch_cost: 0.4892 data_cost: 0.0008 ips: 8.1773 images/s [04/07 08:36:06] ppdet.engine INFO: Epoch: [0] [6100/7329] learning_rate: 0.000100 loss_class: 0.774877 loss_bbox: 0.229673 loss_giou: 0.534899 loss_class_aux: 4.820678 loss_bbox_aux: 1.496390 loss_giou_aux: 3.488224 loss_class_dn: 0.416238 loss_bbox_dn: 0.361240 loss_giou_dn: 0.581296 loss_class_aux_dn: 2.063524 loss_bbox_aux_dn: 1.942772 loss_giou_aux_dn: 3.214076 loss: 21.399399 eta: 3 days, 16:03:33 batch_cost: 0.4916 data_cost: 0.0008 ips: 8.1368 images/s [04/07 08:37:01] ppdet.engine INFO: Epoch: [0] [6200/7329] learning_rate: 0.000100 loss_class: 0.841409 loss_bbox: 0.246173 loss_giou: 0.668890 loss_class_aux: 5.134229 loss_bbox_aux: 1.530496 loss_giou_aux: 4.403150 loss_class_dn: 0.454811 loss_bbox_dn: 0.353159 loss_giou_dn: 0.749028 loss_class_aux_dn: 2.268494 loss_bbox_aux_dn: 1.924896 loss_giou_aux_dn: 4.008933 loss: 24.122845 eta: 3 days, 15:57:11 batch_cost: 0.4865 data_cost: 0.0007 ips: 8.2222 images/s [04/07 08:37:58] ppdet.engine INFO: Epoch: [0] [6300/7329] learning_rate: 0.000100 loss_class: 0.921579 loss_bbox: 0.267098 loss_giou: 0.667953 loss_class_aux: 5.693585 loss_bbox_aux: 1.706271 loss_giou_aux: 4.167507 loss_class_dn: 0.529623 loss_bbox_dn: 0.384793 loss_giou_dn: 0.749433 loss_class_aux_dn: 2.478065 loss_bbox_aux_dn: 2.044394 loss_giou_aux_dn: 4.010379 loss: 24.949917 eta: 3 days, 15:54:30 batch_cost: 0.5083 data_cost: 0.0007 ips: 7.8699 images/s [04/07 08:39:01] ppdet.engine INFO: Epoch: [0] [6400/7329] learning_rate: 0.000100 loss_class: 0.813134 loss_bbox: 0.225732 loss_giou: 0.518664 loss_class_aux: 5.098919 loss_bbox_aux: 1.554252 loss_giou_aux: 3.370405 loss_class_dn: 0.428230 loss_bbox_dn: 0.369490 loss_giou_dn: 0.603088 loss_class_aux_dn: 2.106272 loss_bbox_aux_dn: 2.016712 loss_giou_aux_dn: 3.276337 loss: 20.368156 eta: 3 days, 16:01:44 batch_cost: 0.5704 data_cost: 0.0009 ips: 7.0121 images/s [04/07 08:39:54] ppdet.engine INFO: Epoch: [0] [6500/7329] learning_rate: 0.000100 loss_class: 0.814159 loss_bbox: 0.231649 loss_giou: 0.550329 loss_class_aux: 5.033257 loss_bbox_aux: 1.555699 loss_giou_aux: 3.522310 loss_class_dn: 0.448640 loss_bbox_dn: 0.365221 loss_giou_dn: 0.674508 loss_class_aux_dn: 2.215955 loss_bbox_aux_dn: 2.004066 loss_giou_aux_dn: 3.792839 loss: 21.642445 eta: 3 days, 15:53:16 batch_cost: 0.4716 data_cost: 0.0007 ips: 8.4826 images/s [04/07 08:40:49] ppdet.engine INFO: Epoch: [0] [6600/7329] learning_rate: 0.000100 loss_class: 0.847117 loss_bbox: 0.238660 loss_giou: 0.676771 loss_class_aux: 5.411542 loss_bbox_aux: 1.540807 loss_giou_aux: 4.254590 loss_class_dn: 0.460842 loss_bbox_dn: 0.364728 loss_giou_dn: 0.708919 loss_class_aux_dn: 2.325705 loss_bbox_aux_dn: 1.984830 loss_giou_aux_dn: 3.801178 loss: 23.223518 eta: 3 days, 15:47:09 batch_cost: 0.4852 data_cost: 0.0008 ips: 8.2434 images/s [04/07 08:41:51] ppdet.engine INFO: Epoch: [0] [6700/7329] learning_rate: 0.000100 loss_class: 0.829963 loss_bbox: 0.230636 loss_giou: 0.591744 loss_class_aux: 5.098535 loss_bbox_aux: 1.536655 loss_giou_aux: 3.723918 loss_class_dn: 0.446484 loss_bbox_dn: 0.349985 loss_giou_dn: 0.644639 loss_class_aux_dn: 2.230032 loss_bbox_aux_dn: 1.947603 loss_giou_aux_dn: 3.432951 loss: 20.517586 eta: 3 days, 15:52:47 batch_cost: 0.5618 data_cost: 0.0007 ips: 7.1199 images/s [04/07 08:42:47] ppdet.engine INFO: Epoch: [0] [6800/7329] learning_rate: 0.000100 loss_class: 0.854871 loss_bbox: 0.216476 loss_giou: 0.588108 loss_class_aux: 5.122743 loss_bbox_aux: 1.513224 loss_giou_aux: 3.724317 loss_class_dn: 0.454536 loss_bbox_dn: 0.358952 loss_giou_dn: 0.632933 loss_class_aux_dn: 2.268211 loss_bbox_aux_dn: 1.946080 loss_giou_aux_dn: 3.468576 loss: 22.582531 eta: 3 days, 15:49:22 batch_cost: 0.5025 data_cost: 0.0007 ips: 7.9606 images/s [04/07 08:43:43] ppdet.engine INFO: Epoch: [0] [6900/7329] learning_rate: 0.000100 loss_class: 0.807045 loss_bbox: 0.201136 loss_giou: 0.513560 loss_class_aux: 5.087365 loss_bbox_aux: 1.323884 loss_giou_aux: 3.390084 loss_class_dn: 0.416867 loss_bbox_dn: 0.351872 loss_giou_dn: 0.574310 loss_class_aux_dn: 2.076513 loss_bbox_aux_dn: 1.975583 loss_giou_aux_dn: 3.119815 loss: 19.785778 eta: 3 days, 15:46:01 batch_cost: 0.5023 data_cost: 0.0007 ips: 7.9629 images/s [04/07 08:44:41] ppdet.engine INFO: Epoch: [0] [7000/7329] learning_rate: 0.000100 loss_class: 0.839465 loss_bbox: 0.251328 loss_giou: 0.629228 loss_class_aux: 5.158675 loss_bbox_aux: 1.661342 loss_giou_aux: 4.097621 loss_class_dn: 0.467789 loss_bbox_dn: 0.351179 loss_giou_dn: 0.706664 loss_class_aux_dn: 2.283701 loss_bbox_aux_dn: 1.895587 loss_giou_aux_dn: 3.746062 loss: 22.026917 eta: 3 days, 15:44:58 batch_cost: 0.5178 data_cost: 0.0010 ips: 7.7244 images/s [04/07 08:45:43] ppdet.engine INFO: Epoch: [0] [7100/7329] learning_rate: 0.000100 loss_class: 0.747815 loss_bbox: 0.223728 loss_giou: 0.533955 loss_class_aux: 4.731524 loss_bbox_aux: 1.521312 loss_giou_aux: 3.505996 loss_class_dn: 0.405612 loss_bbox_dn: 0.340986 loss_giou_dn: 0.631989 loss_class_aux_dn: 2.039846 loss_bbox_aux_dn: 1.878379 loss_giou_aux_dn: 3.344413 loss: 20.203472 eta: 3 days, 15:48:05 batch_cost: 0.5468 data_cost: 0.0009 ips: 7.3148 images/s [04/07 08:46:41] ppdet.engine INFO: Epoch: [0] [7200/7329] learning_rate: 0.000100 loss_class: 0.769372 loss_bbox: 0.243737 loss_giou: 0.507348 loss_class_aux: 4.872840 loss_bbox_aux: 1.603573 loss_giou_aux: 3.283445 loss_class_dn: 0.443891 loss_bbox_dn: 0.365074 loss_giou_dn: 0.613729 loss_class_aux_dn: 2.224658 loss_bbox_aux_dn: 1.992510 loss_giou_aux_dn: 3.334549 loss: 20.864113 eta: 3 days, 15:47:09 batch_cost: 0.5190 data_cost: 0.0009 ips: 7.7076 images/s [04/07 08:47:42] ppdet.engine INFO: Epoch: [0] [7300/7329] learning_rate: 0.000100 loss_class: 0.799524 loss_bbox: 0.238288 loss_giou: 0.490392 loss_class_aux: 4.908352 loss_bbox_aux: 1.658609 loss_giou_aux: 3.267396 loss_class_dn: 0.421854 loss_bbox_dn: 0.371058 loss_giou_dn: 0.598417 loss_class_aux_dn: 2.101490 loss_bbox_aux_dn: 2.001238 loss_giou_aux_dn: 3.238534 loss: 21.134537 eta: 3 days, 15:49:39 batch_cost: 0.5437 data_cost: 0.0007 ips: 7.3575 images/s loading annotations into memory... Done (t=0.61s) creating index... index created! [04/07 08:48:02] 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=0.67s) creating index... index created! [04/07 08:48:04] ppdet.engine INFO: Eval iter: 0 [04/07 08:48:30] ppdet.engine INFO: Eval iter: 100 [04/07 08:48:57] ppdet.engine INFO: Eval iter: 200 [04/07 08:49:23] ppdet.engine INFO: Eval iter: 300 [04/07 08:49:50] ppdet.engine INFO: Eval iter: 400 [04/07 08:50:17] ppdet.engine INFO: Eval iter: 500 [04/07 08:50:44] ppdet.engine INFO: Eval iter: 600 [04/07 08:51:13] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.50s) creating index... index created! [04/07 08:51:14] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.69s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=116.66s). Accumulating evaluation results... DONE (t=23.85s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.304 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.450 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.328 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.165 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.343 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 ] = 0.291 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.497 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.584 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.361 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.632 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.800 [04/07 08:53:56] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.876119919102244 [04/07 08:53:57] ppdet.engine INFO: Best test bbox ap is 0.304. [04/07 08:53:59] ppdet.engine INFO: Epoch: [1] [ 0/7329] learning_rate: 0.000100 loss_class: 0.741179 loss_bbox: 0.225195 loss_giou: 0.452491 loss_class_aux: 4.680351 loss_bbox_aux: 1.560014 loss_giou_aux: 2.991424 loss_class_dn: 0.406987 loss_bbox_dn: 0.352486 loss_giou_dn: 0.560434 loss_class_aux_dn: 2.028540 loss_bbox_aux_dn: 1.916564 loss_giou_aux_dn: 3.029577 loss: 19.627556 eta: 3 days, 15:47:33 batch_cost: 0.5393 data_cost: 0.0008 ips: 7.4174 images/s [04/07 08:54:57] ppdet.engine INFO: Epoch: [1] [ 100/7329] learning_rate: 0.000100 loss_class: 0.807179 loss_bbox: 0.266682 loss_giou: 0.746464 loss_class_aux: 5.049757 loss_bbox_aux: 1.716920 loss_giou_aux: 4.757549 loss_class_dn: 0.483972 loss_bbox_dn: 0.378603 loss_giou_dn: 0.792965 loss_class_aux_dn: 2.422968 loss_bbox_aux_dn: 2.066231 loss_giou_aux_dn: 4.098938 loss: 24.220150 eta: 3 days, 15:45:59 batch_cost: 0.5145 data_cost: 0.0013 ips: 7.7750 images/s [04/07 08:56:00] ppdet.engine INFO: Epoch: [1] [ 200/7329] learning_rate: 0.000100 loss_class: 0.716285 loss_bbox: 0.216868 loss_giou: 0.533391 loss_class_aux: 4.530330 loss_bbox_aux: 1.441857 loss_giou_aux: 3.451866 loss_class_dn: 0.393842 loss_bbox_dn: 0.348784 loss_giou_dn: 0.596784 loss_class_aux_dn: 1.994305 loss_bbox_aux_dn: 1.887160 loss_giou_aux_dn: 3.269040 loss: 21.308382 eta: 3 days, 15:51:23 batch_cost: 0.5660 data_cost: 0.0013 ips: 7.0668 images/s [04/07 08:57:00] ppdet.engine INFO: Epoch: [1] [ 300/7329] learning_rate: 0.000100 loss_class: 0.802137 loss_bbox: 0.219583 loss_giou: 0.682052 loss_class_aux: 5.007963 loss_bbox_aux: 1.497653 loss_giou_aux: 4.319613 loss_class_dn: 0.470367 loss_bbox_dn: 0.319780 loss_giou_dn: 0.730838 loss_class_aux_dn: 2.386551 loss_bbox_aux_dn: 1.771972 loss_giou_aux_dn: 3.933129 loss: 22.614437 eta: 3 days, 15:53:05 batch_cost: 0.5395 data_cost: 0.0012 ips: 7.4148 images/s [04/07 08:57:56] ppdet.engine INFO: Epoch: [1] [ 400/7329] learning_rate: 0.000100 loss_class: 0.805164 loss_bbox: 0.240741 loss_giou: 0.555278 loss_class_aux: 5.168437 loss_bbox_aux: 1.599066 loss_giou_aux: 3.467252 loss_class_dn: 0.466185 loss_bbox_dn: 0.354460 loss_giou_dn: 0.656547 loss_class_aux_dn: 2.329981 loss_bbox_aux_dn: 1.932914 loss_giou_aux_dn: 3.648828 loss: 22.162998 eta: 3 days, 15:48:48 batch_cost: 0.4943 data_cost: 0.0016 ips: 8.0927 images/s [04/07 08:58:56] ppdet.engine INFO: Epoch: [1] [ 500/7329] learning_rate: 0.000100 loss_class: 0.842570 loss_bbox: 0.242388 loss_giou: 0.637733 loss_class_aux: 5.126275 loss_bbox_aux: 1.586204 loss_giou_aux: 4.273168 loss_class_dn: 0.488428 loss_bbox_dn: 0.375690 loss_giou_dn: 0.749734 loss_class_aux_dn: 2.474120 loss_bbox_aux_dn: 2.021780 loss_giou_aux_dn: 4.086985 loss: 23.130587 eta: 3 days, 15:49:44 batch_cost: 0.5340 data_cost: 0.0014 ips: 7.4912 images/s [04/07 08:59:53] ppdet.engine INFO: Epoch: [1] [ 600/7329] learning_rate: 0.000100 loss_class: 0.760854 loss_bbox: 0.246194 loss_giou: 0.654319 loss_class_aux: 5.010382 loss_bbox_aux: 1.646516 loss_giou_aux: 4.243036 loss_class_dn: 0.474866 loss_bbox_dn: 0.368190 loss_giou_dn: 0.738983 loss_class_aux_dn: 2.341571 loss_bbox_aux_dn: 1.994604 loss_giou_aux_dn: 3.960596 loss: 23.207891 eta: 3 days, 15:47:07 batch_cost: 0.5065 data_cost: 0.0012 ips: 7.8971 images/s [04/07 09:00:50] ppdet.engine INFO: Epoch: [1] [ 700/7329] learning_rate: 0.000100 loss_class: 0.753198 loss_bbox: 0.207224 loss_giou: 0.489233 loss_class_aux: 4.835399 loss_bbox_aux: 1.400119 loss_giou_aux: 3.205956 loss_class_dn: 0.423138 loss_bbox_dn: 0.348743 loss_giou_dn: 0.604528 loss_class_aux_dn: 2.133381 loss_bbox_aux_dn: 1.957561 loss_giou_aux_dn: 3.238719 loss: 19.032608 eta: 3 days, 15:44:46 batch_cost: 0.5083 data_cost: 0.0012 ips: 7.8687 images/s [04/07 09:01:48] ppdet.engine INFO: Epoch: [1] [ 800/7329] learning_rate: 0.000100 loss_class: 0.820164 loss_bbox: 0.218216 loss_giou: 0.648035 loss_class_aux: 5.302968 loss_bbox_aux: 1.566874 loss_giou_aux: 4.132228 loss_class_dn: 0.459467 loss_bbox_dn: 0.358597 loss_giou_dn: 0.694901 loss_class_aux_dn: 2.373313 loss_bbox_aux_dn: 1.928091 loss_giou_aux_dn: 3.861809 loss: 23.119619 eta: 3 days, 15:43:40 batch_cost: 0.5179 data_cost: 0.0013 ips: 7.7235 images/s [04/07 09:02:44] ppdet.engine INFO: Epoch: [1] [ 900/7329] learning_rate: 0.000100 loss_class: 0.861874 loss_bbox: 0.224251 loss_giou: 0.616027 loss_class_aux: 5.407895 loss_bbox_aux: 1.493104 loss_giou_aux: 4.100616 loss_class_dn: 0.472594 loss_bbox_dn: 0.360143 loss_giou_dn: 0.700966 loss_class_aux_dn: 2.423376 loss_bbox_aux_dn: 1.967135 loss_giou_aux_dn: 3.842166 loss: 22.850758 eta: 3 days, 15:39:53 batch_cost: 0.4963 data_cost: 0.0014 ips: 8.0602 images/s [04/07 09:03:45] ppdet.engine INFO: Epoch: [1] [1000/7329] learning_rate: 0.000100 loss_class: 0.765372 loss_bbox: 0.247271 loss_giou: 0.575335 loss_class_aux: 5.056578 loss_bbox_aux: 1.635479 loss_giou_aux: 3.712498 loss_class_dn: 0.440278 loss_bbox_dn: 0.363995 loss_giou_dn: 0.605051 loss_class_aux_dn: 2.164069 loss_bbox_aux_dn: 1.970623 loss_giou_aux_dn: 3.284541 loss: 20.153650 eta: 3 days, 15:41:06 batch_cost: 0.5367 data_cost: 0.0015 ips: 7.4533 images/s [04/07 09:04:44] ppdet.engine INFO: Epoch: [1] [1100/7329] learning_rate: 0.000100 loss_class: 0.731656 loss_bbox: 0.199689 loss_giou: 0.442093 loss_class_aux: 4.601990 loss_bbox_aux: 1.338633 loss_giou_aux: 2.940491 loss_class_dn: 0.381204 loss_bbox_dn: 0.316915 loss_giou_dn: 0.541379 loss_class_aux_dn: 1.918136 loss_bbox_aux_dn: 1.713591 loss_giou_aux_dn: 2.929242 loss: 18.209021 eta: 3 days, 15:40:28 batch_cost: 0.5217 data_cost: 0.0013 ips: 7.6674 images/s [04/07 09:05:46] ppdet.engine INFO: Epoch: [1] [1200/7329] learning_rate: 0.000100 loss_class: 0.809522 loss_bbox: 0.226402 loss_giou: 0.645982 loss_class_aux: 5.182573 loss_bbox_aux: 1.488728 loss_giou_aux: 4.206673 loss_class_dn: 0.481875 loss_bbox_dn: 0.328329 loss_giou_dn: 0.746337 loss_class_aux_dn: 2.492304 loss_bbox_aux_dn: 1.827067 loss_giou_aux_dn: 4.017615 loss: 24.024929 eta: 3 days, 15:43:53 batch_cost: 0.5560 data_cost: 0.0013 ips: 7.1949 images/s [04/07 09:06:48] ppdet.engine INFO: Epoch: [1] [1300/7329] learning_rate: 0.000100 loss_class: 0.703756 loss_bbox: 0.192259 loss_giou: 0.443060 loss_class_aux: 4.611216 loss_bbox_aux: 1.335892 loss_giou_aux: 2.943326 loss_class_dn: 0.400816 loss_bbox_dn: 0.305235 loss_giou_dn: 0.537155 loss_class_aux_dn: 1.955254 loss_bbox_aux_dn: 1.673276 loss_giou_aux_dn: 3.057294 loss: 19.151735 eta: 3 days, 15:46:53 batch_cost: 0.5532 data_cost: 0.0015 ips: 7.2313 images/s [04/07 09:07:51] ppdet.engine INFO: Epoch: [1] [1400/7329] learning_rate: 0.000100 loss_class: 0.811706 loss_bbox: 0.241718 loss_giou: 0.574576 loss_class_aux: 5.012934 loss_bbox_aux: 1.554989 loss_giou_aux: 3.668146 loss_class_dn: 0.458520 loss_bbox_dn: 0.371444 loss_giou_dn: 0.681994 loss_class_aux_dn: 2.353147 loss_bbox_aux_dn: 2.086969 loss_giou_aux_dn: 3.651685 loss: 21.592777 eta: 3 days, 15:49:47 batch_cost: 0.5531 data_cost: 0.0021 ips: 7.2320 images/s [04/07 09:08:46] ppdet.engine INFO: Epoch: [1] [1500/7329] learning_rate: 0.000100 loss_class: 0.775689 loss_bbox: 0.242295 loss_giou: 0.705272 loss_class_aux: 4.861198 loss_bbox_aux: 1.504415 loss_giou_aux: 4.573980 loss_class_dn: 0.484792 loss_bbox_dn: 0.341830 loss_giou_dn: 0.751551 loss_class_aux_dn: 2.429995 loss_bbox_aux_dn: 1.766618 loss_giou_aux_dn: 4.037300 loss: 24.127344 eta: 3 days, 15:45:29 batch_cost: 0.4910 data_cost: 0.0013 ips: 8.1461 images/s [04/07 09:09:40] ppdet.engine INFO: Epoch: [1] [1600/7329] learning_rate: 0.000100 loss_class: 0.750528 loss_bbox: 0.230447 loss_giou: 0.521970 loss_class_aux: 4.787425 loss_bbox_aux: 1.497959 loss_giou_aux: 3.464312 loss_class_dn: 0.437516 loss_bbox_dn: 0.354052 loss_giou_dn: 0.650720 loss_class_aux_dn: 2.239168 loss_bbox_aux_dn: 1.880130 loss_giou_aux_dn: 3.537643 loss: 20.957058 eta: 3 days, 15:39:43 batch_cost: 0.4774 data_cost: 0.0014 ips: 8.3786 images/s [04/07 09:10:37] ppdet.engine INFO: Epoch: [1] [1700/7329] learning_rate: 0.000100 loss_class: 0.773706 loss_bbox: 0.215830 loss_giou: 0.549921 loss_class_aux: 4.954908 loss_bbox_aux: 1.524159 loss_giou_aux: 3.414039 loss_class_dn: 0.450708 loss_bbox_dn: 0.333084 loss_giou_dn: 0.599447 loss_class_aux_dn: 2.217041 loss_bbox_aux_dn: 1.862963 loss_giou_aux_dn: 3.361317 loss: 21.243605 eta: 3 days, 15:37:10 batch_cost: 0.5051 data_cost: 0.0012 ips: 7.9193 images/s [04/07 09:11:35] ppdet.engine INFO: Epoch: [1] [1800/7329] learning_rate: 0.000100 loss_class: 0.790137 loss_bbox: 0.238118 loss_giou: 0.615678 loss_class_aux: 5.091260 loss_bbox_aux: 1.533645 loss_giou_aux: 3.990447 loss_class_dn: 0.467714 loss_bbox_dn: 0.355325 loss_giou_dn: 0.686321 loss_class_aux_dn: 2.336747 loss_bbox_aux_dn: 1.894300 loss_giou_aux_dn: 3.723342 loss: 22.931131 eta: 3 days, 15:35:22 batch_cost: 0.5116 data_cost: 0.0016 ips: 7.8185 images/s [04/07 09:12:31] ppdet.engine INFO: Epoch: [1] [1900/7329] learning_rate: 0.000100 loss_class: 0.752478 loss_bbox: 0.218137 loss_giou: 0.536286 loss_class_aux: 4.935043 loss_bbox_aux: 1.424943 loss_giou_aux: 3.462557 loss_class_dn: 0.411557 loss_bbox_dn: 0.343214 loss_giou_dn: 0.615942 loss_class_aux_dn: 2.088332 loss_bbox_aux_dn: 1.843810 loss_giou_aux_dn: 3.281916 loss: 19.831383 eta: 3 days, 15:31:53 batch_cost: 0.4961 data_cost: 0.0012 ips: 8.0633 images/s [04/07 09:13:25] ppdet.engine INFO: Epoch: [1] [2000/7329] learning_rate: 0.000100 loss_class: 0.776417 loss_bbox: 0.217527 loss_giou: 0.569817 loss_class_aux: 5.088392 loss_bbox_aux: 1.609502 loss_giou_aux: 3.632312 loss_class_dn: 0.446911 loss_bbox_dn: 0.384028 loss_giou_dn: 0.666451 loss_class_aux_dn: 2.209114 loss_bbox_aux_dn: 2.043351 loss_giou_aux_dn: 3.502814 loss: 21.351187 eta: 3 days, 15:27:13 batch_cost: 0.4845 data_cost: 0.0012 ips: 8.2565 images/s [04/07 09:14:21] ppdet.engine INFO: Epoch: [1] [2100/7329] learning_rate: 0.000100 loss_class: 0.782175 loss_bbox: 0.219926 loss_giou: 0.615260 loss_class_aux: 4.803679 loss_bbox_aux: 1.462545 loss_giou_aux: 3.929973 loss_class_dn: 0.440110 loss_bbox_dn: 0.320734 loss_giou_dn: 0.662785 loss_class_aux_dn: 2.195362 loss_bbox_aux_dn: 1.803677 loss_giou_aux_dn: 3.591716 loss: 21.487045 eta: 3 days, 15:24:07 batch_cost: 0.4985 data_cost: 0.0012 ips: 8.0244 images/s [04/07 09:15:14] ppdet.engine INFO: Epoch: [1] [2200/7329] learning_rate: 0.000100 loss_class: 0.726422 loss_bbox: 0.216132 loss_giou: 0.460568 loss_class_aux: 4.707754 loss_bbox_aux: 1.415353 loss_giou_aux: 3.020981 loss_class_dn: 0.409437 loss_bbox_dn: 0.340965 loss_giou_dn: 0.522788 loss_class_aux_dn: 2.090809 loss_bbox_aux_dn: 1.856793 loss_giou_aux_dn: 2.836299 loss: 19.747475 eta: 3 days, 15:18:09 batch_cost: 0.4708 data_cost: 0.0012 ips: 8.4955 images/s [04/07 09:16:11] ppdet.engine INFO: Epoch: [1] [2300/7329] learning_rate: 0.000100 loss_class: 0.800082 loss_bbox: 0.218788 loss_giou: 0.572324 loss_class_aux: 5.044481 loss_bbox_aux: 1.508325 loss_giou_aux: 3.684273 loss_class_dn: 0.448771 loss_bbox_dn: 0.384437 loss_giou_dn: 0.693060 loss_class_aux_dn: 2.276040 loss_bbox_aux_dn: 2.037879 loss_giou_aux_dn: 3.646702 loss: 21.632256 eta: 3 days, 15:15:57 batch_cost: 0.5059 data_cost: 0.0015 ips: 7.9068 images/s [04/07 09:17:08] ppdet.engine INFO: Epoch: [1] [2400/7329] learning_rate: 0.000100 loss_class: 0.863228 loss_bbox: 0.224291 loss_giou: 0.648981 loss_class_aux: 5.576782 loss_bbox_aux: 1.460035 loss_giou_aux: 4.248126 loss_class_dn: 0.507925 loss_bbox_dn: 0.350382 loss_giou_dn: 0.740551 loss_class_aux_dn: 2.555786 loss_bbox_aux_dn: 1.934982 loss_giou_aux_dn: 4.002950 loss: 23.666626 eta: 3 days, 15:13:30 batch_cost: 0.5030 data_cost: 0.0012 ips: 7.9524 images/s [04/07 09:18:11] ppdet.engine INFO: Epoch: [1] [2500/7329] learning_rate: 0.000100 loss_class: 0.768279 loss_bbox: 0.215177 loss_giou: 0.560098 loss_class_aux: 4.796730 loss_bbox_aux: 1.416468 loss_giou_aux: 3.631256 loss_class_dn: 0.445255 loss_bbox_dn: 0.334295 loss_giou_dn: 0.677272 loss_class_aux_dn: 2.226065 loss_bbox_aux_dn: 1.783811 loss_giou_aux_dn: 3.629358 loss: 20.931225 eta: 3 days, 15:16:52 batch_cost: 0.5596 data_cost: 0.0013 ips: 7.1483 images/s [04/07 09:19:08] ppdet.engine INFO: Epoch: [1] [2600/7329] learning_rate: 0.000100 loss_class: 0.729922 loss_bbox: 0.216027 loss_giou: 0.504744 loss_class_aux: 4.655114 loss_bbox_aux: 1.473127 loss_giou_aux: 3.392257 loss_class_dn: 0.405645 loss_bbox_dn: 0.328417 loss_giou_dn: 0.581976 loss_class_aux_dn: 2.097471 loss_bbox_aux_dn: 1.806211 loss_giou_aux_dn: 3.149547 loss: 19.780062 eta: 3 days, 15:15:01 batch_cost: 0.5089 data_cost: 0.0012 ips: 7.8608 images/s [04/07 09:20:08] ppdet.engine INFO: Epoch: [1] [2700/7329] learning_rate: 0.000100 loss_class: 0.761221 loss_bbox: 0.255603 loss_giou: 0.578930 loss_class_aux: 4.881086 loss_bbox_aux: 1.558324 loss_giou_aux: 3.558077 loss_class_dn: 0.423302 loss_bbox_dn: 0.347934 loss_giou_dn: 0.577848 loss_class_aux_dn: 2.139014 loss_bbox_aux_dn: 1.919680 loss_giou_aux_dn: 3.066686 loss: 19.989494 eta: 3 days, 15:15:19 batch_cost: 0.5301 data_cost: 0.0015 ips: 7.5456 images/s [04/07 09:21:04] ppdet.engine INFO: Epoch: [1] [2800/7329] learning_rate: 0.000100 loss_class: 0.830131 loss_bbox: 0.222711 loss_giou: 0.658128 loss_class_aux: 5.081903 loss_bbox_aux: 1.516967 loss_giou_aux: 4.032808 loss_class_dn: 0.479604 loss_bbox_dn: 0.353524 loss_giou_dn: 0.703805 loss_class_aux_dn: 2.392692 loss_bbox_aux_dn: 1.942022 loss_giou_aux_dn: 3.742644 loss: 22.751707 eta: 3 days, 15:11:44 batch_cost: 0.4914 data_cost: 0.0012 ips: 8.1395 images/s [04/07 09:21:58] ppdet.engine INFO: Epoch: [1] [2900/7329] learning_rate: 0.000100 loss_class: 0.702965 loss_bbox: 0.194182 loss_giou: 0.497610 loss_class_aux: 4.382222 loss_bbox_aux: 1.287894 loss_giou_aux: 3.257766 loss_class_dn: 0.398434 loss_bbox_dn: 0.279825 loss_giou_dn: 0.583150 loss_class_aux_dn: 2.041094 loss_bbox_aux_dn: 1.519846 loss_giou_aux_dn: 3.233953 loss: 19.354744 eta: 3 days, 15:07:18 batch_cost: 0.4822 data_cost: 0.0013 ips: 8.2953 images/s [04/07 09:22:56] ppdet.engine INFO: Epoch: [1] [3000/7329] learning_rate: 0.000100 loss_class: 0.708647 loss_bbox: 0.173832 loss_giou: 0.418953 loss_class_aux: 4.367099 loss_bbox_aux: 1.210087 loss_giou_aux: 2.825102 loss_class_dn: 0.391721 loss_bbox_dn: 0.297173 loss_giou_dn: 0.515386 loss_class_aux_dn: 1.932893 loss_bbox_aux_dn: 1.631196 loss_giou_aux_dn: 2.841576 loss: 18.285294 eta: 3 days, 15:06:06 batch_cost: 0.5146 data_cost: 0.0015 ips: 7.7724 images/s [04/07 09:23:59] ppdet.engine INFO: Epoch: [1] [3100/7329] learning_rate: 0.000100 loss_class: 0.767033 loss_bbox: 0.202329 loss_giou: 0.499554 loss_class_aux: 4.988688 loss_bbox_aux: 1.332674 loss_giou_aux: 3.265227 loss_class_dn: 0.443114 loss_bbox_dn: 0.304837 loss_giou_dn: 0.595107 loss_class_aux_dn: 2.211803 loss_bbox_aux_dn: 1.622593 loss_giou_aux_dn: 3.188712 loss: 21.360331 eta: 3 days, 15:08:28 batch_cost: 0.5515 data_cost: 0.0014 ips: 7.2534 images/s [04/07 09:24:58] ppdet.engine INFO: Epoch: [1] [3200/7329] learning_rate: 0.000100 loss_class: 0.831410 loss_bbox: 0.238852 loss_giou: 0.521179 loss_class_aux: 5.406084 loss_bbox_aux: 1.514418 loss_giou_aux: 3.318906 loss_class_dn: 0.465841 loss_bbox_dn: 0.388994 loss_giou_dn: 0.620254 loss_class_aux_dn: 2.402689 loss_bbox_aux_dn: 2.053741 loss_giou_aux_dn: 3.412797 loss: 22.618156 eta: 3 days, 15:08:01 batch_cost: 0.5227 data_cost: 0.0014 ips: 7.6523 images/s [04/07 09:25:58] ppdet.engine INFO: Epoch: [1] [3300/7329] learning_rate: 0.000100 loss_class: 0.681107 loss_bbox: 0.197604 loss_giou: 0.460741 loss_class_aux: 4.444787 loss_bbox_aux: 1.318353 loss_giou_aux: 2.924180 loss_class_dn: 0.390634 loss_bbox_dn: 0.309639 loss_giou_dn: 0.541346 loss_class_aux_dn: 1.977080 loss_bbox_aux_dn: 1.687811 loss_giou_aux_dn: 3.028121 loss: 18.942963 eta: 3 days, 15:08:52 batch_cost: 0.5365 data_cost: 0.0013 ips: 7.4559 images/s [04/07 09:26:54] ppdet.engine INFO: Epoch: [1] [3400/7329] learning_rate: 0.000100 loss_class: 0.738401 loss_bbox: 0.216247 loss_giou: 0.511873 loss_class_aux: 4.637004 loss_bbox_aux: 1.411766 loss_giou_aux: 3.333824 loss_class_dn: 0.418229 loss_bbox_dn: 0.323422 loss_giou_dn: 0.599049 loss_class_aux_dn: 2.130540 loss_bbox_aux_dn: 1.767666 loss_giou_aux_dn: 3.214460 loss: 21.009939 eta: 3 days, 15:06:18 batch_cost: 0.5004 data_cost: 0.0012 ips: 7.9929 images/s [04/07 09:27:52] ppdet.engine INFO: Epoch: [1] [3500/7329] learning_rate: 0.000100 loss_class: 0.791174 loss_bbox: 0.212909 loss_giou: 0.652653 loss_class_aux: 5.074551 loss_bbox_aux: 1.426159 loss_giou_aux: 4.152152 loss_class_dn: 0.474092 loss_bbox_dn: 0.321226 loss_giou_dn: 0.736173 loss_class_aux_dn: 2.371215 loss_bbox_aux_dn: 1.754647 loss_giou_aux_dn: 3.951015 loss: 22.927258 eta: 3 days, 15:05:29 batch_cost: 0.5188 data_cost: 0.0013 ips: 7.7108 images/s [04/07 09:28:49] ppdet.engine INFO: Epoch: [1] [3600/7329] learning_rate: 0.000100 loss_class: 0.787209 loss_bbox: 0.216504 loss_giou: 0.654865 loss_class_aux: 4.969826 loss_bbox_aux: 1.487528 loss_giou_aux: 4.219510 loss_class_dn: 0.456115 loss_bbox_dn: 0.308258 loss_giou_dn: 0.669180 loss_class_aux_dn: 2.311487 loss_bbox_aux_dn: 1.673416 loss_giou_aux_dn: 3.691585 loss: 23.223454 eta: 3 days, 15:03:13 batch_cost: 0.5032 data_cost: 0.0012 ips: 7.9485 images/s [04/07 09:29:50] ppdet.engine INFO: Epoch: [1] [3700/7329] learning_rate: 0.000100 loss_class: 0.786264 loss_bbox: 0.212405 loss_giou: 0.664686 loss_class_aux: 5.182738 loss_bbox_aux: 1.430242 loss_giou_aux: 4.263551 loss_class_dn: 0.467353 loss_bbox_dn: 0.287209 loss_giou_dn: 0.714968 loss_class_aux_dn: 2.412854 loss_bbox_aux_dn: 1.555163 loss_giou_aux_dn: 3.798797 loss: 22.903538 eta: 3 days, 15:05:52 batch_cost: 0.5567 data_cost: 0.0012 ips: 7.1846 images/s [04/07 09:30:44] ppdet.engine INFO: Epoch: [1] [3800/7329] learning_rate: 0.000100 loss_class: 0.681103 loss_bbox: 0.207711 loss_giou: 0.498865 loss_class_aux: 4.389487 loss_bbox_aux: 1.408378 loss_giou_aux: 3.219195 loss_class_dn: 0.397463 loss_bbox_dn: 0.304760 loss_giou_dn: 0.581500 loss_class_aux_dn: 2.047620 loss_bbox_aux_dn: 1.674251 loss_giou_aux_dn: 3.097768 loss: 19.584164 eta: 3 days, 15:01:18 batch_cost: 0.4776 data_cost: 0.0012 ips: 8.3750 images/s [04/07 09:31:41] ppdet.engine INFO: Epoch: [1] [3900/7329] learning_rate: 0.000100 loss_class: 0.777049 loss_bbox: 0.201914 loss_giou: 0.521821 loss_class_aux: 4.925598 loss_bbox_aux: 1.336773 loss_giou_aux: 3.446114 loss_class_dn: 0.455978 loss_bbox_dn: 0.323681 loss_giou_dn: 0.598129 loss_class_aux_dn: 2.313258 loss_bbox_aux_dn: 1.751613 loss_giou_aux_dn: 3.277715 loss: 20.635059 eta: 3 days, 14:59:29 batch_cost: 0.5076 data_cost: 0.0012 ips: 7.8800 images/s [04/07 09:32:44] ppdet.engine INFO: Epoch: [1] [4000/7329] learning_rate: 0.000100 loss_class: 0.798624 loss_bbox: 0.227214 loss_giou: 0.652500 loss_class_aux: 4.946862 loss_bbox_aux: 1.438793 loss_giou_aux: 4.161603 loss_class_dn: 0.450957 loss_bbox_dn: 0.342491 loss_giou_dn: 0.679297 loss_class_aux_dn: 2.276066 loss_bbox_aux_dn: 1.846607 loss_giou_aux_dn: 3.629681 loss: 22.268360 eta: 3 days, 15:01:24 batch_cost: 0.5495 data_cost: 0.0014 ips: 7.2789 images/s [04/07 09:33:39] ppdet.engine INFO: Epoch: [1] [4100/7329] learning_rate: 0.000100 loss_class: 0.820038 loss_bbox: 0.242609 loss_giou: 0.632351 loss_class_aux: 5.487026 loss_bbox_aux: 1.571901 loss_giou_aux: 4.059724 loss_class_dn: 0.484841 loss_bbox_dn: 0.377973 loss_giou_dn: 0.695972 loss_class_aux_dn: 2.409681 loss_bbox_aux_dn: 2.100368 loss_giou_aux_dn: 3.722204 loss: 23.115524 eta: 3 days, 14:57:50 batch_cost: 0.4877 data_cost: 0.0013 ips: 8.2009 images/s [04/07 09:34:42] ppdet.engine INFO: Epoch: [1] [4200/7329] learning_rate: 0.000100 loss_class: 0.777869 loss_bbox: 0.213078 loss_giou: 0.518969 loss_class_aux: 4.886022 loss_bbox_aux: 1.384519 loss_giou_aux: 3.280185 loss_class_dn: 0.437344 loss_bbox_dn: 0.305527 loss_giou_dn: 0.574947 loss_class_aux_dn: 2.235609 loss_bbox_aux_dn: 1.691638 loss_giou_aux_dn: 3.153007 loss: 20.545704 eta: 3 days, 15:00:32 batch_cost: 0.5589 data_cost: 0.0014 ips: 7.1574 images/s [04/07 09:35:41] ppdet.engine INFO: Epoch: [1] [4300/7329] learning_rate: 0.000100 loss_class: 0.772028 loss_bbox: 0.215005 loss_giou: 0.600830 loss_class_aux: 5.007802 loss_bbox_aux: 1.450767 loss_giou_aux: 4.004735 loss_class_dn: 0.469088 loss_bbox_dn: 0.315491 loss_giou_dn: 0.725911 loss_class_aux_dn: 2.352563 loss_bbox_aux_dn: 1.743987 loss_giou_aux_dn: 3.828305 loss: 21.562206 eta: 3 days, 14:59:42 batch_cost: 0.5189 data_cost: 0.0015 ips: 7.7083 images/s [04/07 09:36:43] ppdet.engine INFO: Epoch: [1] [4400/7329] learning_rate: 0.000100 loss_class: 0.765356 loss_bbox: 0.202851 loss_giou: 0.606918 loss_class_aux: 4.812444 loss_bbox_aux: 1.391899 loss_giou_aux: 3.920817 loss_class_dn: 0.444523 loss_bbox_dn: 0.290581 loss_giou_dn: 0.668110 loss_class_aux_dn: 2.211261 loss_bbox_aux_dn: 1.635857 loss_giou_aux_dn: 3.624337 loss: 20.169193 eta: 3 days, 15:00:55 batch_cost: 0.5427 data_cost: 0.0017 ips: 7.3700 images/s [04/07 09:37:49] ppdet.engine INFO: Epoch: [1] [4500/7329] learning_rate: 0.000100 loss_class: 0.729045 loss_bbox: 0.190030 loss_giou: 0.451716 loss_class_aux: 4.631464 loss_bbox_aux: 1.223137 loss_giou_aux: 2.982615 loss_class_dn: 0.386084 loss_bbox_dn: 0.317336 loss_giou_dn: 0.535505 loss_class_aux_dn: 2.022962 loss_bbox_aux_dn: 1.672029 loss_giou_aux_dn: 2.877569 loss: 18.836374 eta: 3 days, 15:06:53 batch_cost: 0.5991 data_cost: 0.0012 ips: 6.6765 images/s [04/07 09:38:46] ppdet.engine INFO: Epoch: [1] [4600/7329] learning_rate: 0.000100 loss_class: 0.657724 loss_bbox: 0.201207 loss_giou: 0.426000 loss_class_aux: 4.182081 loss_bbox_aux: 1.382017 loss_giou_aux: 2.808896 loss_class_dn: 0.372746 loss_bbox_dn: 0.300784 loss_giou_dn: 0.514833 loss_class_aux_dn: 1.889055 loss_bbox_aux_dn: 1.647126 loss_giou_aux_dn: 2.884453 loss: 19.054958 eta: 3 days, 15:04:39 batch_cost: 0.5032 data_cost: 0.0013 ips: 7.9496 images/s [04/07 09:39:44] ppdet.engine INFO: Epoch: [1] [4700/7329] learning_rate: 0.000100 loss_class: 0.721109 loss_bbox: 0.230611 loss_giou: 0.481953 loss_class_aux: 4.666392 loss_bbox_aux: 1.474083 loss_giou_aux: 3.340303 loss_class_dn: 0.413347 loss_bbox_dn: 0.330985 loss_giou_dn: 0.573212 loss_class_aux_dn: 2.077731 loss_bbox_aux_dn: 1.720235 loss_giou_aux_dn: 3.059755 loss: 19.545086 eta: 3 days, 15:03:38 batch_cost: 0.5175 data_cost: 0.0013 ips: 7.7301 images/s [04/07 09:40:39] ppdet.engine INFO: Epoch: [1] [4800/7329] learning_rate: 0.000100 loss_class: 0.784788 loss_bbox: 0.204122 loss_giou: 0.538077 loss_class_aux: 5.018780 loss_bbox_aux: 1.407917 loss_giou_aux: 3.518999 loss_class_dn: 0.449540 loss_bbox_dn: 0.340759 loss_giou_dn: 0.623942 loss_class_aux_dn: 2.302490 loss_bbox_aux_dn: 1.872279 loss_giou_aux_dn: 3.420361 loss: 21.081417 eta: 3 days, 15:00:25 batch_cost: 0.4908 data_cost: 0.0013 ips: 8.1492 images/s [04/07 09:41:38] ppdet.engine INFO: Epoch: [1] [4900/7329] learning_rate: 0.000100 loss_class: 0.803100 loss_bbox: 0.197532 loss_giou: 0.534230 loss_class_aux: 5.130835 loss_bbox_aux: 1.373402 loss_giou_aux: 3.368451 loss_class_dn: 0.429831 loss_bbox_dn: 0.308353 loss_giou_dn: 0.597420 loss_class_aux_dn: 2.240824 loss_bbox_aux_dn: 1.723620 loss_giou_aux_dn: 3.178388 loss: 19.545038 eta: 3 days, 14:59:22 batch_cost: 0.5167 data_cost: 0.0022 ips: 7.7416 images/s [04/07 09:42:31] ppdet.engine INFO: Epoch: [1] [5000/7329] learning_rate: 0.000100 loss_class: 0.784530 loss_bbox: 0.189608 loss_giou: 0.457239 loss_class_aux: 5.066870 loss_bbox_aux: 1.324006 loss_giou_aux: 2.950833 loss_class_dn: 0.421029 loss_bbox_dn: 0.296625 loss_giou_dn: 0.556679 loss_class_aux_dn: 2.190921 loss_bbox_aux_dn: 1.639491 loss_giou_aux_dn: 3.032063 loss: 19.594955 eta: 3 days, 14:54:50 batch_cost: 0.4739 data_cost: 0.0012 ips: 8.4399 images/s [04/07 09:43:31] ppdet.engine INFO: Epoch: [1] [5100/7329] learning_rate: 0.000100 loss_class: 0.808898 loss_bbox: 0.214146 loss_giou: 0.593460 loss_class_aux: 5.042161 loss_bbox_aux: 1.456148 loss_giou_aux: 3.910199 loss_class_dn: 0.439002 loss_bbox_dn: 0.326919 loss_giou_dn: 0.649622 loss_class_aux_dn: 2.226713 loss_bbox_aux_dn: 1.791293 loss_giou_aux_dn: 3.468291 loss: 21.090635 eta: 3 days, 14:55:06 batch_cost: 0.5328 data_cost: 0.0012 ips: 7.5082 images/s [04/07 09:44:32] ppdet.engine INFO: Epoch: [1] [5200/7329] learning_rate: 0.000100 loss_class: 0.800447 loss_bbox: 0.225785 loss_giou: 0.580802 loss_class_aux: 5.129032 loss_bbox_aux: 1.548685 loss_giou_aux: 3.718573 loss_class_dn: 0.434116 loss_bbox_dn: 0.321018 loss_giou_dn: 0.635301 loss_class_aux_dn: 2.209899 loss_bbox_aux_dn: 1.761547 loss_giou_aux_dn: 3.409095 loss: 21.057217 eta: 3 days, 14:56:36 batch_cost: 0.5482 data_cost: 0.0013 ips: 7.2970 images/s [04/07 09:45:36] ppdet.engine INFO: Epoch: [1] [5300/7329] learning_rate: 0.000100 loss_class: 0.724699 loss_bbox: 0.192610 loss_giou: 0.603401 loss_class_aux: 4.475595 loss_bbox_aux: 1.303561 loss_giou_aux: 3.857594 loss_class_dn: 0.413551 loss_bbox_dn: 0.302864 loss_giou_dn: 0.648320 loss_class_aux_dn: 2.125350 loss_bbox_aux_dn: 1.664222 loss_giou_aux_dn: 3.445608 loss: 19.988483 eta: 3 days, 14:59:06 batch_cost: 0.5612 data_cost: 0.0017 ips: 7.1274 images/s [04/07 09:46:37] ppdet.engine INFO: Epoch: [1] [5400/7329] learning_rate: 0.000100 loss_class: 0.738318 loss_bbox: 0.218597 loss_giou: 0.570504 loss_class_aux: 4.886728 loss_bbox_aux: 1.409459 loss_giou_aux: 3.717177 loss_class_dn: 0.465903 loss_bbox_dn: 0.345723 loss_giou_dn: 0.661858 loss_class_aux_dn: 2.406300 loss_bbox_aux_dn: 1.867710 loss_giou_aux_dn: 3.540226 loss: 22.141296 eta: 3 days, 15:00:09 batch_cost: 0.5435 data_cost: 0.0013 ips: 7.3595 images/s [04/07 09:47:39] ppdet.engine INFO: Epoch: [1] [5500/7329] learning_rate: 0.000100 loss_class: 0.776252 loss_bbox: 0.236559 loss_giou: 0.548604 loss_class_aux: 4.815587 loss_bbox_aux: 1.516346 loss_giou_aux: 3.624268 loss_class_dn: 0.444019 loss_bbox_dn: 0.317734 loss_giou_dn: 0.624894 loss_class_aux_dn: 2.337310 loss_bbox_aux_dn: 1.717949 loss_giou_aux_dn: 3.375842 loss: 21.550859 eta: 3 days, 15:02:35 batch_cost: 0.5616 data_cost: 0.0012 ips: 7.1221 images/s [04/07 09:48:36] ppdet.engine INFO: Epoch: [1] [5600/7329] learning_rate: 0.000100 loss_class: 0.737803 loss_bbox: 0.205356 loss_giou: 0.655255 loss_class_aux: 4.598361 loss_bbox_aux: 1.358896 loss_giou_aux: 4.025728 loss_class_dn: 0.408417 loss_bbox_dn: 0.310174 loss_giou_dn: 0.674912 loss_class_aux_dn: 2.114699 loss_bbox_aux_dn: 1.694972 loss_giou_aux_dn: 3.582051 loss: 20.407944 eta: 3 days, 15:01:13 batch_cost: 0.5136 data_cost: 0.0012 ips: 7.7883 images/s [04/07 09:49:37] ppdet.engine INFO: Epoch: [1] [5700/7329] learning_rate: 0.000100 loss_class: 0.715101 loss_bbox: 0.214039 loss_giou: 0.520218 loss_class_aux: 4.585783 loss_bbox_aux: 1.452700 loss_giou_aux: 3.343722 loss_class_dn: 0.423338 loss_bbox_dn: 0.317347 loss_giou_dn: 0.585284 loss_class_aux_dn: 2.204771 loss_bbox_aux_dn: 1.739560 loss_giou_aux_dn: 3.250643 loss: 20.528976 eta: 3 days, 15:02:25 batch_cost: 0.5466 data_cost: 0.0012 ips: 7.3183 images/s [04/07 09:50:31] ppdet.engine INFO: Epoch: [1] [5800/7329] learning_rate: 0.000100 loss_class: 0.826735 loss_bbox: 0.229759 loss_giou: 0.548824 loss_class_aux: 5.333040 loss_bbox_aux: 1.587654 loss_giou_aux: 3.617043 loss_class_dn: 0.469316 loss_bbox_dn: 0.335329 loss_giou_dn: 0.654871 loss_class_aux_dn: 2.431908 loss_bbox_aux_dn: 1.790626 loss_giou_aux_dn: 3.488585 loss: 21.055340 eta: 3 days, 14:58:05 batch_cost: 0.4746 data_cost: 0.0012 ips: 8.4289 images/s [04/07 09:51:32] ppdet.engine INFO: Epoch: [1] [5900/7329] learning_rate: 0.000100 loss_class: 0.759804 loss_bbox: 0.197688 loss_giou: 0.496591 loss_class_aux: 4.802091 loss_bbox_aux: 1.333518 loss_giou_aux: 3.211724 loss_class_dn: 0.407314 loss_bbox_dn: 0.314676 loss_giou_dn: 0.571086 loss_class_aux_dn: 2.100405 loss_bbox_aux_dn: 1.700573 loss_giou_aux_dn: 3.077103 loss: 19.160061 eta: 3 days, 14:59:37 batch_cost: 0.5512 data_cost: 0.0012 ips: 7.2571 images/s [04/07 09:52:30] ppdet.engine INFO: Epoch: [1] [6000/7329] learning_rate: 0.000100 loss_class: 0.665503 loss_bbox: 0.199966 loss_giou: 0.550305 loss_class_aux: 4.373763 loss_bbox_aux: 1.369257 loss_giou_aux: 3.563719 loss_class_dn: 0.392484 loss_bbox_dn: 0.282209 loss_giou_dn: 0.609675 loss_class_aux_dn: 2.070415 loss_bbox_aux_dn: 1.500771 loss_giou_aux_dn: 3.272411 loss: 19.791676 eta: 3 days, 14:58:39 batch_cost: 0.5185 data_cost: 0.0012 ips: 7.7141 images/s [04/07 09:53:30] ppdet.engine INFO: Epoch: [1] [6100/7329] learning_rate: 0.000100 loss_class: 0.755812 loss_bbox: 0.218931 loss_giou: 0.583799 loss_class_aux: 4.732404 loss_bbox_aux: 1.459136 loss_giou_aux: 3.782956 loss_class_dn: 0.424607 loss_bbox_dn: 0.309624 loss_giou_dn: 0.604325 loss_class_aux_dn: 2.172504 loss_bbox_aux_dn: 1.704106 loss_giou_aux_dn: 3.257491 loss: 20.679272 eta: 3 days, 14:59:27 batch_cost: 0.5422 data_cost: 0.0012 ips: 7.3780 images/s [04/07 09:54:31] ppdet.engine INFO: Epoch: [1] [6200/7329] learning_rate: 0.000100 loss_class: 0.729162 loss_bbox: 0.192262 loss_giou: 0.494411 loss_class_aux: 4.728849 loss_bbox_aux: 1.287559 loss_giou_aux: 3.158151 loss_class_dn: 0.406977 loss_bbox_dn: 0.316079 loss_giou_dn: 0.549155 loss_class_aux_dn: 2.057820 loss_bbox_aux_dn: 1.720228 loss_giou_aux_dn: 2.955436 loss: 19.664392 eta: 3 days, 15:00:05 batch_cost: 0.5404 data_cost: 0.0014 ips: 7.4024 images/s [04/07 09:55:26] ppdet.engine INFO: Epoch: [1] [6300/7329] learning_rate: 0.000100 loss_class: 0.737803 loss_bbox: 0.213997 loss_giou: 0.543910 loss_class_aux: 4.968362 loss_bbox_aux: 1.395891 loss_giou_aux: 3.531826 loss_class_dn: 0.425296 loss_bbox_dn: 0.340153 loss_giou_dn: 0.582494 loss_class_aux_dn: 2.175198 loss_bbox_aux_dn: 1.889932 loss_giou_aux_dn: 3.141749 loss: 20.634455 eta: 3 days, 14:57:13 batch_cost: 0.4930 data_cost: 0.0012 ips: 8.1137 images/s [04/07 09:56:22] ppdet.engine INFO: Epoch: [1] [6400/7329] learning_rate: 0.000100 loss_class: 0.774881 loss_bbox: 0.225102 loss_giou: 0.572891 loss_class_aux: 4.817126 loss_bbox_aux: 1.473527 loss_giou_aux: 3.647736 loss_class_dn: 0.453471 loss_bbox_dn: 0.319938 loss_giou_dn: 0.622584 loss_class_aux_dn: 2.340607 loss_bbox_aux_dn: 1.749979 loss_giou_aux_dn: 3.393028 loss: 20.754593 eta: 3 days, 14:54:58 batch_cost: 0.5011 data_cost: 0.0013 ips: 7.9828 images/s [04/07 09:57:17] ppdet.engine INFO: Epoch: [1] [6500/7329] learning_rate: 0.000100 loss_class: 0.759547 loss_bbox: 0.211984 loss_giou: 0.503071 loss_class_aux: 4.771600 loss_bbox_aux: 1.364033 loss_giou_aux: 3.268593 loss_class_dn: 0.423211 loss_bbox_dn: 0.306435 loss_giou_dn: 0.572848 loss_class_aux_dn: 2.146355 loss_bbox_aux_dn: 1.670252 loss_giou_aux_dn: 3.133311 loss: 19.203217 eta: 3 days, 14:51:48 batch_cost: 0.4880 data_cost: 0.0013 ips: 8.1960 images/s [04/07 09:58:16] ppdet.engine INFO: Epoch: [1] [6600/7329] learning_rate: 0.000100 loss_class: 0.679507 loss_bbox: 0.198993 loss_giou: 0.479083 loss_class_aux: 4.514482 loss_bbox_aux: 1.300559 loss_giou_aux: 2.995973 loss_class_dn: 0.391712 loss_bbox_dn: 0.290227 loss_giou_dn: 0.532835 loss_class_aux_dn: 2.030649 loss_bbox_aux_dn: 1.579620 loss_giou_aux_dn: 2.885348 loss: 18.410221 eta: 3 days, 14:51:04 batch_cost: 0.5216 data_cost: 0.0012 ips: 7.6681 images/s [04/07 09:59:14] ppdet.engine INFO: Epoch: [1] [6700/7329] learning_rate: 0.000100 loss_class: 0.730263 loss_bbox: 0.188088 loss_giou: 0.478670 loss_class_aux: 4.794197 loss_bbox_aux: 1.240576 loss_giou_aux: 3.062049 loss_class_dn: 0.382380 loss_bbox_dn: 0.289636 loss_giou_dn: 0.554390 loss_class_aux_dn: 1.992673 loss_bbox_aux_dn: 1.521767 loss_giou_aux_dn: 3.028444 loss: 19.709618 eta: 3 days, 14:50:19 batch_cost: 0.5211 data_cost: 0.0012 ips: 7.6765 images/s [04/07 10:00:14] ppdet.engine INFO: Epoch: [1] [6800/7329] learning_rate: 0.000100 loss_class: 0.688440 loss_bbox: 0.195405 loss_giou: 0.547947 loss_class_aux: 4.482900 loss_bbox_aux: 1.329869 loss_giou_aux: 3.467567 loss_class_dn: 0.398473 loss_bbox_dn: 0.297376 loss_giou_dn: 0.584146 loss_class_aux_dn: 1.994100 loss_bbox_aux_dn: 1.595878 loss_giou_aux_dn: 3.071852 loss: 19.174374 eta: 3 days, 14:51:06 batch_cost: 0.5429 data_cost: 0.0012 ips: 7.3673 images/s [04/07 10:01:15] ppdet.engine INFO: Epoch: [1] [6900/7329] learning_rate: 0.000100 loss_class: 0.709240 loss_bbox: 0.187727 loss_giou: 0.465824 loss_class_aux: 4.359739 loss_bbox_aux: 1.265334 loss_giou_aux: 3.006367 loss_class_dn: 0.374365 loss_bbox_dn: 0.295522 loss_giou_dn: 0.500772 loss_class_aux_dn: 1.927946 loss_bbox_aux_dn: 1.613131 loss_giou_aux_dn: 2.754955 loss: 17.397314 eta: 3 days, 14:51:08 batch_cost: 0.5326 data_cost: 0.0015 ips: 7.5107 images/s [04/07 10:02:13] ppdet.engine INFO: Epoch: [1] [7000/7329] learning_rate: 0.000100 loss_class: 0.795562 loss_bbox: 0.237850 loss_giou: 0.629697 loss_class_aux: 4.996459 loss_bbox_aux: 1.537287 loss_giou_aux: 4.137062 loss_class_dn: 0.438522 loss_bbox_dn: 0.326515 loss_giou_dn: 0.701708 loss_class_aux_dn: 2.288956 loss_bbox_aux_dn: 1.794203 loss_giou_aux_dn: 3.737397 loss: 22.449829 eta: 3 days, 14:50:15 batch_cost: 0.5196 data_cost: 0.0012 ips: 7.6982 images/s [04/07 10:03:06] ppdet.engine INFO: Epoch: [1] [7100/7329] learning_rate: 0.000100 loss_class: 0.727420 loss_bbox: 0.231908 loss_giou: 0.527227 loss_class_aux: 4.677209 loss_bbox_aux: 1.525228 loss_giou_aux: 3.484586 loss_class_dn: 0.428821 loss_bbox_dn: 0.307635 loss_giou_dn: 0.581691 loss_class_aux_dn: 2.176452 loss_bbox_aux_dn: 1.702779 loss_giou_aux_dn: 3.182107 loss: 19.757364 eta: 3 days, 14:46:00 batch_cost: 0.4713 data_cost: 0.0012 ips: 8.4878 images/s [04/07 10:04:00] ppdet.engine INFO: Epoch: [1] [7200/7329] learning_rate: 0.000100 loss_class: 0.803932 loss_bbox: 0.208356 loss_giou: 0.499891 loss_class_aux: 5.079009 loss_bbox_aux: 1.473772 loss_giou_aux: 3.367103 loss_class_dn: 0.471335 loss_bbox_dn: 0.302910 loss_giou_dn: 0.606545 loss_class_aux_dn: 2.466794 loss_bbox_aux_dn: 1.703751 loss_giou_aux_dn: 3.279835 loss: 21.165009 eta: 3 days, 14:42:33 batch_cost: 0.4822 data_cost: 0.0012 ips: 8.2960 images/s [04/07 10:05:01] ppdet.engine INFO: Epoch: [1] [7300/7329] learning_rate: 0.000100 loss_class: 0.680720 loss_bbox: 0.175922 loss_giou: 0.485543 loss_class_aux: 4.356281 loss_bbox_aux: 1.129912 loss_giou_aux: 3.164475 loss_class_dn: 0.384759 loss_bbox_dn: 0.251511 loss_giou_dn: 0.546394 loss_class_aux_dn: 1.949378 loss_bbox_aux_dn: 1.410543 loss_giou_aux_dn: 2.946074 loss: 17.682865 eta: 3 days, 14:42:35 batch_cost: 0.5322 data_cost: 0.0016 ips: 7.5158 images/s [04/07 10:05:22] ppdet.engine INFO: Eval iter: 0 [04/07 10:05:48] ppdet.engine INFO: Eval iter: 100 [04/07 10:06:13] ppdet.engine INFO: Eval iter: 200 [04/07 10:06:39] ppdet.engine INFO: Eval iter: 300 [04/07 10:07:06] ppdet.engine INFO: Eval iter: 400 [04/07 10:07:33] ppdet.engine INFO: Eval iter: 500 [04/07 10:08:00] ppdet.engine INFO: Eval iter: 600 [04/07 10:08:33] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [04/07 10:08:34] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=19.87s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=106.59s). Accumulating evaluation results... DONE (t=23.76s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.383 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.547 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.412 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.203 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 ] = 0.545 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.326 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.547 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.629 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 ] = 0.682 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.839 [04/07 10:11:09] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.181305939854518 [04/07 10:11:09] ppdet.engine INFO: Best test bbox ap is 0.383. [04/07 10:11:12] ppdet.engine INFO: Epoch: [2] [ 0/7329] learning_rate: 0.000100 loss_class: 0.706619 loss_bbox: 0.186648 loss_giou: 0.575108 loss_class_aux: 4.499211 loss_bbox_aux: 1.193454 loss_giou_aux: 3.808851 loss_class_dn: 0.416979 loss_bbox_dn: 0.251511 loss_giou_dn: 0.574134 loss_class_aux_dn: 2.152837 loss_bbox_aux_dn: 1.410524 loss_giou_aux_dn: 3.050384 loss: 19.550190 eta: 3 days, 14:42:41 batch_cost: 0.5395 data_cost: 0.0017 ips: 7.4138 images/s [04/07 10:12:07] ppdet.engine INFO: Epoch: [2] [ 100/7329] learning_rate: 0.000100 loss_class: 0.851147 loss_bbox: 0.241918 loss_giou: 0.579638 loss_class_aux: 5.363613 loss_bbox_aux: 1.515036 loss_giou_aux: 3.826486 loss_class_dn: 0.478431 loss_bbox_dn: 0.348013 loss_giou_dn: 0.669146 loss_class_aux_dn: 2.448902 loss_bbox_aux_dn: 1.839357 loss_giou_aux_dn: 3.542773 loss: 22.059029 eta: 3 days, 14:40:19 batch_cost: 0.4973 data_cost: 0.0013 ips: 8.0437 images/s [04/07 10:13:04] ppdet.engine INFO: Epoch: [2] [ 200/7329] learning_rate: 0.000100 loss_class: 0.667143 loss_bbox: 0.191803 loss_giou: 0.524397 loss_class_aux: 4.441249 loss_bbox_aux: 1.291656 loss_giou_aux: 3.345926 loss_class_dn: 0.373104 loss_bbox_dn: 0.296302 loss_giou_dn: 0.583796 loss_class_aux_dn: 1.967529 loss_bbox_aux_dn: 1.688827 loss_giou_aux_dn: 3.087211 loss: 18.986340 eta: 3 days, 14:38:39 batch_cost: 0.5074 data_cost: 0.0013 ips: 7.8831 images/s [04/07 10:14:06] ppdet.engine INFO: Epoch: [2] [ 300/7329] learning_rate: 0.000100 loss_class: 0.782136 loss_bbox: 0.215795 loss_giou: 0.629919 loss_class_aux: 5.029752 loss_bbox_aux: 1.460398 loss_giou_aux: 4.066299 loss_class_dn: 0.449496 loss_bbox_dn: 0.320137 loss_giou_dn: 0.699777 loss_class_aux_dn: 2.300065 loss_bbox_aux_dn: 1.735043 loss_giou_aux_dn: 3.703027 loss: 21.973330 eta: 3 days, 14:40:16 batch_cost: 0.5562 data_cost: 0.0012 ips: 7.1912 images/s [04/07 10:15:05] ppdet.engine INFO: Epoch: [2] [ 400/7329] learning_rate: 0.000100 loss_class: 0.707823 loss_bbox: 0.213044 loss_giou: 0.503789 loss_class_aux: 4.535998 loss_bbox_aux: 1.384817 loss_giou_aux: 3.206339 loss_class_dn: 0.410422 loss_bbox_dn: 0.330373 loss_giou_dn: 0.574572 loss_class_aux_dn: 2.082277 loss_bbox_aux_dn: 1.804090 loss_giou_aux_dn: 3.174722 loss: 19.568176 eta: 3 days, 14:40:07 batch_cost: 0.5301 data_cost: 0.0014 ips: 7.5459 images/s [04/07 10:16:04] ppdet.engine INFO: Epoch: [2] [ 500/7329] learning_rate: 0.000100 loss_class: 0.725842 loss_bbox: 0.205718 loss_giou: 0.547238 loss_class_aux: 4.624237 loss_bbox_aux: 1.468523 loss_giou_aux: 3.656824 loss_class_dn: 0.421178 loss_bbox_dn: 0.313346 loss_giou_dn: 0.612842 loss_class_aux_dn: 2.204478 loss_bbox_aux_dn: 1.677387 loss_giou_aux_dn: 3.267526 loss: 21.051613 eta: 3 days, 14:39:34 batch_cost: 0.5245 data_cost: 0.0014 ips: 7.6270 images/s [04/07 10:17:03] ppdet.engine INFO: Epoch: [2] [ 600/7329] learning_rate: 0.000100 loss_class: 0.758554 loss_bbox: 0.205739 loss_giou: 0.513789 loss_class_aux: 4.842690 loss_bbox_aux: 1.383223 loss_giou_aux: 3.274055 loss_class_dn: 0.412145 loss_bbox_dn: 0.323025 loss_giou_dn: 0.578084 loss_class_aux_dn: 2.154592 loss_bbox_aux_dn: 1.742434 loss_giou_aux_dn: 3.146779 loss: 19.416931 eta: 3 days, 14:38:59 batch_cost: 0.5239 data_cost: 0.0013 ips: 7.6356 images/s [04/07 10:18:05] ppdet.engine INFO: Epoch: [2] [ 700/7329] learning_rate: 0.000100 loss_class: 0.642084 loss_bbox: 0.199039 loss_giou: 0.416566 loss_class_aux: 4.288505 loss_bbox_aux: 1.301551 loss_giou_aux: 2.738096 loss_class_dn: 0.371199 loss_bbox_dn: 0.297006 loss_giou_dn: 0.472541 loss_class_aux_dn: 1.896587 loss_bbox_aux_dn: 1.620824 loss_giou_aux_dn: 2.568618 loss: 17.053596 eta: 3 days, 14:40:45 batch_cost: 0.5598 data_cost: 0.0013 ips: 7.1449 images/s [04/07 10:19:02] ppdet.engine INFO: Epoch: [2] [ 800/7329] learning_rate: 0.000100 loss_class: 0.803591 loss_bbox: 0.219780 loss_giou: 0.593517 loss_class_aux: 5.192813 loss_bbox_aux: 1.425279 loss_giou_aux: 3.681413 loss_class_dn: 0.457387 loss_bbox_dn: 0.328382 loss_giou_dn: 0.660959 loss_class_aux_dn: 2.317431 loss_bbox_aux_dn: 1.741538 loss_giou_aux_dn: 3.543083 loss: 21.182728 eta: 3 days, 14:39:10 batch_cost: 0.5088 data_cost: 0.0013 ips: 7.8613 images/s [04/07 10:20:08] ppdet.engine INFO: Epoch: [2] [ 900/7329] learning_rate: 0.000100 loss_class: 0.791139 loss_bbox: 0.223506 loss_giou: 0.579043 loss_class_aux: 5.129182 loss_bbox_aux: 1.518479 loss_giou_aux: 3.642935 loss_class_dn: 0.466888 loss_bbox_dn: 0.318066 loss_giou_dn: 0.675595 loss_class_aux_dn: 2.353051 loss_bbox_aux_dn: 1.756648 loss_giou_aux_dn: 3.589492 loss: 21.417442 eta: 3 days, 14:42:56 batch_cost: 0.5918 data_cost: 0.0013 ips: 6.7591 images/s [04/07 10:21:08] ppdet.engine INFO: Epoch: [2] [1000/7329] learning_rate: 0.000100 loss_class: 0.759176 loss_bbox: 0.219955 loss_giou: 0.544759 loss_class_aux: 4.848822 loss_bbox_aux: 1.380403 loss_giou_aux: 3.526337 loss_class_dn: 0.436389 loss_bbox_dn: 0.294938 loss_giou_dn: 0.627483 loss_class_aux_dn: 2.231823 loss_bbox_aux_dn: 1.635740 loss_giou_aux_dn: 3.396281 loss: 21.576242 eta: 3 days, 14:43:10 batch_cost: 0.5374 data_cost: 0.0013 ips: 7.4429 images/s [04/07 10:22:06] ppdet.engine INFO: Epoch: [2] [1100/7329] learning_rate: 0.000100 loss_class: 0.747466 loss_bbox: 0.207209 loss_giou: 0.558192 loss_class_aux: 4.900144 loss_bbox_aux: 1.397602 loss_giou_aux: 3.640743 loss_class_dn: 0.448888 loss_bbox_dn: 0.317046 loss_giou_dn: 0.644461 loss_class_aux_dn: 2.308367 loss_bbox_aux_dn: 1.728424 loss_giou_aux_dn: 3.420040 loss: 21.603102 eta: 3 days, 14:42:19 batch_cost: 0.5209 data_cost: 0.0013 ips: 7.6796 images/s [04/07 10:23:03] ppdet.engine INFO: Epoch: [2] [1200/7329] learning_rate: 0.000100 loss_class: 0.708529 loss_bbox: 0.199316 loss_giou: 0.556725 loss_class_aux: 4.694671 loss_bbox_aux: 1.316100 loss_giou_aux: 3.530209 loss_class_dn: 0.417357 loss_bbox_dn: 0.304906 loss_giou_dn: 0.572713 loss_class_aux_dn: 2.140550 loss_bbox_aux_dn: 1.664944 loss_giou_aux_dn: 3.088229 loss: 19.371986 eta: 3 days, 14:40:08 batch_cost: 0.4993 data_cost: 0.0013 ips: 8.0106 images/s [04/07 10:23:56] ppdet.engine INFO: Epoch: [2] [1300/7329] learning_rate: 0.000100 loss_class: 0.695948 loss_bbox: 0.207278 loss_giou: 0.464500 loss_class_aux: 4.387378 loss_bbox_aux: 1.271357 loss_giou_aux: 2.983910 loss_class_dn: 0.387549 loss_bbox_dn: 0.302078 loss_giou_dn: 0.542730 loss_class_aux_dn: 2.009614 loss_bbox_aux_dn: 1.631082 loss_giou_aux_dn: 2.856573 loss: 18.612665 eta: 3 days, 14:36:22 batch_cost: 0.4739 data_cost: 0.0013 ips: 8.4410 images/s [04/07 10:24:54] ppdet.engine INFO: Epoch: [2] [1400/7329] learning_rate: 0.000100 loss_class: 0.690223 loss_bbox: 0.208039 loss_giou: 0.560299 loss_class_aux: 4.413918 loss_bbox_aux: 1.354152 loss_giou_aux: 3.559260 loss_class_dn: 0.407183 loss_bbox_dn: 0.296868 loss_giou_dn: 0.564929 loss_class_aux_dn: 2.122839 loss_bbox_aux_dn: 1.634878 loss_giou_aux_dn: 3.039628 loss: 19.905552 eta: 3 days, 14:34:48 batch_cost: 0.5087 data_cost: 0.0014 ips: 7.8637 images/s [04/07 10:25:56] ppdet.engine INFO: Epoch: [2] [1500/7329] learning_rate: 0.000100 loss_class: 0.731654 loss_bbox: 0.193973 loss_giou: 0.514785 loss_class_aux: 4.622275 loss_bbox_aux: 1.270658 loss_giou_aux: 3.292610 loss_class_dn: 0.403018 loss_bbox_dn: 0.270916 loss_giou_dn: 0.567301 loss_class_aux_dn: 2.119586 loss_bbox_aux_dn: 1.473301 loss_giou_aux_dn: 3.014499 loss: 20.305477 eta: 3 days, 14:36:34 batch_cost: 0.5623 data_cost: 0.0014 ips: 7.1134 images/s [04/07 10:26:52] ppdet.engine INFO: Epoch: [2] [1600/7329] learning_rate: 0.000100 loss_class: 0.614655 loss_bbox: 0.187199 loss_giou: 0.422222 loss_class_aux: 4.081213 loss_bbox_aux: 1.210703 loss_giou_aux: 2.833669 loss_class_dn: 0.357606 loss_bbox_dn: 0.270773 loss_giou_dn: 0.502061 loss_class_aux_dn: 1.873312 loss_bbox_aux_dn: 1.510297 loss_giou_aux_dn: 2.694806 loss: 16.502502 eta: 3 days, 14:34:06 batch_cost: 0.4943 data_cost: 0.0012 ips: 8.0920 images/s [04/07 10:27:46] ppdet.engine INFO: Epoch: [2] [1700/7329] learning_rate: 0.000100 loss_class: 0.666308 loss_bbox: 0.197178 loss_giou: 0.548754 loss_class_aux: 4.387354 loss_bbox_aux: 1.291364 loss_giou_aux: 3.516495 loss_class_dn: 0.382325 loss_bbox_dn: 0.257011 loss_giou_dn: 0.613199 loss_class_aux_dn: 1.974227 loss_bbox_aux_dn: 1.414742 loss_giou_aux_dn: 3.278100 loss: 19.124897 eta: 3 days, 14:30:55 batch_cost: 0.4819 data_cost: 0.0013 ips: 8.3003 images/s [04/07 10:28:49] ppdet.engine INFO: Epoch: [2] [1800/7329] learning_rate: 0.000100 loss_class: 0.716207 loss_bbox: 0.212482 loss_giou: 0.529996 loss_class_aux: 4.693167 loss_bbox_aux: 1.411056 loss_giou_aux: 3.395500 loss_class_dn: 0.439363 loss_bbox_dn: 0.275581 loss_giou_dn: 0.604122 loss_class_aux_dn: 2.195935 loss_bbox_aux_dn: 1.540679 loss_giou_aux_dn: 3.265299 loss: 21.047789 eta: 3 days, 14:33:11 batch_cost: 0.5713 data_cost: 0.0012 ips: 7.0020 images/s [04/07 10:29:47] ppdet.engine INFO: Epoch: [2] [1900/7329] learning_rate: 0.000100 loss_class: 0.761465 loss_bbox: 0.200741 loss_giou: 0.572689 loss_class_aux: 4.811859 loss_bbox_aux: 1.378547 loss_giou_aux: 3.631850 loss_class_dn: 0.445882 loss_bbox_dn: 0.265071 loss_giou_dn: 0.616767 loss_class_aux_dn: 2.301571 loss_bbox_aux_dn: 1.507307 loss_giou_aux_dn: 3.346649 loss: 20.535851 eta: 3 days, 14:32:09 batch_cost: 0.5172 data_cost: 0.0013 ips: 7.7338 images/s [04/07 10:30:44] ppdet.engine INFO: Epoch: [2] [2000/7329] learning_rate: 0.000100 loss_class: 0.733228 loss_bbox: 0.212746 loss_giou: 0.516204 loss_class_aux: 4.745561 loss_bbox_aux: 1.381579 loss_giou_aux: 3.454652 loss_class_dn: 0.428598 loss_bbox_dn: 0.304363 loss_giou_dn: 0.567332 loss_class_aux_dn: 2.191901 loss_bbox_aux_dn: 1.633564 loss_giou_aux_dn: 3.115202 loss: 20.530378 eta: 3 days, 14:30:31 batch_cost: 0.5073 data_cost: 0.0012 ips: 7.8844 images/s [04/07 10:31:44] ppdet.engine INFO: Epoch: [2] [2100/7329] learning_rate: 0.000100 loss_class: 0.694047 loss_bbox: 0.192698 loss_giou: 0.496608 loss_class_aux: 4.446674 loss_bbox_aux: 1.290639 loss_giou_aux: 3.077627 loss_class_dn: 0.415480 loss_bbox_dn: 0.280069 loss_giou_dn: 0.527587 loss_class_aux_dn: 2.098170 loss_bbox_aux_dn: 1.552166 loss_giou_aux_dn: 2.827059 loss: 18.220387 eta: 3 days, 14:30:40 batch_cost: 0.5370 data_cost: 0.0016 ips: 7.4485 images/s [04/07 10:32:46] ppdet.engine INFO: Epoch: [2] [2200/7329] learning_rate: 0.000100 loss_class: 0.685091 loss_bbox: 0.197545 loss_giou: 0.603754 loss_class_aux: 4.441651 loss_bbox_aux: 1.321195 loss_giou_aux: 3.902180 loss_class_dn: 0.416401 loss_bbox_dn: 0.257187 loss_giou_dn: 0.643636 loss_class_aux_dn: 2.171256 loss_bbox_aux_dn: 1.413116 loss_giou_aux_dn: 3.444173 loss: 19.875366 eta: 3 days, 14:31:57 batch_cost: 0.5564 data_cost: 0.0013 ips: 7.1893 images/s [04/07 10:33:46] ppdet.engine INFO: Epoch: [2] [2300/7329] learning_rate: 0.000100 loss_class: 0.662172 loss_bbox: 0.180417 loss_giou: 0.450536 loss_class_aux: 4.259480 loss_bbox_aux: 1.262112 loss_giou_aux: 2.925080 loss_class_dn: 0.371837 loss_bbox_dn: 0.276070 loss_giou_dn: 0.530378 loss_class_aux_dn: 1.960510 loss_bbox_aux_dn: 1.522784 loss_giou_aux_dn: 2.895449 loss: 18.560982 eta: 3 days, 14:32:03 batch_cost: 0.5368 data_cost: 0.0013 ips: 7.4513 images/s [04/07 10:34:46] ppdet.engine INFO: Epoch: [2] [2400/7329] learning_rate: 0.000100 loss_class: 0.625934 loss_bbox: 0.172606 loss_giou: 0.404292 loss_class_aux: 4.121789 loss_bbox_aux: 1.142564 loss_giou_aux: 2.568370 loss_class_dn: 0.375624 loss_bbox_dn: 0.281823 loss_giou_dn: 0.470406 loss_class_aux_dn: 1.931167 loss_bbox_aux_dn: 1.527438 loss_giou_aux_dn: 2.534429 loss: 17.100161 eta: 3 days, 14:32:12 batch_cost: 0.5376 data_cost: 0.0014 ips: 7.4410 images/s [04/07 10:35:57] ppdet.engine INFO: Epoch: [2] [2500/7329] learning_rate: 0.000100 loss_class: 0.722621 loss_bbox: 0.193656 loss_giou: 0.466594 loss_class_aux: 4.689184 loss_bbox_aux: 1.249132 loss_giou_aux: 2.987251 loss_class_dn: 0.408492 loss_bbox_dn: 0.334645 loss_giou_dn: 0.541029 loss_class_aux_dn: 2.095861 loss_bbox_aux_dn: 1.794545 loss_giou_aux_dn: 2.925715 loss: 18.844200 eta: 3 days, 14:37:05 batch_cost: 0.6196 data_cost: 0.0016 ips: 6.4562 images/s [04/07 10:36:58] ppdet.engine INFO: Epoch: [2] [2600/7329] learning_rate: 0.000100 loss_class: 0.761028 loss_bbox: 0.225872 loss_giou: 0.534464 loss_class_aux: 4.993468 loss_bbox_aux: 1.523870 loss_giou_aux: 3.460442 loss_class_dn: 0.445802 loss_bbox_dn: 0.343801 loss_giou_dn: 0.630348 loss_class_aux_dn: 2.312660 loss_bbox_aux_dn: 1.845925 loss_giou_aux_dn: 3.407243 loss: 21.392717 eta: 3 days, 14:37:30 batch_cost: 0.5432 data_cost: 0.0013 ips: 7.3643 images/s [04/07 10:37:56] ppdet.engine INFO: Epoch: [2] [2700/7329] learning_rate: 0.000100 loss_class: 0.675795 loss_bbox: 0.195812 loss_giou: 0.432330 loss_class_aux: 4.309974 loss_bbox_aux: 1.305969 loss_giou_aux: 2.786950 loss_class_dn: 0.371410 loss_bbox_dn: 0.299863 loss_giou_dn: 0.494893 loss_class_aux_dn: 1.927777 loss_bbox_aux_dn: 1.600003 loss_giou_aux_dn: 2.702478 loss: 18.378914 eta: 3 days, 14:36:13 batch_cost: 0.5139 data_cost: 0.0013 ips: 7.7829 images/s [04/07 10:38:55] ppdet.engine INFO: Epoch: [2] [2800/7329] learning_rate: 0.000100 loss_class: 0.730705 loss_bbox: 0.208543 loss_giou: 0.594268 loss_class_aux: 4.737325 loss_bbox_aux: 1.426540 loss_giou_aux: 3.821949 loss_class_dn: 0.435555 loss_bbox_dn: 0.280894 loss_giou_dn: 0.645144 loss_class_aux_dn: 2.276567 loss_bbox_aux_dn: 1.549557 loss_giou_aux_dn: 3.457970 loss: 20.937813 eta: 3 days, 14:36:00 batch_cost: 0.5325 data_cost: 0.0013 ips: 7.5113 images/s [04/07 10:39:53] ppdet.engine INFO: Epoch: [2] [2900/7329] learning_rate: 0.000100 loss_class: 0.636503 loss_bbox: 0.198073 loss_giou: 0.483639 loss_class_aux: 4.150107 loss_bbox_aux: 1.359416 loss_giou_aux: 2.980293 loss_class_dn: 0.371507 loss_bbox_dn: 0.269112 loss_giou_dn: 0.499696 loss_class_aux_dn: 1.947839 loss_bbox_aux_dn: 1.467453 loss_giou_aux_dn: 2.692226 loss: 17.582148 eta: 3 days, 14:35:03 batch_cost: 0.5196 data_cost: 0.0016 ips: 7.6978 images/s [04/07 10:40:53] ppdet.engine INFO: Epoch: [2] [3000/7329] learning_rate: 0.000100 loss_class: 0.767808 loss_bbox: 0.207354 loss_giou: 0.511676 loss_class_aux: 4.852999 loss_bbox_aux: 1.384861 loss_giou_aux: 3.472083 loss_class_dn: 0.430254 loss_bbox_dn: 0.298535 loss_giou_dn: 0.615823 loss_class_aux_dn: 2.246032 loss_bbox_aux_dn: 1.610469 loss_giou_aux_dn: 3.301698 loss: 20.672123 eta: 3 days, 14:34:40 batch_cost: 0.5300 data_cost: 0.0013 ips: 7.5477 images/s [04/07 10:41:52] ppdet.engine INFO: Epoch: [2] [3100/7329] learning_rate: 0.000100 loss_class: 0.655787 loss_bbox: 0.188292 loss_giou: 0.470111 loss_class_aux: 4.452618 loss_bbox_aux: 1.203875 loss_giou_aux: 3.006279 loss_class_dn: 0.383177 loss_bbox_dn: 0.269898 loss_giou_dn: 0.568918 loss_class_aux_dn: 2.006629 loss_bbox_aux_dn: 1.473147 loss_giou_aux_dn: 3.036353 loss: 18.768702 eta: 3 days, 14:34:21 batch_cost: 0.5310 data_cost: 0.0013 ips: 7.5323 images/s [04/07 10:42:51] ppdet.engine INFO: Epoch: [2] [3200/7329] learning_rate: 0.000100 loss_class: 0.663381 loss_bbox: 0.182003 loss_giou: 0.403340 loss_class_aux: 4.209807 loss_bbox_aux: 1.249604 loss_giou_aux: 2.749697 loss_class_dn: 0.340633 loss_bbox_dn: 0.256305 loss_giou_dn: 0.500431 loss_class_aux_dn: 1.824012 loss_bbox_aux_dn: 1.413312 loss_giou_aux_dn: 2.640303 loss: 16.345074 eta: 3 days, 14:33:23 batch_cost: 0.5195 data_cost: 0.0013 ips: 7.6993 images/s [04/07 10:43:47] ppdet.engine INFO: Epoch: [2] [3300/7329] learning_rate: 0.000100 loss_class: 0.751336 loss_bbox: 0.215002 loss_giou: 0.534562 loss_class_aux: 4.870743 loss_bbox_aux: 1.402705 loss_giou_aux: 3.428755 loss_class_dn: 0.440482 loss_bbox_dn: 0.330939 loss_giou_dn: 0.643346 loss_class_aux_dn: 2.302646 loss_bbox_aux_dn: 1.769079 loss_giou_aux_dn: 3.421976 loss: 20.809107 eta: 3 days, 14:31:15 batch_cost: 0.4985 data_cost: 0.0014 ips: 8.0236 images/s [04/07 10:44:43] ppdet.engine INFO: Epoch: [2] [3400/7329] learning_rate: 0.000100 loss_class: 0.666268 loss_bbox: 0.210237 loss_giou: 0.448632 loss_class_aux: 4.370753 loss_bbox_aux: 1.386894 loss_giou_aux: 2.926160 loss_class_dn: 0.368168 loss_bbox_dn: 0.294433 loss_giou_dn: 0.494003 loss_class_aux_dn: 1.946659 loss_bbox_aux_dn: 1.569936 loss_giou_aux_dn: 2.714259 loss: 18.903996 eta: 3 days, 14:29:19 batch_cost: 0.5016 data_cost: 0.0013 ips: 7.9751 images/s [04/07 10:45:48] ppdet.engine INFO: Epoch: [2] [3500/7329] learning_rate: 0.000100 loss_class: 0.700022 loss_bbox: 0.198731 loss_giou: 0.485173 loss_class_aux: 4.477083 loss_bbox_aux: 1.306325 loss_giou_aux: 3.123278 loss_class_dn: 0.401129 loss_bbox_dn: 0.295448 loss_giou_dn: 0.506381 loss_class_aux_dn: 2.050271 loss_bbox_aux_dn: 1.618355 loss_giou_aux_dn: 2.812742 loss: 18.653019 eta: 3 days, 14:32:03 batch_cost: 0.5869 data_cost: 0.0012 ips: 6.8160 images/s [04/07 10:46:48] ppdet.engine INFO: Epoch: [2] [3600/7329] learning_rate: 0.000100 loss_class: 0.751399 loss_bbox: 0.180370 loss_giou: 0.546908 loss_class_aux: 4.871860 loss_bbox_aux: 1.230178 loss_giou_aux: 3.616970 loss_class_dn: 0.418979 loss_bbox_dn: 0.301299 loss_giou_dn: 0.621663 loss_class_aux_dn: 2.221546 loss_bbox_aux_dn: 1.612786 loss_giou_aux_dn: 3.349239 loss: 20.466557 eta: 3 days, 14:31:47 batch_cost: 0.5325 data_cost: 0.0013 ips: 7.5124 images/s [04/07 10:47:42] ppdet.engine INFO: Epoch: [2] [3700/7329] learning_rate: 0.000100 loss_class: 0.634592 loss_bbox: 0.199302 loss_giou: 0.473090 loss_class_aux: 4.159977 loss_bbox_aux: 1.264778 loss_giou_aux: 3.094054 loss_class_dn: 0.382271 loss_bbox_dn: 0.292811 loss_giou_dn: 0.551298 loss_class_aux_dn: 1.959214 loss_bbox_aux_dn: 1.617272 loss_giou_aux_dn: 3.008478 loss: 18.154728 eta: 3 days, 14:28:38 batch_cost: 0.4792 data_cost: 0.0013 ips: 8.3467 images/s [04/07 10:48:38] ppdet.engine INFO: Epoch: [2] [3800/7329] learning_rate: 0.000100 loss_class: 0.723542 loss_bbox: 0.181735 loss_giou: 0.508021 loss_class_aux: 4.643719 loss_bbox_aux: 1.213479 loss_giou_aux: 3.162710 loss_class_dn: 0.379224 loss_bbox_dn: 0.264788 loss_giou_dn: 0.561988 loss_class_aux_dn: 2.003745 loss_bbox_aux_dn: 1.455571 loss_giou_aux_dn: 3.037945 loss: 17.784382 eta: 3 days, 14:26:39 batch_cost: 0.5006 data_cost: 0.0013 ips: 7.9910 images/s [04/07 10:49:40] ppdet.engine INFO: Epoch: [2] [3900/7329] learning_rate: 0.000100 loss_class: 0.770930 loss_bbox: 0.214448 loss_giou: 0.513567 loss_class_aux: 4.819403 loss_bbox_aux: 1.447313 loss_giou_aux: 3.244346 loss_class_dn: 0.431981 loss_bbox_dn: 0.308283 loss_giou_dn: 0.577394 loss_class_aux_dn: 2.232870 loss_bbox_aux_dn: 1.647167 loss_giou_aux_dn: 3.137573 loss: 19.617111 eta: 3 days, 14:27:17 batch_cost: 0.5492 data_cost: 0.0013 ips: 7.2839 images/s [04/07 10:50:38] ppdet.engine INFO: Epoch: [2] [4000/7329] learning_rate: 0.000100 loss_class: 0.793747 loss_bbox: 0.210511 loss_giou: 0.514007 loss_class_aux: 4.930652 loss_bbox_aux: 1.392859 loss_giou_aux: 3.186389 loss_class_dn: 0.416484 loss_bbox_dn: 0.328901 loss_giou_dn: 0.588085 loss_class_aux_dn: 2.108617 loss_bbox_aux_dn: 1.787172 loss_giou_aux_dn: 3.169078 loss: 19.200670 eta: 3 days, 14:26:29 batch_cost: 0.5227 data_cost: 0.0012 ips: 7.6526 images/s [04/07 10:51:37] ppdet.engine INFO: Epoch: [2] [4100/7329] learning_rate: 0.000100 loss_class: 0.743151 loss_bbox: 0.203836 loss_giou: 0.592325 loss_class_aux: 4.678302 loss_bbox_aux: 1.328910 loss_giou_aux: 3.740287 loss_class_dn: 0.417517 loss_bbox_dn: 0.318538 loss_giou_dn: 0.642024 loss_class_aux_dn: 2.184149 loss_bbox_aux_dn: 1.695837 loss_giou_aux_dn: 3.332534 loss: 20.960505 eta: 3 days, 14:26:02 batch_cost: 0.5291 data_cost: 0.0012 ips: 7.5605 images/s [04/07 10:52:34] ppdet.engine INFO: Epoch: [2] [4200/7329] learning_rate: 0.000100 loss_class: 0.686626 loss_bbox: 0.187341 loss_giou: 0.480894 loss_class_aux: 4.449896 loss_bbox_aux: 1.269888 loss_giou_aux: 2.981658 loss_class_dn: 0.386214 loss_bbox_dn: 0.286117 loss_giou_dn: 0.501501 loss_class_aux_dn: 1.998394 loss_bbox_aux_dn: 1.574083 loss_giou_aux_dn: 2.719537 loss: 17.948219 eta: 3 days, 14:24:13 batch_cost: 0.5034 data_cost: 0.0013 ips: 7.9466 images/s [04/07 10:53:28] ppdet.engine INFO: Epoch: [2] [4300/7329] learning_rate: 0.000100 loss_class: 0.748704 loss_bbox: 0.193641 loss_giou: 0.505377 loss_class_aux: 5.060646 loss_bbox_aux: 1.312790 loss_giou_aux: 3.285983 loss_class_dn: 0.442225 loss_bbox_dn: 0.295746 loss_giou_dn: 0.575003 loss_class_aux_dn: 2.286341 loss_bbox_aux_dn: 1.622125 loss_giou_aux_dn: 3.125181 loss: 21.209679 eta: 3 days, 14:21:19 batch_cost: 0.4827 data_cost: 0.0012 ips: 8.2869 images/s [04/07 10:54:28] ppdet.engine INFO: Epoch: [2] [4400/7329] learning_rate: 0.000100 loss_class: 0.681240 loss_bbox: 0.170514 loss_giou: 0.495864 loss_class_aux: 4.429080 loss_bbox_aux: 1.166403 loss_giou_aux: 3.118186 loss_class_dn: 0.370047 loss_bbox_dn: 0.276854 loss_giou_dn: 0.522819 loss_class_aux_dn: 1.960966 loss_bbox_aux_dn: 1.550994 loss_giou_aux_dn: 2.798741 loss: 17.380482 eta: 3 days, 14:21:07 batch_cost: 0.5336 data_cost: 0.0013 ips: 7.4958 images/s [04/07 10:55:28] ppdet.engine INFO: Epoch: [2] [4500/7329] learning_rate: 0.000100 loss_class: 0.751944 loss_bbox: 0.201235 loss_giou: 0.606193 loss_class_aux: 4.745310 loss_bbox_aux: 1.342421 loss_giou_aux: 3.911147 loss_class_dn: 0.425228 loss_bbox_dn: 0.271251 loss_giou_dn: 0.636389 loss_class_aux_dn: 2.170311 loss_bbox_aux_dn: 1.506109 loss_giou_aux_dn: 3.421420 loss: 21.224319 eta: 3 days, 14:21:34 batch_cost: 0.5465 data_cost: 0.0012 ips: 7.3196 images/s [04/07 10:56:28] ppdet.engine INFO: Epoch: [2] [4600/7329] learning_rate: 0.000100 loss_class: 0.770319 loss_bbox: 0.188972 loss_giou: 0.499767 loss_class_aux: 4.904726 loss_bbox_aux: 1.285004 loss_giou_aux: 3.230687 loss_class_dn: 0.423341 loss_bbox_dn: 0.276206 loss_giou_dn: 0.620016 loss_class_aux_dn: 2.199985 loss_bbox_aux_dn: 1.503155 loss_giou_aux_dn: 3.217096 loss: 20.013107 eta: 3 days, 14:20:53 batch_cost: 0.5249 data_cost: 0.0018 ips: 7.6210 images/s [04/07 10:57:22] ppdet.engine INFO: Epoch: [2] [4700/7329] learning_rate: 0.000100 loss_class: 0.667320 loss_bbox: 0.206239 loss_giou: 0.568845 loss_class_aux: 4.296700 loss_bbox_aux: 1.400201 loss_giou_aux: 3.626776 loss_class_dn: 0.396611 loss_bbox_dn: 0.302538 loss_giou_dn: 0.579303 loss_class_aux_dn: 2.040185 loss_bbox_aux_dn: 1.676033 loss_giou_aux_dn: 3.036059 loss: 18.674702 eta: 3 days, 14:18:02 batch_cost: 0.4828 data_cost: 0.0012 ips: 8.2851 images/s [04/07 10:58:19] ppdet.engine INFO: Epoch: [2] [4800/7329] learning_rate: 0.000100 loss_class: 0.707305 loss_bbox: 0.213105 loss_giou: 0.517324 loss_class_aux: 4.693467 loss_bbox_aux: 1.473112 loss_giou_aux: 3.343195 loss_class_dn: 0.431998 loss_bbox_dn: 0.318976 loss_giou_dn: 0.572666 loss_class_aux_dn: 2.210824 loss_bbox_aux_dn: 1.766571 loss_giou_aux_dn: 3.016888 loss: 20.309269 eta: 3 days, 14:16:46 batch_cost: 0.5132 data_cost: 0.0012 ips: 7.7942 images/s [04/07 10:59:12] ppdet.engine INFO: Epoch: [2] [4900/7329] learning_rate: 0.000100 loss_class: 0.694612 loss_bbox: 0.200238 loss_giou: 0.520022 loss_class_aux: 4.432532 loss_bbox_aux: 1.366581 loss_giou_aux: 3.341762 loss_class_dn: 0.392071 loss_bbox_dn: 0.283527 loss_giou_dn: 0.575688 loss_class_aux_dn: 2.036053 loss_bbox_aux_dn: 1.519264 loss_giou_aux_dn: 3.093753 loss: 18.220715 eta: 3 days, 14:13:25 batch_cost: 0.4721 data_cost: 0.0012 ips: 8.4736 images/s [04/07 11:00:13] ppdet.engine INFO: Epoch: [2] [5000/7329] learning_rate: 0.000100 loss_class: 0.638438 loss_bbox: 0.176991 loss_giou: 0.392122 loss_class_aux: 4.360204 loss_bbox_aux: 1.183401 loss_giou_aux: 2.500633 loss_class_dn: 0.368355 loss_bbox_dn: 0.276048 loss_giou_dn: 0.458570 loss_class_aux_dn: 1.949668 loss_bbox_aux_dn: 1.537250 loss_giou_aux_dn: 2.509984 loss: 16.421509 eta: 3 days, 14:13:40 batch_cost: 0.5428 data_cost: 0.0018 ips: 7.3693 images/s [04/07 11:01:11] ppdet.engine INFO: Epoch: [2] [5100/7329] learning_rate: 0.000100 loss_class: 0.736526 loss_bbox: 0.207201 loss_giou: 0.498747 loss_class_aux: 4.953122 loss_bbox_aux: 1.373235 loss_giou_aux: 3.099589 loss_class_dn: 0.427979 loss_bbox_dn: 0.309180 loss_giou_dn: 0.548415 loss_class_aux_dn: 2.175264 loss_bbox_aux_dn: 1.659530 loss_giou_aux_dn: 2.904586 loss: 19.561327 eta: 3 days, 14:12:25 batch_cost: 0.5134 data_cost: 0.0015 ips: 7.7905 images/s [04/07 11:02:05] ppdet.engine INFO: Epoch: [2] [5200/7329] learning_rate: 0.000100 loss_class: 0.679056 loss_bbox: 0.200601 loss_giou: 0.464702 loss_class_aux: 4.463081 loss_bbox_aux: 1.300468 loss_giou_aux: 3.055189 loss_class_dn: 0.385605 loss_bbox_dn: 0.302270 loss_giou_dn: 0.537613 loss_class_aux_dn: 2.034817 loss_bbox_aux_dn: 1.646516 loss_giou_aux_dn: 2.875384 loss: 18.787390 eta: 3 days, 14:09:40 batch_cost: 0.4830 data_cost: 0.0013 ips: 8.2815 images/s [04/07 11:03:02] ppdet.engine INFO: Epoch: [2] [5300/7329] learning_rate: 0.000100 loss_class: 0.687280 loss_bbox: 0.189955 loss_giou: 0.440861 loss_class_aux: 4.379046 loss_bbox_aux: 1.189655 loss_giou_aux: 2.765903 loss_class_dn: 0.372963 loss_bbox_dn: 0.281244 loss_giou_dn: 0.514294 loss_class_aux_dn: 1.953604 loss_bbox_aux_dn: 1.565743 loss_giou_aux_dn: 2.728003 loss: 17.238773 eta: 3 days, 14:07:53 batch_cost: 0.5024 data_cost: 0.0013 ips: 7.9612 images/s [04/07 11:03:58] ppdet.engine INFO: Epoch: [2] [5400/7329] learning_rate: 0.000100 loss_class: 0.796542 loss_bbox: 0.224224 loss_giou: 0.578013 loss_class_aux: 5.166364 loss_bbox_aux: 1.512639 loss_giou_aux: 3.600649 loss_class_dn: 0.447523 loss_bbox_dn: 0.340757 loss_giou_dn: 0.640168 loss_class_aux_dn: 2.359016 loss_bbox_aux_dn: 1.949471 loss_giou_aux_dn: 3.395777 loss: 21.786526 eta: 3 days, 14:05:54 batch_cost: 0.4979 data_cost: 0.0013 ips: 8.0335 images/s [04/07 11:04:53] ppdet.engine INFO: Epoch: [2] [5500/7329] learning_rate: 0.000100 loss_class: 0.685696 loss_bbox: 0.194293 loss_giou: 0.436266 loss_class_aux: 4.515322 loss_bbox_aux: 1.290419 loss_giou_aux: 2.871536 loss_class_dn: 0.377745 loss_bbox_dn: 0.310477 loss_giou_dn: 0.527116 loss_class_aux_dn: 1.971642 loss_bbox_aux_dn: 1.665134 loss_giou_aux_dn: 2.886452 loss: 17.923317 eta: 3 days, 14:03:49 batch_cost: 0.4955 data_cost: 0.0012 ips: 8.0722 images/s [04/07 11:05:50] ppdet.engine INFO: Epoch: [2] [5600/7329] learning_rate: 0.000100 loss_class: 0.773331 loss_bbox: 0.202928 loss_giou: 0.506649 loss_class_aux: 4.941175 loss_bbox_aux: 1.400281 loss_giou_aux: 3.255467 loss_class_dn: 0.417431 loss_bbox_dn: 0.310466 loss_giou_dn: 0.555231 loss_class_aux_dn: 2.163444 loss_bbox_aux_dn: 1.705518 loss_giou_aux_dn: 2.902931 loss: 20.281296 eta: 3 days, 14:02:21 batch_cost: 0.5082 data_cost: 0.0013 ips: 7.8709 images/s [04/07 11:06:51] ppdet.engine INFO: Epoch: [2] [5700/7329] learning_rate: 0.000100 loss_class: 0.684021 loss_bbox: 0.195794 loss_giou: 0.451263 loss_class_aux: 4.490240 loss_bbox_aux: 1.285924 loss_giou_aux: 2.853993 loss_class_dn: 0.387411 loss_bbox_dn: 0.283970 loss_giou_dn: 0.511608 loss_class_aux_dn: 2.019588 loss_bbox_aux_dn: 1.542439 loss_giou_aux_dn: 2.813105 loss: 18.851545 eta: 3 days, 14:02:46 batch_cost: 0.5466 data_cost: 0.0012 ips: 7.3174 images/s [04/07 11:07:54] ppdet.engine INFO: Epoch: [2] [5800/7329] learning_rate: 0.000100 loss_class: 0.715898 loss_bbox: 0.203752 loss_giou: 0.585889 loss_class_aux: 4.573604 loss_bbox_aux: 1.272880 loss_giou_aux: 3.731373 loss_class_dn: 0.452237 loss_bbox_dn: 0.280446 loss_giou_dn: 0.611821 loss_class_aux_dn: 2.339481 loss_bbox_aux_dn: 1.541555 loss_giou_aux_dn: 3.339711 loss: 20.374866 eta: 3 days, 14:04:25 batch_cost: 0.5724 data_cost: 0.0012 ips: 6.9885 images/s [04/07 11:08:54] ppdet.engine INFO: Epoch: [2] [5900/7329] learning_rate: 0.000100 loss_class: 0.709399 loss_bbox: 0.173935 loss_giou: 0.500311 loss_class_aux: 4.716431 loss_bbox_aux: 1.205119 loss_giou_aux: 3.329560 loss_class_dn: 0.410573 loss_bbox_dn: 0.282635 loss_giou_dn: 0.589923 loss_class_aux_dn: 2.138038 loss_bbox_aux_dn: 1.552411 loss_giou_aux_dn: 3.096777 loss: 19.247150 eta: 3 days, 14:04:16 batch_cost: 0.5353 data_cost: 0.0014 ips: 7.4726 images/s [04/07 11:09:55] ppdet.engine INFO: Epoch: [2] [6000/7329] learning_rate: 0.000100 loss_class: 0.745662 loss_bbox: 0.201963 loss_giou: 0.477057 loss_class_aux: 4.990474 loss_bbox_aux: 1.329125 loss_giou_aux: 3.232753 loss_class_dn: 0.421125 loss_bbox_dn: 0.301380 loss_giou_dn: 0.585737 loss_class_aux_dn: 2.185796 loss_bbox_aux_dn: 1.612980 loss_giou_aux_dn: 3.097440 loss: 19.237837 eta: 3 days, 14:03:57 batch_cost: 0.5321 data_cost: 0.0014 ips: 7.5173 images/s [04/07 11:10:53] ppdet.engine INFO: Epoch: [2] [6100/7329] learning_rate: 0.000100 loss_class: 0.677555 loss_bbox: 0.212162 loss_giou: 0.515989 loss_class_aux: 4.350827 loss_bbox_aux: 1.426170 loss_giou_aux: 3.297276 loss_class_dn: 0.386239 loss_bbox_dn: 0.280383 loss_giou_dn: 0.582466 loss_class_aux_dn: 2.064832 loss_bbox_aux_dn: 1.541610 loss_giou_aux_dn: 3.098629 loss: 18.986820 eta: 3 days, 14:02:56 batch_cost: 0.5176 data_cost: 0.0013 ips: 7.7278 images/s [04/07 11:11:47] ppdet.engine INFO: Epoch: [2] [6200/7329] learning_rate: 0.000100 loss_class: 0.764958 loss_bbox: 0.196299 loss_giou: 0.648956 loss_class_aux: 4.974156 loss_bbox_aux: 1.313441 loss_giou_aux: 4.202811 loss_class_dn: 0.441682 loss_bbox_dn: 0.274984 loss_giou_dn: 0.703268 loss_class_aux_dn: 2.307685 loss_bbox_aux_dn: 1.503410 loss_giou_aux_dn: 3.705834 loss: 20.851585 eta: 3 days, 14:00:11 batch_cost: 0.4812 data_cost: 0.0012 ips: 8.3134 images/s [04/07 11:12:44] ppdet.engine INFO: Epoch: [2] [6300/7329] learning_rate: 0.000100 loss_class: 0.638790 loss_bbox: 0.196675 loss_giou: 0.440192 loss_class_aux: 4.263609 loss_bbox_aux: 1.287580 loss_giou_aux: 2.836796 loss_class_dn: 0.364877 loss_bbox_dn: 0.306266 loss_giou_dn: 0.507224 loss_class_aux_dn: 1.909376 loss_bbox_aux_dn: 1.622822 loss_giou_aux_dn: 2.728236 loss: 17.479132 eta: 3 days, 13:58:37 batch_cost: 0.5059 data_cost: 0.0013 ips: 7.9075 images/s [04/07 11:13:39] ppdet.engine INFO: Epoch: [2] [6400/7329] learning_rate: 0.000100 loss_class: 0.668958 loss_bbox: 0.175130 loss_giou: 0.583254 loss_class_aux: 4.310431 loss_bbox_aux: 1.195841 loss_giou_aux: 3.719883 loss_class_dn: 0.390026 loss_bbox_dn: 0.254468 loss_giou_dn: 0.563466 loss_class_aux_dn: 2.030629 loss_bbox_aux_dn: 1.395614 loss_giou_aux_dn: 2.989196 loss: 18.841665 eta: 3 days, 13:56:02 batch_cost: 0.4840 data_cost: 0.0013 ips: 8.2645 images/s [04/07 11:14:34] ppdet.engine INFO: Epoch: [2] [6500/7329] learning_rate: 0.000100 loss_class: 0.679228 loss_bbox: 0.199500 loss_giou: 0.469116 loss_class_aux: 4.379569 loss_bbox_aux: 1.316683 loss_giou_aux: 2.989720 loss_class_dn: 0.373169 loss_bbox_dn: 0.254014 loss_giou_dn: 0.522063 loss_class_aux_dn: 1.945101 loss_bbox_aux_dn: 1.432897 loss_giou_aux_dn: 2.832604 loss: 17.659187 eta: 3 days, 13:53:54 batch_cost: 0.4932 data_cost: 0.0013 ips: 8.1097 images/s [04/07 11:15:31] ppdet.engine INFO: Epoch: [2] [6600/7329] learning_rate: 0.000100 loss_class: 0.719567 loss_bbox: 0.183392 loss_giou: 0.471803 loss_class_aux: 4.754015 loss_bbox_aux: 1.200086 loss_giou_aux: 3.091345 loss_class_dn: 0.397004 loss_bbox_dn: 0.326973 loss_giou_dn: 0.578092 loss_class_aux_dn: 2.061425 loss_bbox_aux_dn: 1.788678 loss_giou_aux_dn: 3.023596 loss: 18.434214 eta: 3 days, 13:52:16 batch_cost: 0.5038 data_cost: 0.0014 ips: 7.9400 images/s [04/07 11:16:27] ppdet.engine INFO: Epoch: [2] [6700/7329] learning_rate: 0.000100 loss_class: 0.705005 loss_bbox: 0.186255 loss_giou: 0.550997 loss_class_aux: 4.718239 loss_bbox_aux: 1.242944 loss_giou_aux: 3.459590 loss_class_dn: 0.419737 loss_bbox_dn: 0.271219 loss_giou_dn: 0.582807 loss_class_aux_dn: 2.104963 loss_bbox_aux_dn: 1.508285 loss_giou_aux_dn: 3.074161 loss: 18.425507 eta: 3 days, 13:50:15 batch_cost: 0.4952 data_cost: 0.0013 ips: 8.0775 images/s [04/07 11:17:21] ppdet.engine INFO: Epoch: [2] [6800/7329] learning_rate: 0.000100 loss_class: 0.646213 loss_bbox: 0.186058 loss_giou: 0.452123 loss_class_aux: 4.219779 loss_bbox_aux: 1.223352 loss_giou_aux: 2.898650 loss_class_dn: 0.367286 loss_bbox_dn: 0.297650 loss_giou_dn: 0.486254 loss_class_aux_dn: 1.921499 loss_bbox_aux_dn: 1.656418 loss_giou_aux_dn: 2.573120 loss: 17.641550 eta: 3 days, 13:47:32 batch_cost: 0.4800 data_cost: 0.0012 ips: 8.3332 images/s [04/07 11:18:21] ppdet.engine INFO: Epoch: [2] [6900/7329] learning_rate: 0.000100 loss_class: 0.743645 loss_bbox: 0.186626 loss_giou: 0.525292 loss_class_aux: 4.743230 loss_bbox_aux: 1.207006 loss_giou_aux: 3.338342 loss_class_dn: 0.388111 loss_bbox_dn: 0.292031 loss_giou_dn: 0.573884 loss_class_aux_dn: 1.976336 loss_bbox_aux_dn: 1.561473 loss_giou_aux_dn: 3.116015 loss: 18.374355 eta: 3 days, 13:47:56 batch_cost: 0.5473 data_cost: 0.0012 ips: 7.3087 images/s [04/07 11:19:20] ppdet.engine INFO: Epoch: [2] [7000/7329] learning_rate: 0.000100 loss_class: 0.659621 loss_bbox: 0.181885 loss_giou: 0.521695 loss_class_aux: 4.472289 loss_bbox_aux: 1.201449 loss_giou_aux: 3.358811 loss_class_dn: 0.375831 loss_bbox_dn: 0.266674 loss_giou_dn: 0.594255 loss_class_aux_dn: 1.962088 loss_bbox_aux_dn: 1.444109 loss_giou_aux_dn: 3.172272 loss: 19.393621 eta: 3 days, 13:47:17 batch_cost: 0.5247 data_cost: 0.0013 ips: 7.6229 images/s [04/07 11:20:16] ppdet.engine INFO: Epoch: [2] [7100/7329] learning_rate: 0.000100 loss_class: 0.682437 loss_bbox: 0.197287 loss_giou: 0.478681 loss_class_aux: 4.398500 loss_bbox_aux: 1.245677 loss_giou_aux: 2.993041 loss_class_dn: 0.398847 loss_bbox_dn: 0.298211 loss_giou_dn: 0.531680 loss_class_aux_dn: 2.101910 loss_bbox_aux_dn: 1.625198 loss_giou_aux_dn: 2.878552 loss: 18.745087 eta: 3 days, 13:45:38 batch_cost: 0.5029 data_cost: 0.0013 ips: 7.9531 images/s [04/07 11:21:15] ppdet.engine INFO: Epoch: [2] [7200/7329] learning_rate: 0.000100 loss_class: 0.680718 loss_bbox: 0.201339 loss_giou: 0.481595 loss_class_aux: 4.368619 loss_bbox_aux: 1.284642 loss_giou_aux: 3.154730 loss_class_dn: 0.378568 loss_bbox_dn: 0.290591 loss_giou_dn: 0.566504 loss_class_aux_dn: 1.982426 loss_bbox_aux_dn: 1.585585 loss_giou_aux_dn: 3.105223 loss: 18.707359 eta: 3 days, 13:44:52 batch_cost: 0.5220 data_cost: 0.0013 ips: 7.6629 images/s [04/07 11:22:17] ppdet.engine INFO: Epoch: [2] [7300/7329] learning_rate: 0.000100 loss_class: 0.649750 loss_bbox: 0.189739 loss_giou: 0.476173 loss_class_aux: 4.319135 loss_bbox_aux: 1.231657 loss_giou_aux: 2.947825 loss_class_dn: 0.374343 loss_bbox_dn: 0.265638 loss_giou_dn: 0.547560 loss_class_aux_dn: 1.968594 loss_bbox_aux_dn: 1.455376 loss_giou_aux_dn: 2.929876 loss: 18.823383 eta: 3 days, 13:45:31 batch_cost: 0.5535 data_cost: 0.0015 ips: 7.2271 images/s [04/07 11:22:41] ppdet.engine INFO: Eval iter: 0 [04/07 11:23:08] ppdet.engine INFO: Eval iter: 100 [04/07 11:23:34] ppdet.engine INFO: Eval iter: 200 [04/07 11:24:00] ppdet.engine INFO: Eval iter: 300 [04/07 11:24:26] ppdet.engine INFO: Eval iter: 400 [04/07 11:24:53] ppdet.engine INFO: Eval iter: 500 [04/07 11:25:19] ppdet.engine INFO: Eval iter: 600 [04/07 11:25:49] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.55s) creating index... index created! [04/07 11:25:50] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.51s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=104.44s). Accumulating evaluation results... DONE (t=24.98s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.407 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.439 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.218 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.446 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.579 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 ] = 0.564 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.643 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.422 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.694 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.849 [04/07 11:28:21] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.080068960724503 [04/07 11:28:21] ppdet.engine INFO: Best test bbox ap is 0.407. [04/07 11:28:25] ppdet.engine INFO: Epoch: [3] [ 0/7329] learning_rate: 0.000100 loss_class: 0.751379 loss_bbox: 0.213099 loss_giou: 0.479993 loss_class_aux: 4.752463 loss_bbox_aux: 1.301879 loss_giou_aux: 3.060988 loss_class_dn: 0.390958 loss_bbox_dn: 0.294384 loss_giou_dn: 0.584524 loss_class_aux_dn: 2.028120 loss_bbox_aux_dn: 1.593451 loss_giou_aux_dn: 3.125607 loss: 19.579662 eta: 3 days, 13:46:42 batch_cost: 0.5901 data_cost: 0.0016 ips: 6.7781 images/s [04/07 11:29:26] ppdet.engine INFO: Epoch: [3] [ 100/7329] learning_rate: 0.000100 loss_class: 0.765926 loss_bbox: 0.209049 loss_giou: 0.523740 loss_class_aux: 5.086059 loss_bbox_aux: 1.351484 loss_giou_aux: 3.287948 loss_class_dn: 0.437736 loss_bbox_dn: 0.302737 loss_giou_dn: 0.598795 loss_class_aux_dn: 2.294119 loss_bbox_aux_dn: 1.660710 loss_giou_aux_dn: 3.173563 loss: 20.716110 eta: 3 days, 13:47:05 batch_cost: 0.5481 data_cost: 0.0014 ips: 7.2975 images/s [04/07 11:30:26] ppdet.engine INFO: Epoch: [3] [ 200/7329] learning_rate: 0.000100 loss_class: 0.622384 loss_bbox: 0.170322 loss_giou: 0.481122 loss_class_aux: 4.039105 loss_bbox_aux: 1.091154 loss_giou_aux: 3.040198 loss_class_dn: 0.366973 loss_bbox_dn: 0.233403 loss_giou_dn: 0.504404 loss_class_aux_dn: 1.971982 loss_bbox_aux_dn: 1.303732 loss_giou_aux_dn: 2.681515 loss: 17.289616 eta: 3 days, 13:46:29 batch_cost: 0.5262 data_cost: 0.0014 ips: 7.6018 images/s [04/07 11:31:23] ppdet.engine INFO: Epoch: [3] [ 300/7329] learning_rate: 0.000100 loss_class: 0.715206 loss_bbox: 0.197272 loss_giou: 0.517061 loss_class_aux: 4.606544 loss_bbox_aux: 1.295293 loss_giou_aux: 3.249759 loss_class_dn: 0.407006 loss_bbox_dn: 0.285938 loss_giou_dn: 0.545463 loss_class_aux_dn: 2.131979 loss_bbox_aux_dn: 1.579722 loss_giou_aux_dn: 2.942687 loss: 19.631435 eta: 3 days, 13:44:52 batch_cost: 0.5035 data_cost: 0.0014 ips: 7.9437 images/s [04/07 11:32:22] ppdet.engine INFO: Epoch: [3] [ 400/7329] learning_rate: 0.000100 loss_class: 0.717604 loss_bbox: 0.197050 loss_giou: 0.505892 loss_class_aux: 4.568930 loss_bbox_aux: 1.321144 loss_giou_aux: 3.267733 loss_class_dn: 0.424838 loss_bbox_dn: 0.303212 loss_giou_dn: 0.536900 loss_class_aux_dn: 2.186218 loss_bbox_aux_dn: 1.648509 loss_giou_aux_dn: 2.851629 loss: 19.773254 eta: 3 days, 13:44:13 batch_cost: 0.5251 data_cost: 0.0013 ips: 7.6169 images/s [04/07 11:33:23] ppdet.engine INFO: Epoch: [3] [ 500/7329] learning_rate: 0.000100 loss_class: 0.612430 loss_bbox: 0.188100 loss_giou: 0.448849 loss_class_aux: 4.062886 loss_bbox_aux: 1.231912 loss_giou_aux: 2.966637 loss_class_dn: 0.391787 loss_bbox_dn: 0.243987 loss_giou_dn: 0.510458 loss_class_aux_dn: 2.065969 loss_bbox_aux_dn: 1.329118 loss_giou_aux_dn: 2.747812 loss: 17.738440 eta: 3 days, 13:44:42 batch_cost: 0.5508 data_cost: 0.0013 ips: 7.2619 images/s [04/07 11:34:23] ppdet.engine INFO: Epoch: [3] [ 600/7329] learning_rate: 0.000100 loss_class: 0.714029 loss_bbox: 0.195114 loss_giou: 0.547207 loss_class_aux: 4.563434 loss_bbox_aux: 1.307829 loss_giou_aux: 3.438265 loss_class_dn: 0.404671 loss_bbox_dn: 0.278884 loss_giou_dn: 0.602017 loss_class_aux_dn: 2.139058 loss_bbox_aux_dn: 1.572109 loss_giou_aux_dn: 3.219235 loss: 19.889759 eta: 3 days, 13:44:30 batch_cost: 0.5358 data_cost: 0.0014 ips: 7.4661 images/s [04/07 11:35:24] ppdet.engine INFO: Epoch: [3] [ 700/7329] learning_rate: 0.000100 loss_class: 0.680919 loss_bbox: 0.170907 loss_giou: 0.419701 loss_class_aux: 4.493090 loss_bbox_aux: 1.187297 loss_giou_aux: 2.756641 loss_class_dn: 0.394850 loss_bbox_dn: 0.269995 loss_giou_dn: 0.520965 loss_class_aux_dn: 2.051832 loss_bbox_aux_dn: 1.523326 loss_giou_aux_dn: 2.774754 loss: 17.726313 eta: 3 days, 13:45:08 batch_cost: 0.5550 data_cost: 0.0012 ips: 7.2076 images/s [04/07 11:36:27] ppdet.engine INFO: Epoch: [3] [ 800/7329] learning_rate: 0.000100 loss_class: 0.677469 loss_bbox: 0.191054 loss_giou: 0.505208 loss_class_aux: 4.428680 loss_bbox_aux: 1.264889 loss_giou_aux: 3.287730 loss_class_dn: 0.392136 loss_bbox_dn: 0.257694 loss_giou_dn: 0.557632 loss_class_aux_dn: 2.051389 loss_bbox_aux_dn: 1.441052 loss_giou_aux_dn: 3.021816 loss: 18.905136 eta: 3 days, 13:46:05 batch_cost: 0.5627 data_cost: 0.0013 ips: 7.1087 images/s [04/07 11:37:25] ppdet.engine INFO: Epoch: [3] [ 900/7329] learning_rate: 0.000100 loss_class: 0.734895 loss_bbox: 0.202408 loss_giou: 0.495568 loss_class_aux: 4.853786 loss_bbox_aux: 1.308279 loss_giou_aux: 3.164905 loss_class_dn: 0.427090 loss_bbox_dn: 0.306414 loss_giou_dn: 0.538645 loss_class_aux_dn: 2.206169 loss_bbox_aux_dn: 1.665215 loss_giou_aux_dn: 2.929887 loss: 19.732227 eta: 3 days, 13:45:21 batch_cost: 0.5236 data_cost: 0.0013 ips: 7.6395 images/s [04/07 11:38:26] ppdet.engine INFO: Epoch: [3] [1000/7329] learning_rate: 0.000100 loss_class: 0.688440 loss_bbox: 0.180412 loss_giou: 0.508219 loss_class_aux: 4.523875 loss_bbox_aux: 1.145546 loss_giou_aux: 3.220236 loss_class_dn: 0.413372 loss_bbox_dn: 0.274322 loss_giou_dn: 0.537337 loss_class_aux_dn: 2.219773 loss_bbox_aux_dn: 1.496296 loss_giou_aux_dn: 2.935224 loss: 19.233437 eta: 3 days, 13:45:31 batch_cost: 0.5452 data_cost: 0.0013 ips: 7.3368 images/s [04/07 11:39:26] ppdet.engine INFO: Epoch: [3] [1100/7329] learning_rate: 0.000100 loss_class: 0.734410 loss_bbox: 0.168544 loss_giou: 0.506236 loss_class_aux: 4.754452 loss_bbox_aux: 1.162740 loss_giou_aux: 3.240914 loss_class_dn: 0.413632 loss_bbox_dn: 0.245664 loss_giou_dn: 0.549951 loss_class_aux_dn: 2.140130 loss_bbox_aux_dn: 1.387820 loss_giou_aux_dn: 2.928190 loss: 19.250053 eta: 3 days, 13:45:26 batch_cost: 0.5392 data_cost: 0.0013 ips: 7.4182 images/s [04/07 11:40:27] ppdet.engine INFO: Epoch: [3] [1200/7329] learning_rate: 0.000100 loss_class: 0.626492 loss_bbox: 0.202806 loss_giou: 0.493795 loss_class_aux: 4.198956 loss_bbox_aux: 1.289757 loss_giou_aux: 3.051580 loss_class_dn: 0.368110 loss_bbox_dn: 0.258265 loss_giou_dn: 0.547344 loss_class_aux_dn: 1.929075 loss_bbox_aux_dn: 1.437507 loss_giou_aux_dn: 2.914336 loss: 17.887091 eta: 3 days, 13:45:26 batch_cost: 0.5413 data_cost: 0.0014 ips: 7.3900 images/s [04/07 11:41:31] ppdet.engine INFO: Epoch: [3] [1300/7329] learning_rate: 0.000100 loss_class: 0.747743 loss_bbox: 0.219363 loss_giou: 0.573553 loss_class_aux: 4.673434 loss_bbox_aux: 1.468011 loss_giou_aux: 3.779854 loss_class_dn: 0.433165 loss_bbox_dn: 0.310877 loss_giou_dn: 0.656016 loss_class_aux_dn: 2.212213 loss_bbox_aux_dn: 1.679594 loss_giou_aux_dn: 3.473023 loss: 21.518661 eta: 3 days, 13:46:14 batch_cost: 0.5604 data_cost: 0.0017 ips: 7.1377 images/s [04/07 11:42:34] ppdet.engine INFO: Epoch: [3] [1400/7329] learning_rate: 0.000100 loss_class: 0.700317 loss_bbox: 0.215626 loss_giou: 0.559138 loss_class_aux: 4.606284 loss_bbox_aux: 1.360228 loss_giou_aux: 3.578063 loss_class_dn: 0.400763 loss_bbox_dn: 0.291787 loss_giou_dn: 0.585439 loss_class_aux_dn: 2.152376 loss_bbox_aux_dn: 1.566779 loss_giou_aux_dn: 3.162247 loss: 19.583794 eta: 3 days, 13:46:53 batch_cost: 0.5573 data_cost: 0.0015 ips: 7.1775 images/s [04/07 11:43:35] ppdet.engine INFO: Epoch: [3] [1500/7329] learning_rate: 0.000100 loss_class: 0.809700 loss_bbox: 0.218943 loss_giou: 0.539313 loss_class_aux: 5.139742 loss_bbox_aux: 1.365073 loss_giou_aux: 3.440576 loss_class_dn: 0.450713 loss_bbox_dn: 0.324834 loss_giou_dn: 0.620874 loss_class_aux_dn: 2.403644 loss_bbox_aux_dn: 1.759158 loss_giou_aux_dn: 3.381021 loss: 21.358044 eta: 3 days, 13:46:24 batch_cost: 0.5308 data_cost: 0.0017 ips: 7.5353 images/s [04/07 11:44:33] ppdet.engine INFO: Epoch: [3] [1600/7329] learning_rate: 0.000100 loss_class: 0.631619 loss_bbox: 0.167525 loss_giou: 0.442519 loss_class_aux: 4.240474 loss_bbox_aux: 1.083746 loss_giou_aux: 2.925979 loss_class_dn: 0.362533 loss_bbox_dn: 0.251900 loss_giou_dn: 0.512093 loss_class_aux_dn: 1.908906 loss_bbox_aux_dn: 1.387932 loss_giou_aux_dn: 2.782455 loss: 17.220085 eta: 3 days, 13:45:34 batch_cost: 0.5221 data_cost: 0.0012 ips: 7.6614 images/s [04/07 11:45:30] ppdet.engine INFO: Epoch: [3] [1700/7329] learning_rate: 0.000100 loss_class: 0.686359 loss_bbox: 0.182838 loss_giou: 0.440547 loss_class_aux: 4.537155 loss_bbox_aux: 1.236659 loss_giou_aux: 2.844975 loss_class_dn: 0.370351 loss_bbox_dn: 0.281587 loss_giou_dn: 0.465567 loss_class_aux_dn: 1.969348 loss_bbox_aux_dn: 1.549306 loss_giou_aux_dn: 2.524740 loss: 17.509396 eta: 3 days, 13:44:20 batch_cost: 0.5128 data_cost: 0.0013 ips: 7.8005 images/s [04/07 11:46:26] ppdet.engine INFO: Epoch: [3] [1800/7329] learning_rate: 0.000100 loss_class: 0.687410 loss_bbox: 0.181001 loss_giou: 0.470366 loss_class_aux: 4.420364 loss_bbox_aux: 1.182491 loss_giou_aux: 3.048872 loss_class_dn: 0.382282 loss_bbox_dn: 0.263070 loss_giou_dn: 0.550972 loss_class_aux_dn: 1.950963 loss_bbox_aux_dn: 1.453955 loss_giou_aux_dn: 2.921176 loss: 18.618273 eta: 3 days, 13:42:14 batch_cost: 0.4918 data_cost: 0.0013 ips: 8.1341 images/s [04/07 11:47:22] ppdet.engine INFO: Epoch: [3] [1900/7329] learning_rate: 0.000100 loss_class: 0.680897 loss_bbox: 0.186282 loss_giou: 0.546428 loss_class_aux: 4.380309 loss_bbox_aux: 1.272572 loss_giou_aux: 3.469788 loss_class_dn: 0.403973 loss_bbox_dn: 0.299023 loss_giou_dn: 0.572765 loss_class_aux_dn: 2.128949 loss_bbox_aux_dn: 1.538837 loss_giou_aux_dn: 3.037910 loss: 19.240810 eta: 3 days, 13:40:40 batch_cost: 0.5043 data_cost: 0.0013 ips: 7.9314 images/s [04/07 11:48:21] ppdet.engine INFO: Epoch: [3] [2000/7329] learning_rate: 0.000100 loss_class: 0.703759 loss_bbox: 0.191911 loss_giou: 0.526555 loss_class_aux: 4.565322 loss_bbox_aux: 1.291958 loss_giou_aux: 3.430270 loss_class_dn: 0.412054 loss_bbox_dn: 0.256882 loss_giou_dn: 0.572219 loss_class_aux_dn: 2.163168 loss_bbox_aux_dn: 1.425858 loss_giou_aux_dn: 3.028540 loss: 19.256105 eta: 3 days, 13:39:59 batch_cost: 0.5260 data_cost: 0.0012 ips: 7.6045 images/s [04/07 11:49:20] ppdet.engine INFO: Epoch: [3] [2100/7329] learning_rate: 0.000100 loss_class: 0.659054 loss_bbox: 0.196365 loss_giou: 0.508121 loss_class_aux: 4.330119 loss_bbox_aux: 1.283174 loss_giou_aux: 3.299338 loss_class_dn: 0.373595 loss_bbox_dn: 0.281251 loss_giou_dn: 0.513590 loss_class_aux_dn: 1.947634 loss_bbox_aux_dn: 1.514903 loss_giou_aux_dn: 2.793388 loss: 17.639141 eta: 3 days, 13:39:16 batch_cost: 0.5247 data_cost: 0.0013 ips: 7.6227 images/s [04/07 11:50:14] ppdet.engine INFO: Epoch: [3] [2200/7329] learning_rate: 0.000100 loss_class: 0.638777 loss_bbox: 0.196027 loss_giou: 0.542163 loss_class_aux: 4.272145 loss_bbox_aux: 1.328458 loss_giou_aux: 3.454855 loss_class_dn: 0.406859 loss_bbox_dn: 0.248446 loss_giou_dn: 0.598332 loss_class_aux_dn: 2.111279 loss_bbox_aux_dn: 1.389431 loss_giou_aux_dn: 3.193414 loss: 18.353573 eta: 3 days, 13:36:40 batch_cost: 0.4788 data_cost: 0.0013 ips: 8.3550 images/s [04/07 11:51:11] ppdet.engine INFO: Epoch: [3] [2300/7329] learning_rate: 0.000100 loss_class: 0.785059 loss_bbox: 0.197771 loss_giou: 0.547328 loss_class_aux: 5.091417 loss_bbox_aux: 1.280224 loss_giou_aux: 3.572464 loss_class_dn: 0.456976 loss_bbox_dn: 0.298474 loss_giou_dn: 0.590103 loss_class_aux_dn: 2.389586 loss_bbox_aux_dn: 1.610251 loss_giou_aux_dn: 3.276926 loss: 20.195210 eta: 3 days, 13:35:13 batch_cost: 0.5070 data_cost: 0.0014 ips: 7.8899 images/s [04/07 11:52:12] ppdet.engine INFO: Epoch: [3] [2400/7329] learning_rate: 0.000100 loss_class: 0.707795 loss_bbox: 0.207401 loss_giou: 0.617474 loss_class_aux: 4.497408 loss_bbox_aux: 1.375082 loss_giou_aux: 3.977121 loss_class_dn: 0.418958 loss_bbox_dn: 0.296378 loss_giou_dn: 0.608262 loss_class_aux_dn: 2.151431 loss_bbox_aux_dn: 1.610092 loss_giou_aux_dn: 3.327947 loss: 20.493065 eta: 3 days, 13:35:16 batch_cost: 0.5437 data_cost: 0.0013 ips: 7.3566 images/s [04/07 11:53:12] ppdet.engine INFO: Epoch: [3] [2500/7329] learning_rate: 0.000100 loss_class: 0.702010 loss_bbox: 0.201087 loss_giou: 0.506241 loss_class_aux: 4.621639 loss_bbox_aux: 1.284340 loss_giou_aux: 3.183545 loss_class_dn: 0.384429 loss_bbox_dn: 0.268563 loss_giou_dn: 0.547517 loss_class_aux_dn: 2.005805 loss_bbox_aux_dn: 1.475101 loss_giou_aux_dn: 2.949421 loss: 18.733433 eta: 3 days, 13:34:40 batch_cost: 0.5275 data_cost: 0.0014 ips: 7.5826 images/s [04/07 11:54:10] ppdet.engine INFO: Epoch: [3] [2600/7329] learning_rate: 0.000100 loss_class: 0.705368 loss_bbox: 0.189459 loss_giou: 0.512662 loss_class_aux: 4.648662 loss_bbox_aux: 1.169342 loss_giou_aux: 3.245297 loss_class_dn: 0.385267 loss_bbox_dn: 0.251589 loss_giou_dn: 0.575209 loss_class_aux_dn: 2.027365 loss_bbox_aux_dn: 1.426581 loss_giou_aux_dn: 3.126518 loss: 18.693657 eta: 3 days, 13:33:51 batch_cost: 0.5228 data_cost: 0.0014 ips: 7.6507 images/s [04/07 11:55:10] ppdet.engine INFO: Epoch: [3] [2700/7329] learning_rate: 0.000100 loss_class: 0.597525 loss_bbox: 0.175602 loss_giou: 0.440070 loss_class_aux: 3.977849 loss_bbox_aux: 1.124084 loss_giou_aux: 2.821102 loss_class_dn: 0.351288 loss_bbox_dn: 0.240429 loss_giou_dn: 0.493855 loss_class_aux_dn: 1.828540 loss_bbox_aux_dn: 1.313910 loss_giou_aux_dn: 2.665456 loss: 16.210876 eta: 3 days, 13:33:38 batch_cost: 0.5372 data_cost: 0.0012 ips: 7.4464 images/s [04/07 11:56:10] ppdet.engine INFO: Epoch: [3] [2800/7329] learning_rate: 0.000100 loss_class: 0.729048 loss_bbox: 0.179102 loss_giou: 0.524221 loss_class_aux: 4.710974 loss_bbox_aux: 1.220114 loss_giou_aux: 3.319235 loss_class_dn: 0.389535 loss_bbox_dn: 0.246414 loss_giou_dn: 0.532713 loss_class_aux_dn: 2.079474 loss_bbox_aux_dn: 1.351344 loss_giou_aux_dn: 2.853472 loss: 18.915573 eta: 3 days, 13:33:31 batch_cost: 0.5404 data_cost: 0.0012 ips: 7.4014 images/s [04/07 11:57:05] ppdet.engine INFO: Epoch: [3] [2900/7329] learning_rate: 0.000100 loss_class: 0.814295 loss_bbox: 0.180372 loss_giou: 0.582766 loss_class_aux: 5.106938 loss_bbox_aux: 1.198346 loss_giou_aux: 3.722427 loss_class_dn: 0.424126 loss_bbox_dn: 0.274729 loss_giou_dn: 0.623350 loss_class_aux_dn: 2.192466 loss_bbox_aux_dn: 1.534118 loss_giou_aux_dn: 3.351611 loss: 20.092113 eta: 3 days, 13:31:08 batch_cost: 0.4831 data_cost: 0.0013 ips: 8.2801 images/s [04/07 11:57:58] ppdet.engine INFO: Epoch: [3] [3000/7329] learning_rate: 0.000100 loss_class: 0.619685 loss_bbox: 0.190788 loss_giou: 0.420361 loss_class_aux: 4.176842 loss_bbox_aux: 1.252529 loss_giou_aux: 2.766322 loss_class_dn: 0.354922 loss_bbox_dn: 0.290415 loss_giou_dn: 0.463385 loss_class_aux_dn: 1.878096 loss_bbox_aux_dn: 1.534375 loss_giou_aux_dn: 2.476842 loss: 17.202478 eta: 3 days, 13:28:28 batch_cost: 0.4755 data_cost: 0.0013 ips: 8.4123 images/s [04/07 11:58:54] ppdet.engine INFO: Epoch: [3] [3100/7329] learning_rate: 0.000100 loss_class: 0.710530 loss_bbox: 0.195045 loss_giou: 0.548716 loss_class_aux: 4.663657 loss_bbox_aux: 1.326479 loss_giou_aux: 3.470530 loss_class_dn: 0.420409 loss_bbox_dn: 0.285173 loss_giou_dn: 0.596416 loss_class_aux_dn: 2.158686 loss_bbox_aux_dn: 1.568392 loss_giou_aux_dn: 3.156716 loss: 20.282944 eta: 3 days, 13:26:29 batch_cost: 0.4922 data_cost: 0.0013 ips: 8.1268 images/s [04/07 11:59:51] ppdet.engine INFO: Epoch: [3] [3200/7329] learning_rate: 0.000100 loss_class: 0.678015 loss_bbox: 0.190820 loss_giou: 0.411724 loss_class_aux: 4.402322 loss_bbox_aux: 1.274374 loss_giou_aux: 2.657587 loss_class_dn: 0.361996 loss_bbox_dn: 0.290308 loss_giou_dn: 0.484069 loss_class_aux_dn: 1.874286 loss_bbox_aux_dn: 1.600487 loss_giou_aux_dn: 2.582338 loss: 17.240673 eta: 3 days, 13:25:16 batch_cost: 0.5119 data_cost: 0.0013 ips: 7.8139 images/s [04/07 12:00:46] ppdet.engine INFO: Epoch: [3] [3300/7329] learning_rate: 0.000100 loss_class: 0.717836 loss_bbox: 0.184166 loss_giou: 0.479408 loss_class_aux: 4.632907 loss_bbox_aux: 1.257147 loss_giou_aux: 3.193914 loss_class_dn: 0.404884 loss_bbox_dn: 0.266086 loss_giou_dn: 0.549348 loss_class_aux_dn: 2.093147 loss_bbox_aux_dn: 1.450311 loss_giou_aux_dn: 2.888269 loss: 18.713760 eta: 3 days, 13:22:52 batch_cost: 0.4816 data_cost: 0.0013 ips: 8.3048 images/s [04/07 12:01:41] ppdet.engine INFO: Epoch: [3] [3400/7329] learning_rate: 0.000100 loss_class: 0.677760 loss_bbox: 0.195650 loss_giou: 0.573362 loss_class_aux: 4.628370 loss_bbox_aux: 1.281847 loss_giou_aux: 3.538011 loss_class_dn: 0.443668 loss_bbox_dn: 0.253654 loss_giou_dn: 0.602674 loss_class_aux_dn: 2.281676 loss_bbox_aux_dn: 1.407753 loss_giou_aux_dn: 3.215344 loss: 20.135571 eta: 3 days, 13:20:47 batch_cost: 0.4891 data_cost: 0.0013 ips: 8.1785 images/s [04/07 12:02:38] ppdet.engine INFO: Epoch: [3] [3500/7329] learning_rate: 0.000100 loss_class: 0.702193 loss_bbox: 0.215261 loss_giou: 0.522150 loss_class_aux: 4.690103 loss_bbox_aux: 1.338310 loss_giou_aux: 3.342578 loss_class_dn: 0.424471 loss_bbox_dn: 0.266372 loss_giou_dn: 0.556314 loss_class_aux_dn: 2.208767 loss_bbox_aux_dn: 1.496235 loss_giou_aux_dn: 2.959393 loss: 20.840130 eta: 3 days, 13:19:26 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8692 images/s [04/07 12:03:34] ppdet.engine INFO: Epoch: [3] [3600/7329] learning_rate: 0.000100 loss_class: 0.673622 loss_bbox: 0.196980 loss_giou: 0.501526 loss_class_aux: 4.269463 loss_bbox_aux: 1.266341 loss_giou_aux: 3.202243 loss_class_dn: 0.395018 loss_bbox_dn: 0.253943 loss_giou_dn: 0.539762 loss_class_aux_dn: 2.087230 loss_bbox_aux_dn: 1.430967 loss_giou_aux_dn: 2.880069 loss: 18.321520 eta: 3 days, 13:17:39 batch_cost: 0.4968 data_cost: 0.0014 ips: 8.0520 images/s [04/07 12:04:32] ppdet.engine INFO: Epoch: [3] [3700/7329] learning_rate: 0.000100 loss_class: 0.718012 loss_bbox: 0.192403 loss_giou: 0.463086 loss_class_aux: 4.555822 loss_bbox_aux: 1.224669 loss_giou_aux: 3.194449 loss_class_dn: 0.412242 loss_bbox_dn: 0.281314 loss_giou_dn: 0.568357 loss_class_aux_dn: 2.134244 loss_bbox_aux_dn: 1.538509 loss_giou_aux_dn: 3.044321 loss: 19.728115 eta: 3 days, 13:16:41 batch_cost: 0.5177 data_cost: 0.0013 ips: 7.7268 images/s [04/07 12:05:30] ppdet.engine INFO: Epoch: [3] [3800/7329] learning_rate: 0.000100 loss_class: 0.700276 loss_bbox: 0.186532 loss_giou: 0.474556 loss_class_aux: 4.395763 loss_bbox_aux: 1.255595 loss_giou_aux: 2.989311 loss_class_dn: 0.383652 loss_bbox_dn: 0.261619 loss_giou_dn: 0.542336 loss_class_aux_dn: 1.976680 loss_bbox_aux_dn: 1.462047 loss_giou_aux_dn: 2.885417 loss: 18.201115 eta: 3 days, 13:15:52 batch_cost: 0.5217 data_cost: 0.0012 ips: 7.6666 images/s [04/07 12:06:27] ppdet.engine INFO: Epoch: [3] [3900/7329] learning_rate: 0.000100 loss_class: 0.661422 loss_bbox: 0.181092 loss_giou: 0.461833 loss_class_aux: 4.387038 loss_bbox_aux: 1.223298 loss_giou_aux: 2.948135 loss_class_dn: 0.392872 loss_bbox_dn: 0.293632 loss_giou_dn: 0.580631 loss_class_aux_dn: 2.079586 loss_bbox_aux_dn: 1.528955 loss_giou_aux_dn: 3.109472 loss: 18.666645 eta: 3 days, 13:14:20 batch_cost: 0.5026 data_cost: 0.0013 ips: 7.9584 images/s [04/07 12:07:21] ppdet.engine INFO: Epoch: [3] [4000/7329] learning_rate: 0.000100 loss_class: 0.742504 loss_bbox: 0.185051 loss_giou: 0.520313 loss_class_aux: 4.646964 loss_bbox_aux: 1.216782 loss_giou_aux: 3.380414 loss_class_dn: 0.408145 loss_bbox_dn: 0.274865 loss_giou_dn: 0.591724 loss_class_aux_dn: 2.170407 loss_bbox_aux_dn: 1.453442 loss_giou_aux_dn: 3.145738 loss: 18.972645 eta: 3 days, 13:11:59 batch_cost: 0.4812 data_cost: 0.0013 ips: 8.3126 images/s [04/07 12:08:18] ppdet.engine INFO: Epoch: [3] [4100/7329] learning_rate: 0.000100 loss_class: 0.752535 loss_bbox: 0.213042 loss_giou: 0.559956 loss_class_aux: 5.053526 loss_bbox_aux: 1.424115 loss_giou_aux: 3.578099 loss_class_dn: 0.425947 loss_bbox_dn: 0.305031 loss_giou_dn: 0.607652 loss_class_aux_dn: 2.197451 loss_bbox_aux_dn: 1.636506 loss_giou_aux_dn: 3.317534 loss: 20.177177 eta: 3 days, 13:10:40 batch_cost: 0.5084 data_cost: 0.0013 ips: 7.8679 images/s [04/07 12:09:18] ppdet.engine INFO: Epoch: [3] [4200/7329] learning_rate: 0.000100 loss_class: 0.716067 loss_bbox: 0.180015 loss_giou: 0.507574 loss_class_aux: 4.695782 loss_bbox_aux: 1.200831 loss_giou_aux: 3.202319 loss_class_dn: 0.404249 loss_bbox_dn: 0.259698 loss_giou_dn: 0.573975 loss_class_aux_dn: 2.141545 loss_bbox_aux_dn: 1.447002 loss_giou_aux_dn: 3.028789 loss: 18.327118 eta: 3 days, 13:10:32 batch_cost: 0.5397 data_cost: 0.0013 ips: 7.4112 images/s [04/07 12:10:19] ppdet.engine INFO: Epoch: [3] [4300/7329] learning_rate: 0.000100 loss_class: 0.664166 loss_bbox: 0.183432 loss_giou: 0.513702 loss_class_aux: 4.409111 loss_bbox_aux: 1.200352 loss_giou_aux: 3.346547 loss_class_dn: 0.400494 loss_bbox_dn: 0.259995 loss_giou_dn: 0.551509 loss_class_aux_dn: 2.125870 loss_bbox_aux_dn: 1.442202 loss_giou_aux_dn: 2.976089 loss: 18.314001 eta: 3 days, 13:10:35 batch_cost: 0.5446 data_cost: 0.0013 ips: 7.3445 images/s [04/07 12:11:17] ppdet.engine INFO: Epoch: [3] [4400/7329] learning_rate: 0.000100 loss_class: 0.647040 loss_bbox: 0.183341 loss_giou: 0.414552 loss_class_aux: 4.251286 loss_bbox_aux: 1.231248 loss_giou_aux: 2.725816 loss_class_dn: 0.377010 loss_bbox_dn: 0.262978 loss_giou_dn: 0.498320 loss_class_aux_dn: 2.005222 loss_bbox_aux_dn: 1.454110 loss_giou_aux_dn: 2.683542 loss: 17.970749 eta: 3 days, 13:09:48 batch_cost: 0.5225 data_cost: 0.0013 ips: 7.6555 images/s [04/07 12:12:13] ppdet.engine INFO: Epoch: [3] [4500/7329] learning_rate: 0.000100 loss_class: 0.685004 loss_bbox: 0.205416 loss_giou: 0.430289 loss_class_aux: 4.514479 loss_bbox_aux: 1.321285 loss_giou_aux: 2.742787 loss_class_dn: 0.380395 loss_bbox_dn: 0.290605 loss_giou_dn: 0.489268 loss_class_aux_dn: 1.984443 loss_bbox_aux_dn: 1.605697 loss_giou_aux_dn: 2.701698 loss: 18.137878 eta: 3 days, 13:08:13 batch_cost: 0.5012 data_cost: 0.0012 ips: 7.9816 images/s [04/07 12:13:07] ppdet.engine INFO: Epoch: [3] [4600/7329] learning_rate: 0.000100 loss_class: 0.761374 loss_bbox: 0.206407 loss_giou: 0.506724 loss_class_aux: 5.039749 loss_bbox_aux: 1.394960 loss_giou_aux: 3.303423 loss_class_dn: 0.424153 loss_bbox_dn: 0.279335 loss_giou_dn: 0.574973 loss_class_aux_dn: 2.218732 loss_bbox_aux_dn: 1.469090 loss_giou_aux_dn: 3.089960 loss: 20.338629 eta: 3 days, 13:05:54 batch_cost: 0.4809 data_cost: 0.0013 ips: 8.3179 images/s [04/07 12:14:03] ppdet.engine INFO: Epoch: [3] [4700/7329] learning_rate: 0.000100 loss_class: 0.675974 loss_bbox: 0.170665 loss_giou: 0.533589 loss_class_aux: 4.344269 loss_bbox_aux: 1.124720 loss_giou_aux: 3.433140 loss_class_dn: 0.394645 loss_bbox_dn: 0.232883 loss_giou_dn: 0.544067 loss_class_aux_dn: 2.126652 loss_bbox_aux_dn: 1.357355 loss_giou_aux_dn: 2.875676 loss: 18.823648 eta: 3 days, 13:04:16 batch_cost: 0.4993 data_cost: 0.0013 ips: 8.0115 images/s [04/07 12:15:06] ppdet.engine INFO: Epoch: [3] [4800/7329] learning_rate: 0.000100 loss_class: 0.701796 loss_bbox: 0.208363 loss_giou: 0.544517 loss_class_aux: 4.615898 loss_bbox_aux: 1.387771 loss_giou_aux: 3.410549 loss_class_dn: 0.400390 loss_bbox_dn: 0.306840 loss_giou_dn: 0.581827 loss_class_aux_dn: 2.120896 loss_bbox_aux_dn: 1.674235 loss_giou_aux_dn: 3.099137 loss: 19.443275 eta: 3 days, 13:04:30 batch_cost: 0.5499 data_cost: 0.0018 ips: 7.2744 images/s [04/07 12:16:04] ppdet.engine INFO: Epoch: [3] [4900/7329] learning_rate: 0.000100 loss_class: 0.743786 loss_bbox: 0.198917 loss_giou: 0.558041 loss_class_aux: 4.818729 loss_bbox_aux: 1.323094 loss_giou_aux: 3.537438 loss_class_dn: 0.423372 loss_bbox_dn: 0.294791 loss_giou_dn: 0.622283 loss_class_aux_dn: 2.194649 loss_bbox_aux_dn: 1.627961 loss_giou_aux_dn: 3.282866 loss: 19.624624 eta: 3 days, 13:03:29 batch_cost: 0.5162 data_cost: 0.0013 ips: 7.7489 images/s [04/07 12:17:02] ppdet.engine INFO: Epoch: [3] [5000/7329] learning_rate: 0.000100 loss_class: 0.767052 loss_bbox: 0.192250 loss_giou: 0.535278 loss_class_aux: 4.752450 loss_bbox_aux: 1.259883 loss_giou_aux: 3.359649 loss_class_dn: 0.397612 loss_bbox_dn: 0.301682 loss_giou_dn: 0.586296 loss_class_aux_dn: 2.086294 loss_bbox_aux_dn: 1.631872 loss_giou_aux_dn: 3.083182 loss: 19.239460 eta: 3 days, 13:02:38 batch_cost: 0.5203 data_cost: 0.0013 ips: 7.6881 images/s [04/07 12:18:04] ppdet.engine INFO: Epoch: [3] [5100/7329] learning_rate: 0.000100 loss_class: 0.702856 loss_bbox: 0.209497 loss_giou: 0.553781 loss_class_aux: 4.688276 loss_bbox_aux: 1.359000 loss_giou_aux: 3.531896 loss_class_dn: 0.429451 loss_bbox_dn: 0.287473 loss_giou_dn: 0.592261 loss_class_aux_dn: 2.242430 loss_bbox_aux_dn: 1.555598 loss_giou_aux_dn: 3.212782 loss: 19.739988 eta: 3 days, 13:03:02 batch_cost: 0.5551 data_cost: 0.0013 ips: 7.2058 images/s [04/07 12:19:02] ppdet.engine INFO: Epoch: [3] [5200/7329] learning_rate: 0.000100 loss_class: 0.681038 loss_bbox: 0.192608 loss_giou: 0.461593 loss_class_aux: 4.458788 loss_bbox_aux: 1.228392 loss_giou_aux: 2.986208 loss_class_dn: 0.391098 loss_bbox_dn: 0.265627 loss_giou_dn: 0.498867 loss_class_aux_dn: 2.045572 loss_bbox_aux_dn: 1.468819 loss_giou_aux_dn: 2.705599 loss: 18.254871 eta: 3 days, 13:02:11 batch_cost: 0.5209 data_cost: 0.0013 ips: 7.6789 images/s [04/07 12:19:57] ppdet.engine INFO: Epoch: [3] [5300/7329] learning_rate: 0.000100 loss_class: 0.597753 loss_bbox: 0.178301 loss_giou: 0.398835 loss_class_aux: 4.022737 loss_bbox_aux: 1.161786 loss_giou_aux: 2.581271 loss_class_dn: 0.339363 loss_bbox_dn: 0.281811 loss_giou_dn: 0.451924 loss_class_aux_dn: 1.817286 loss_bbox_aux_dn: 1.524346 loss_giou_aux_dn: 2.421496 loss: 16.246830 eta: 3 days, 13:00:09 batch_cost: 0.4876 data_cost: 0.0013 ips: 8.2040 images/s [04/07 12:20:51] ppdet.engine INFO: Epoch: [3] [5400/7329] learning_rate: 0.000100 loss_class: 0.714313 loss_bbox: 0.186924 loss_giou: 0.525910 loss_class_aux: 4.671072 loss_bbox_aux: 1.227404 loss_giou_aux: 3.334106 loss_class_dn: 0.393934 loss_bbox_dn: 0.266183 loss_giou_dn: 0.599208 loss_class_aux_dn: 2.089643 loss_bbox_aux_dn: 1.459397 loss_giou_aux_dn: 3.240427 loss: 19.327360 eta: 3 days, 12:57:45 batch_cost: 0.4775 data_cost: 0.0013 ips: 8.3765 images/s [04/07 12:21:45] ppdet.engine INFO: Epoch: [3] [5500/7329] learning_rate: 0.000100 loss_class: 0.710395 loss_bbox: 0.167523 loss_giou: 0.491679 loss_class_aux: 4.522470 loss_bbox_aux: 1.174813 loss_giou_aux: 3.098031 loss_class_dn: 0.399069 loss_bbox_dn: 0.269936 loss_giou_dn: 0.524497 loss_class_aux_dn: 2.066627 loss_bbox_aux_dn: 1.492334 loss_giou_aux_dn: 2.871013 loss: 18.495792 eta: 3 days, 12:55:29 batch_cost: 0.4806 data_cost: 0.0013 ips: 8.3232 images/s [04/07 12:22:42] ppdet.engine INFO: Epoch: [3] [5600/7329] learning_rate: 0.000100 loss_class: 0.623913 loss_bbox: 0.181173 loss_giou: 0.495428 loss_class_aux: 4.198087 loss_bbox_aux: 1.189062 loss_giou_aux: 3.136097 loss_class_dn: 0.365801 loss_bbox_dn: 0.233901 loss_giou_dn: 0.535684 loss_class_aux_dn: 1.938456 loss_bbox_aux_dn: 1.312878 loss_giou_aux_dn: 2.843951 loss: 17.045174 eta: 3 days, 12:54:13 batch_cost: 0.5086 data_cost: 0.0012 ips: 7.8642 images/s [04/07 12:23:41] ppdet.engine INFO: Epoch: [3] [5700/7329] learning_rate: 0.000100 loss_class: 0.738021 loss_bbox: 0.205610 loss_giou: 0.626560 loss_class_aux: 4.701629 loss_bbox_aux: 1.346817 loss_giou_aux: 4.113286 loss_class_dn: 0.441705 loss_bbox_dn: 0.303999 loss_giou_dn: 0.665122 loss_class_aux_dn: 2.314314 loss_bbox_aux_dn: 1.625484 loss_giou_aux_dn: 3.568496 loss: 21.053997 eta: 3 days, 12:53:36 batch_cost: 0.5268 data_cost: 0.0013 ips: 7.5936 images/s [04/07 12:24:36] ppdet.engine INFO: Epoch: [3] [5800/7329] learning_rate: 0.000100 loss_class: 0.632099 loss_bbox: 0.205582 loss_giou: 0.423733 loss_class_aux: 4.311909 loss_bbox_aux: 1.311277 loss_giou_aux: 2.669127 loss_class_dn: 0.337789 loss_bbox_dn: 0.289889 loss_giou_dn: 0.442361 loss_class_aux_dn: 1.822250 loss_bbox_aux_dn: 1.619243 loss_giou_aux_dn: 2.403724 loss: 16.678656 eta: 3 days, 12:51:36 batch_cost: 0.4878 data_cost: 0.0013 ips: 8.2004 images/s [04/07 12:25:40] ppdet.engine INFO: Epoch: [3] [5900/7329] learning_rate: 0.000100 loss_class: 0.661196 loss_bbox: 0.195355 loss_giou: 0.517851 loss_class_aux: 4.386680 loss_bbox_aux: 1.335358 loss_giou_aux: 3.367673 loss_class_dn: 0.390550 loss_bbox_dn: 0.288252 loss_giou_dn: 0.591164 loss_class_aux_dn: 2.016453 loss_bbox_aux_dn: 1.544485 loss_giou_aux_dn: 3.119128 loss: 19.299438 eta: 3 days, 12:52:21 batch_cost: 0.5657 data_cost: 0.0014 ips: 7.0709 images/s [04/07 12:26:35] ppdet.engine INFO: Epoch: [3] [6000/7329] learning_rate: 0.000100 loss_class: 0.651835 loss_bbox: 0.178986 loss_giou: 0.491441 loss_class_aux: 4.100268 loss_bbox_aux: 1.158555 loss_giou_aux: 3.170732 loss_class_dn: 0.386290 loss_bbox_dn: 0.246142 loss_giou_dn: 0.567968 loss_class_aux_dn: 2.035749 loss_bbox_aux_dn: 1.381835 loss_giou_aux_dn: 3.041084 loss: 18.604889 eta: 3 days, 12:50:34 batch_cost: 0.4935 data_cost: 0.0013 ips: 8.1055 images/s [04/07 12:27:29] ppdet.engine INFO: Epoch: [3] [6100/7329] learning_rate: 0.000100 loss_class: 0.761762 loss_bbox: 0.196060 loss_giou: 0.562270 loss_class_aux: 4.744488 loss_bbox_aux: 1.311439 loss_giou_aux: 3.598494 loss_class_dn: 0.426208 loss_bbox_dn: 0.282657 loss_giou_dn: 0.589933 loss_class_aux_dn: 2.223670 loss_bbox_aux_dn: 1.512581 loss_giou_aux_dn: 3.136647 loss: 19.152859 eta: 3 days, 12:48:08 batch_cost: 0.4746 data_cost: 0.0013 ips: 8.4274 images/s [04/07 12:28:24] ppdet.engine INFO: Epoch: [3] [6200/7329] learning_rate: 0.000100 loss_class: 0.650467 loss_bbox: 0.175931 loss_giou: 0.407104 loss_class_aux: 4.384098 loss_bbox_aux: 1.182831 loss_giou_aux: 2.705200 loss_class_dn: 0.357600 loss_bbox_dn: 0.262904 loss_giou_dn: 0.462195 loss_class_aux_dn: 1.873042 loss_bbox_aux_dn: 1.434768 loss_giou_aux_dn: 2.468351 loss: 17.235977 eta: 3 days, 12:46:09 batch_cost: 0.4877 data_cost: 0.0013 ips: 8.2026 images/s [04/07 12:29:20] ppdet.engine INFO: Epoch: [3] [6300/7329] learning_rate: 0.000100 loss_class: 0.700278 loss_bbox: 0.185594 loss_giou: 0.466850 loss_class_aux: 4.639153 loss_bbox_aux: 1.250942 loss_giou_aux: 3.016288 loss_class_dn: 0.399825 loss_bbox_dn: 0.287225 loss_giou_dn: 0.553403 loss_class_aux_dn: 2.089550 loss_bbox_aux_dn: 1.532566 loss_giou_aux_dn: 2.940486 loss: 18.546043 eta: 3 days, 12:44:28 batch_cost: 0.4960 data_cost: 0.0014 ips: 8.0650 images/s [04/07 12:30:18] ppdet.engine INFO: Epoch: [3] [6400/7329] learning_rate: 0.000100 loss_class: 0.735936 loss_bbox: 0.188040 loss_giou: 0.535999 loss_class_aux: 4.649566 loss_bbox_aux: 1.251588 loss_giou_aux: 3.578901 loss_class_dn: 0.413551 loss_bbox_dn: 0.275689 loss_giou_dn: 0.603891 loss_class_aux_dn: 2.166303 loss_bbox_aux_dn: 1.543455 loss_giou_aux_dn: 3.200190 loss: 19.817877 eta: 3 days, 12:43:46 batch_cost: 0.5240 data_cost: 0.0013 ips: 7.6337 images/s [04/07 12:31:19] ppdet.engine INFO: Epoch: [3] [6500/7329] learning_rate: 0.000100 loss_class: 0.740380 loss_bbox: 0.178763 loss_giou: 0.489693 loss_class_aux: 4.820731 loss_bbox_aux: 1.213310 loss_giou_aux: 3.193402 loss_class_dn: 0.404038 loss_bbox_dn: 0.247370 loss_giou_dn: 0.533527 loss_class_aux_dn: 2.134337 loss_bbox_aux_dn: 1.299849 loss_giou_aux_dn: 2.928948 loss: 18.979296 eta: 3 days, 12:43:28 batch_cost: 0.5358 data_cost: 0.0015 ips: 7.4661 images/s [04/07 12:32:15] ppdet.engine INFO: Epoch: [3] [6600/7329] learning_rate: 0.000100 loss_class: 0.627558 loss_bbox: 0.164592 loss_giou: 0.476519 loss_class_aux: 4.070410 loss_bbox_aux: 1.123026 loss_giou_aux: 3.002599 loss_class_dn: 0.346612 loss_bbox_dn: 0.237712 loss_giou_dn: 0.473998 loss_class_aux_dn: 1.831200 loss_bbox_aux_dn: 1.292572 loss_giou_aux_dn: 2.518507 loss: 16.451523 eta: 3 days, 12:42:01 batch_cost: 0.5026 data_cost: 0.0013 ips: 7.9580 images/s [04/07 12:33:16] ppdet.engine INFO: Epoch: [3] [6700/7329] learning_rate: 0.000100 loss_class: 0.702758 loss_bbox: 0.185075 loss_giou: 0.518228 loss_class_aux: 4.539888 loss_bbox_aux: 1.194361 loss_giou_aux: 3.210639 loss_class_dn: 0.387870 loss_bbox_dn: 0.278485 loss_giou_dn: 0.569956 loss_class_aux_dn: 2.061920 loss_bbox_aux_dn: 1.534170 loss_giou_aux_dn: 3.014233 loss: 19.085167 eta: 3 days, 12:42:09 batch_cost: 0.5487 data_cost: 0.0012 ips: 7.2905 images/s [04/07 12:34:11] ppdet.engine INFO: Epoch: [3] [6800/7329] learning_rate: 0.000100 loss_class: 0.592722 loss_bbox: 0.158963 loss_giou: 0.412223 loss_class_aux: 3.978238 loss_bbox_aux: 1.134507 loss_giou_aux: 2.765888 loss_class_dn: 0.340872 loss_bbox_dn: 0.242133 loss_giou_dn: 0.470629 loss_class_aux_dn: 1.800762 loss_bbox_aux_dn: 1.353638 loss_giou_aux_dn: 2.527463 loss: 16.820589 eta: 3 days, 12:40:16 batch_cost: 0.4895 data_cost: 0.0013 ips: 8.1720 images/s [04/07 12:35:10] ppdet.engine INFO: Epoch: [3] [6900/7329] learning_rate: 0.000100 loss_class: 0.656631 loss_bbox: 0.186733 loss_giou: 0.408598 loss_class_aux: 4.351752 loss_bbox_aux: 1.175078 loss_giou_aux: 2.634944 loss_class_dn: 0.371575 loss_bbox_dn: 0.275755 loss_giou_dn: 0.484888 loss_class_aux_dn: 1.947183 loss_bbox_aux_dn: 1.521096 loss_giou_aux_dn: 2.621084 loss: 18.179068 eta: 3 days, 12:39:33 batch_cost: 0.5237 data_cost: 0.0014 ips: 7.6374 images/s [04/07 12:36:05] ppdet.engine INFO: Epoch: [3] [7000/7329] learning_rate: 0.000100 loss_class: 0.734612 loss_bbox: 0.187441 loss_giou: 0.400278 loss_class_aux: 4.892976 loss_bbox_aux: 1.246097 loss_giou_aux: 2.628446 loss_class_dn: 0.406025 loss_bbox_dn: 0.265326 loss_giou_dn: 0.458959 loss_class_aux_dn: 2.148642 loss_bbox_aux_dn: 1.460102 loss_giou_aux_dn: 2.537057 loss: 18.711052 eta: 3 days, 12:37:31 batch_cost: 0.4851 data_cost: 0.0013 ips: 8.2452 images/s [04/07 12:36:59] ppdet.engine INFO: Epoch: [3] [7100/7329] learning_rate: 0.000100 loss_class: 0.611863 loss_bbox: 0.164181 loss_giou: 0.340389 loss_class_aux: 4.017051 loss_bbox_aux: 1.093090 loss_giou_aux: 2.270269 loss_class_dn: 0.343203 loss_bbox_dn: 0.257534 loss_giou_dn: 0.407806 loss_class_aux_dn: 1.839776 loss_bbox_aux_dn: 1.378090 loss_giou_aux_dn: 2.203660 loss: 16.036182 eta: 3 days, 12:35:29 batch_cost: 0.4843 data_cost: 0.0013 ips: 8.2600 images/s [04/07 12:37:57] ppdet.engine INFO: Epoch: [3] [7200/7329] learning_rate: 0.000100 loss_class: 0.637407 loss_bbox: 0.184721 loss_giou: 0.477550 loss_class_aux: 4.195698 loss_bbox_aux: 1.187005 loss_giou_aux: 2.919827 loss_class_dn: 0.361687 loss_bbox_dn: 0.248473 loss_giou_dn: 0.490589 loss_class_aux_dn: 1.920865 loss_bbox_aux_dn: 1.362230 loss_giou_aux_dn: 2.605293 loss: 16.915493 eta: 3 days, 12:34:28 batch_cost: 0.5146 data_cost: 0.0013 ips: 7.7728 images/s [04/07 12:38:53] ppdet.engine INFO: Epoch: [3] [7300/7329] learning_rate: 0.000100 loss_class: 0.761390 loss_bbox: 0.199496 loss_giou: 0.495397 loss_class_aux: 4.906530 loss_bbox_aux: 1.290691 loss_giou_aux: 3.091590 loss_class_dn: 0.416901 loss_bbox_dn: 0.285489 loss_giou_dn: 0.545229 loss_class_aux_dn: 2.210506 loss_bbox_aux_dn: 1.536662 loss_giou_aux_dn: 2.907489 loss: 19.896114 eta: 3 days, 12:32:59 batch_cost: 0.5009 data_cost: 0.0012 ips: 7.9862 images/s [04/07 12:39:14] ppdet.engine INFO: Eval iter: 0 [04/07 12:39:41] ppdet.engine INFO: Eval iter: 100 [04/07 12:40:11] ppdet.engine INFO: Eval iter: 200 [04/07 12:40:39] ppdet.engine INFO: Eval iter: 300 [04/07 12:41:06] ppdet.engine INFO: Eval iter: 400 [04/07 12:41:33] ppdet.engine INFO: Eval iter: 500 [04/07 12:41:59] ppdet.engine INFO: Eval iter: 600 [04/07 12:42:27] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.55s) creating index... index created! [04/07 12:42:28] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.83s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=103.15s). Accumulating evaluation results... DONE (t=25.43s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.422 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.591 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.455 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.229 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.462 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.595 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 ] = 0.573 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 ] = 0.432 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 ] = 0.852 [04/07 12:45:00] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.113165298408894 [04/07 12:45:00] ppdet.engine INFO: Best test bbox ap is 0.422. [04/07 12:45:03] ppdet.engine INFO: Epoch: [4] [ 0/7329] learning_rate: 0.000100 loss_class: 0.697312 loss_bbox: 0.189453 loss_giou: 0.459959 loss_class_aux: 4.506495 loss_bbox_aux: 1.270521 loss_giou_aux: 2.948014 loss_class_dn: 0.408022 loss_bbox_dn: 0.255188 loss_giou_dn: 0.494695 loss_class_aux_dn: 2.160105 loss_bbox_aux_dn: 1.387119 loss_giou_aux_dn: 2.627999 loss: 18.673309 eta: 3 days, 12:32:47 batch_cost: 0.5001 data_cost: 0.0012 ips: 7.9983 images/s [04/07 12:45:57] ppdet.engine INFO: Epoch: [4] [ 100/7329] learning_rate: 0.000100 loss_class: 0.741660 loss_bbox: 0.184985 loss_giou: 0.543293 loss_class_aux: 4.515991 loss_bbox_aux: 1.233258 loss_giou_aux: 3.450305 loss_class_dn: 0.425891 loss_bbox_dn: 0.275055 loss_giou_dn: 0.634080 loss_class_aux_dn: 2.240821 loss_bbox_aux_dn: 1.512497 loss_giou_aux_dn: 3.398536 loss: 20.484303 eta: 3 days, 12:30:39 batch_cost: 0.4808 data_cost: 0.0013 ips: 8.3194 images/s [04/07 12:46:51] ppdet.engine INFO: Epoch: [4] [ 200/7329] learning_rate: 0.000100 loss_class: 0.673060 loss_bbox: 0.200452 loss_giou: 0.449204 loss_class_aux: 4.555046 loss_bbox_aux: 1.259994 loss_giou_aux: 2.916131 loss_class_dn: 0.407219 loss_bbox_dn: 0.252699 loss_giou_dn: 0.526262 loss_class_aux_dn: 2.150524 loss_bbox_aux_dn: 1.399355 loss_giou_aux_dn: 2.856266 loss: 19.294943 eta: 3 days, 12:28:37 batch_cost: 0.4839 data_cost: 0.0013 ips: 8.2665 images/s [04/07 12:47:47] ppdet.engine INFO: Epoch: [4] [ 300/7329] learning_rate: 0.000100 loss_class: 0.609994 loss_bbox: 0.184991 loss_giou: 0.380341 loss_class_aux: 4.167755 loss_bbox_aux: 1.139784 loss_giou_aux: 2.478248 loss_class_dn: 0.353934 loss_bbox_dn: 0.255464 loss_giou_dn: 0.469877 loss_class_aux_dn: 1.875992 loss_bbox_aux_dn: 1.382157 loss_giou_aux_dn: 2.535536 loss: 16.469776 eta: 3 days, 12:26:48 batch_cost: 0.4896 data_cost: 0.0014 ips: 8.1703 images/s [04/07 12:48:44] ppdet.engine INFO: Epoch: [4] [ 400/7329] learning_rate: 0.000100 loss_class: 0.707900 loss_bbox: 0.166587 loss_giou: 0.465288 loss_class_aux: 4.481186 loss_bbox_aux: 1.196315 loss_giou_aux: 3.026508 loss_class_dn: 0.384034 loss_bbox_dn: 0.252422 loss_giou_dn: 0.532064 loss_class_aux_dn: 2.052298 loss_bbox_aux_dn: 1.379149 loss_giou_aux_dn: 2.826880 loss: 18.291033 eta: 3 days, 12:25:46 batch_cost: 0.5140 data_cost: 0.0013 ips: 7.7814 images/s [04/07 12:49:45] ppdet.engine INFO: Epoch: [4] [ 500/7329] learning_rate: 0.000100 loss_class: 0.711075 loss_bbox: 0.205785 loss_giou: 0.572268 loss_class_aux: 4.706915 loss_bbox_aux: 1.347980 loss_giou_aux: 3.590543 loss_class_dn: 0.418362 loss_bbox_dn: 0.303996 loss_giou_dn: 0.608335 loss_class_aux_dn: 2.190456 loss_bbox_aux_dn: 1.621450 loss_giou_aux_dn: 3.257641 loss: 19.903736 eta: 3 days, 12:25:47 batch_cost: 0.5455 data_cost: 0.0013 ips: 7.3330 images/s [04/07 12:50:44] ppdet.engine INFO: Epoch: [4] [ 600/7329] learning_rate: 0.000100 loss_class: 0.707309 loss_bbox: 0.189327 loss_giou: 0.439744 loss_class_aux: 4.621600 loss_bbox_aux: 1.228942 loss_giou_aux: 2.784337 loss_class_dn: 0.392322 loss_bbox_dn: 0.284354 loss_giou_dn: 0.496644 loss_class_aux_dn: 2.069260 loss_bbox_aux_dn: 1.571339 loss_giou_aux_dn: 2.670810 loss: 18.475704 eta: 3 days, 12:24:58 batch_cost: 0.5206 data_cost: 0.0017 ips: 7.6837 images/s [04/07 12:51:41] ppdet.engine INFO: Epoch: [4] [ 700/7329] learning_rate: 0.000100 loss_class: 0.659876 loss_bbox: 0.191243 loss_giou: 0.489652 loss_class_aux: 4.399858 loss_bbox_aux: 1.224604 loss_giou_aux: 3.059564 loss_class_dn: 0.390799 loss_bbox_dn: 0.265549 loss_giou_dn: 0.525890 loss_class_aux_dn: 2.074084 loss_bbox_aux_dn: 1.450747 loss_giou_aux_dn: 2.825717 loss: 18.556702 eta: 3 days, 12:23:57 batch_cost: 0.5137 data_cost: 0.0013 ips: 7.7872 images/s [04/07 12:52:39] ppdet.engine INFO: Epoch: [4] [ 800/7329] learning_rate: 0.000100 loss_class: 0.711421 loss_bbox: 0.206771 loss_giou: 0.577264 loss_class_aux: 4.572815 loss_bbox_aux: 1.311627 loss_giou_aux: 3.692822 loss_class_dn: 0.414635 loss_bbox_dn: 0.267906 loss_giou_dn: 0.643343 loss_class_aux_dn: 2.201673 loss_bbox_aux_dn: 1.474376 loss_giou_aux_dn: 3.413071 loss: 19.969231 eta: 3 days, 12:23:00 batch_cost: 0.5165 data_cost: 0.0014 ips: 7.7445 images/s [04/07 12:53:38] ppdet.engine INFO: Epoch: [4] [ 900/7329] learning_rate: 0.000100 loss_class: 0.748217 loss_bbox: 0.224643 loss_giou: 0.638984 loss_class_aux: 4.927884 loss_bbox_aux: 1.424979 loss_giou_aux: 4.016559 loss_class_dn: 0.458218 loss_bbox_dn: 0.261062 loss_giou_dn: 0.667833 loss_class_aux_dn: 2.359168 loss_bbox_aux_dn: 1.483097 loss_giou_aux_dn: 3.510001 loss: 21.621811 eta: 3 days, 12:22:15 batch_cost: 0.5226 data_cost: 0.0013 ips: 7.6543 images/s [04/07 12:54:34] ppdet.engine INFO: Epoch: [4] [1000/7329] learning_rate: 0.000100 loss_class: 0.636931 loss_bbox: 0.175485 loss_giou: 0.453971 loss_class_aux: 4.128696 loss_bbox_aux: 1.132790 loss_giou_aux: 2.982899 loss_class_dn: 0.390902 loss_bbox_dn: 0.246642 loss_giou_dn: 0.545156 loss_class_aux_dn: 2.025916 loss_bbox_aux_dn: 1.386866 loss_giou_aux_dn: 2.829578 loss: 17.738997 eta: 3 days, 12:20:58 batch_cost: 0.5058 data_cost: 0.0013 ips: 7.9080 images/s [04/07 12:55:32] ppdet.engine INFO: Epoch: [4] [1100/7329] learning_rate: 0.000100 loss_class: 0.739661 loss_bbox: 0.186146 loss_giou: 0.531943 loss_class_aux: 4.686542 loss_bbox_aux: 1.202213 loss_giou_aux: 3.336334 loss_class_dn: 0.424346 loss_bbox_dn: 0.262033 loss_giou_dn: 0.534363 loss_class_aux_dn: 2.223857 loss_bbox_aux_dn: 1.454399 loss_giou_aux_dn: 2.862253 loss: 18.549528 eta: 3 days, 12:20:00 batch_cost: 0.5153 data_cost: 0.0013 ips: 7.7620 images/s [04/07 12:56:29] ppdet.engine INFO: Epoch: [4] [1200/7329] learning_rate: 0.000100 loss_class: 0.633656 loss_bbox: 0.197878 loss_giou: 0.434215 loss_class_aux: 4.168860 loss_bbox_aux: 1.199200 loss_giou_aux: 2.726604 loss_class_dn: 0.345206 loss_bbox_dn: 0.282096 loss_giou_dn: 0.467616 loss_class_aux_dn: 1.825528 loss_bbox_aux_dn: 1.574153 loss_giou_aux_dn: 2.535164 loss: 16.552586 eta: 3 days, 12:18:47 batch_cost: 0.5080 data_cost: 0.0013 ips: 7.8746 images/s [04/07 12:57:24] ppdet.engine INFO: Epoch: [4] [1300/7329] learning_rate: 0.000100 loss_class: 0.755165 loss_bbox: 0.184802 loss_giou: 0.500495 loss_class_aux: 4.754659 loss_bbox_aux: 1.215910 loss_giou_aux: 3.161569 loss_class_dn: 0.412135 loss_bbox_dn: 0.287058 loss_giou_dn: 0.562702 loss_class_aux_dn: 2.168130 loss_bbox_aux_dn: 1.574598 loss_giou_aux_dn: 3.047423 loss: 19.637257 eta: 3 days, 12:16:56 batch_cost: 0.4875 data_cost: 0.0013 ips: 8.2052 images/s [04/07 12:58:20] ppdet.engine INFO: Epoch: [4] [1400/7329] learning_rate: 0.000100 loss_class: 0.630946 loss_bbox: 0.191276 loss_giou: 0.450911 loss_class_aux: 4.139921 loss_bbox_aux: 1.264654 loss_giou_aux: 2.867946 loss_class_dn: 0.369655 loss_bbox_dn: 0.260729 loss_giou_dn: 0.518512 loss_class_aux_dn: 1.943686 loss_bbox_aux_dn: 1.432594 loss_giou_aux_dn: 2.785667 loss: 18.406860 eta: 3 days, 12:15:18 batch_cost: 0.4947 data_cost: 0.0013 ips: 8.0861 images/s [04/07 12:59:19] ppdet.engine INFO: Epoch: [4] [1500/7329] learning_rate: 0.000100 loss_class: 0.711316 loss_bbox: 0.190015 loss_giou: 0.474151 loss_class_aux: 4.578061 loss_bbox_aux: 1.251384 loss_giou_aux: 3.004901 loss_class_dn: 0.408926 loss_bbox_dn: 0.283641 loss_giou_dn: 0.550319 loss_class_aux_dn: 2.121997 loss_bbox_aux_dn: 1.622813 loss_giou_aux_dn: 2.930332 loss: 19.756817 eta: 3 days, 12:14:56 batch_cost: 0.5340 data_cost: 0.0013 ips: 7.4907 images/s [04/07 13:00:18] ppdet.engine INFO: Epoch: [4] [1600/7329] learning_rate: 0.000100 loss_class: 0.678705 loss_bbox: 0.183689 loss_giou: 0.512510 loss_class_aux: 4.831843 loss_bbox_aux: 1.223863 loss_giou_aux: 3.337570 loss_class_dn: 0.420996 loss_bbox_dn: 0.252889 loss_giou_dn: 0.564919 loss_class_aux_dn: 2.203258 loss_bbox_aux_dn: 1.388197 loss_giou_aux_dn: 3.084066 loss: 19.645290 eta: 3 days, 12:14:22 batch_cost: 0.5283 data_cost: 0.0014 ips: 7.5719 images/s [04/07 13:01:15] ppdet.engine INFO: Epoch: [4] [1700/7329] learning_rate: 0.000100 loss_class: 0.689381 loss_bbox: 0.185339 loss_giou: 0.488868 loss_class_aux: 4.647012 loss_bbox_aux: 1.224676 loss_giou_aux: 3.146909 loss_class_dn: 0.401016 loss_bbox_dn: 0.251196 loss_giou_dn: 0.531979 loss_class_aux_dn: 2.079414 loss_bbox_aux_dn: 1.392262 loss_giou_aux_dn: 2.871475 loss: 18.456493 eta: 3 days, 12:13:02 batch_cost: 0.5038 data_cost: 0.0013 ips: 7.9404 images/s [04/07 13:02:11] ppdet.engine INFO: Epoch: [4] [1800/7329] learning_rate: 0.000100 loss_class: 0.717965 loss_bbox: 0.200026 loss_giou: 0.579756 loss_class_aux: 4.494945 loss_bbox_aux: 1.295961 loss_giou_aux: 3.730351 loss_class_dn: 0.398783 loss_bbox_dn: 0.254725 loss_giou_dn: 0.583509 loss_class_aux_dn: 2.097095 loss_bbox_aux_dn: 1.394820 loss_giou_aux_dn: 3.141071 loss: 18.953884 eta: 3 days, 12:11:30 batch_cost: 0.4974 data_cost: 0.0014 ips: 8.0416 images/s [04/07 13:03:11] ppdet.engine INFO: Epoch: [4] [1900/7329] learning_rate: 0.000100 loss_class: 0.677471 loss_bbox: 0.177040 loss_giou: 0.426847 loss_class_aux: 4.291661 loss_bbox_aux: 1.206208 loss_giou_aux: 2.692433 loss_class_dn: 0.366007 loss_bbox_dn: 0.277327 loss_giou_dn: 0.489606 loss_class_aux_dn: 1.884135 loss_bbox_aux_dn: 1.531693 loss_giou_aux_dn: 2.637972 loss: 16.936268 eta: 3 days, 12:11:04 batch_cost: 0.5322 data_cost: 0.0013 ips: 7.5160 images/s [04/07 13:04:15] ppdet.engine INFO: Epoch: [4] [2000/7329] learning_rate: 0.000100 loss_class: 0.684767 loss_bbox: 0.204485 loss_giou: 0.537264 loss_class_aux: 4.445341 loss_bbox_aux: 1.272222 loss_giou_aux: 3.382576 loss_class_dn: 0.405513 loss_bbox_dn: 0.290213 loss_giou_dn: 0.608612 loss_class_aux_dn: 2.166377 loss_bbox_aux_dn: 1.528471 loss_giou_aux_dn: 3.235979 loss: 19.324039 eta: 3 days, 12:11:29 batch_cost: 0.5594 data_cost: 0.0018 ips: 7.1500 images/s [04/07 13:05:18] ppdet.engine INFO: Epoch: [4] [2100/7329] learning_rate: 0.000100 loss_class: 0.739636 loss_bbox: 0.205334 loss_giou: 0.509891 loss_class_aux: 4.882889 loss_bbox_aux: 1.377405 loss_giou_aux: 3.222456 loss_class_dn: 0.421546 loss_bbox_dn: 0.284773 loss_giou_dn: 0.555786 loss_class_aux_dn: 2.172328 loss_bbox_aux_dn: 1.611501 loss_giou_aux_dn: 3.061118 loss: 19.825104 eta: 3 days, 12:11:45 batch_cost: 0.5556 data_cost: 0.0014 ips: 7.1999 images/s [04/07 13:06:12] ppdet.engine INFO: Epoch: [4] [2200/7329] learning_rate: 0.000100 loss_class: 0.726728 loss_bbox: 0.205694 loss_giou: 0.460675 loss_class_aux: 4.622950 loss_bbox_aux: 1.386465 loss_giou_aux: 2.945633 loss_class_dn: 0.398081 loss_bbox_dn: 0.269657 loss_giou_dn: 0.541784 loss_class_aux_dn: 2.138263 loss_bbox_aux_dn: 1.536884 loss_giou_aux_dn: 2.919574 loss: 19.380962 eta: 3 days, 12:09:41 batch_cost: 0.4795 data_cost: 0.0013 ips: 8.3415 images/s [04/07 13:07:07] ppdet.engine INFO: Epoch: [4] [2300/7329] learning_rate: 0.000100 loss_class: 0.714832 loss_bbox: 0.169497 loss_giou: 0.493612 loss_class_aux: 4.547893 loss_bbox_aux: 1.215616 loss_giou_aux: 3.258478 loss_class_dn: 0.421426 loss_bbox_dn: 0.270405 loss_giou_dn: 0.589740 loss_class_aux_dn: 2.204361 loss_bbox_aux_dn: 1.503462 loss_giou_aux_dn: 3.170822 loss: 19.680983 eta: 3 days, 12:07:47 batch_cost: 0.4853 data_cost: 0.0013 ips: 8.2427 images/s [04/07 13:08:07] ppdet.engine INFO: Epoch: [4] [2400/7329] learning_rate: 0.000100 loss_class: 0.631229 loss_bbox: 0.191236 loss_giou: 0.395641 loss_class_aux: 4.239797 loss_bbox_aux: 1.214034 loss_giou_aux: 2.630578 loss_class_dn: 0.350295 loss_bbox_dn: 0.272909 loss_giou_dn: 0.469484 loss_class_aux_dn: 1.859905 loss_bbox_aux_dn: 1.542852 loss_giou_aux_dn: 2.542183 loss: 16.891605 eta: 3 days, 12:07:40 batch_cost: 0.5428 data_cost: 0.0013 ips: 7.3687 images/s [04/07 13:09:05] ppdet.engine INFO: Epoch: [4] [2500/7329] learning_rate: 0.000100 loss_class: 0.700708 loss_bbox: 0.189592 loss_giou: 0.454203 loss_class_aux: 4.491447 loss_bbox_aux: 1.226014 loss_giou_aux: 2.931207 loss_class_dn: 0.375627 loss_bbox_dn: 0.253714 loss_giou_dn: 0.519682 loss_class_aux_dn: 2.005533 loss_bbox_aux_dn: 1.385155 loss_giou_aux_dn: 2.785711 loss: 17.862289 eta: 3 days, 12:06:43 batch_cost: 0.5160 data_cost: 0.0013 ips: 7.7526 images/s [04/07 13:10:05] ppdet.engine INFO: Epoch: [4] [2600/7329] learning_rate: 0.000100 loss_class: 0.697572 loss_bbox: 0.185689 loss_giou: 0.479988 loss_class_aux: 4.539833 loss_bbox_aux: 1.250048 loss_giou_aux: 3.152729 loss_class_dn: 0.410329 loss_bbox_dn: 0.229681 loss_giou_dn: 0.567659 loss_class_aux_dn: 2.167217 loss_bbox_aux_dn: 1.274270 loss_giou_aux_dn: 2.984444 loss: 18.247711 eta: 3 days, 12:06:30 batch_cost: 0.5398 data_cost: 0.0013 ips: 7.4105 images/s [04/07 13:11:08] ppdet.engine INFO: Epoch: [4] [2700/7329] learning_rate: 0.000100 loss_class: 0.710779 loss_bbox: 0.190625 loss_giou: 0.448123 loss_class_aux: 4.535671 loss_bbox_aux: 1.267788 loss_giou_aux: 3.038171 loss_class_dn: 0.396728 loss_bbox_dn: 0.261424 loss_giou_dn: 0.569495 loss_class_aux_dn: 2.129006 loss_bbox_aux_dn: 1.428830 loss_giou_aux_dn: 3.018111 loss: 19.328697 eta: 3 days, 12:07:02 batch_cost: 0.5650 data_cost: 0.0018 ips: 7.0792 images/s [04/07 13:12:03] ppdet.engine INFO: Epoch: [4] [2800/7329] learning_rate: 0.000100 loss_class: 0.705632 loss_bbox: 0.194070 loss_giou: 0.568209 loss_class_aux: 4.482288 loss_bbox_aux: 1.283892 loss_giou_aux: 3.560684 loss_class_dn: 0.425441 loss_bbox_dn: 0.277926 loss_giou_dn: 0.618627 loss_class_aux_dn: 2.249263 loss_bbox_aux_dn: 1.477050 loss_giou_aux_dn: 3.375314 loss: 20.051056 eta: 3 days, 12:05:15 batch_cost: 0.4886 data_cost: 0.0013 ips: 8.1873 images/s [04/07 13:13:03] ppdet.engine INFO: Epoch: [4] [2900/7329] learning_rate: 0.000100 loss_class: 0.724437 loss_bbox: 0.167120 loss_giou: 0.424452 loss_class_aux: 4.630021 loss_bbox_aux: 1.155641 loss_giou_aux: 2.805655 loss_class_dn: 0.380254 loss_bbox_dn: 0.238547 loss_giou_dn: 0.476787 loss_class_aux_dn: 2.022106 loss_bbox_aux_dn: 1.329919 loss_giou_aux_dn: 2.572006 loss: 18.211128 eta: 3 days, 12:04:47 batch_cost: 0.5319 data_cost: 0.0014 ips: 7.5201 images/s [04/07 13:14:12] ppdet.engine INFO: Epoch: [4] [3000/7329] learning_rate: 0.000100 loss_class: 0.672189 loss_bbox: 0.174304 loss_giou: 0.516418 loss_class_aux: 4.311262 loss_bbox_aux: 1.149548 loss_giou_aux: 3.359213 loss_class_dn: 0.412803 loss_bbox_dn: 0.239775 loss_giou_dn: 0.586023 loss_class_aux_dn: 2.192508 loss_bbox_aux_dn: 1.323301 loss_giou_aux_dn: 3.083815 loss: 19.413607 eta: 3 days, 12:06:32 batch_cost: 0.6054 data_cost: 0.0016 ips: 6.6070 images/s [04/07 13:15:12] ppdet.engine INFO: Epoch: [4] [3100/7329] learning_rate: 0.000100 loss_class: 0.745935 loss_bbox: 0.201283 loss_giou: 0.492791 loss_class_aux: 4.655442 loss_bbox_aux: 1.311736 loss_giou_aux: 3.066102 loss_class_dn: 0.394680 loss_bbox_dn: 0.277854 loss_giou_dn: 0.543837 loss_class_aux_dn: 2.060520 loss_bbox_aux_dn: 1.499215 loss_giou_aux_dn: 3.008664 loss: 18.725149 eta: 3 days, 12:06:31 batch_cost: 0.5474 data_cost: 0.0013 ips: 7.3074 images/s [04/07 13:16:09] ppdet.engine INFO: Epoch: [4] [3200/7329] learning_rate: 0.000100 loss_class: 0.652440 loss_bbox: 0.180949 loss_giou: 0.462675 loss_class_aux: 4.124084 loss_bbox_aux: 1.190140 loss_giou_aux: 2.983954 loss_class_dn: 0.387719 loss_bbox_dn: 0.246387 loss_giou_dn: 0.504373 loss_class_aux_dn: 1.967191 loss_bbox_aux_dn: 1.373824 loss_giou_aux_dn: 2.708815 loss: 17.951475 eta: 3 days, 12:05:19 batch_cost: 0.5083 data_cost: 0.0014 ips: 7.8697 images/s [04/07 13:17:09] ppdet.engine INFO: Epoch: [4] [3300/7329] learning_rate: 0.000100 loss_class: 0.706828 loss_bbox: 0.200766 loss_giou: 0.443073 loss_class_aux: 4.461851 loss_bbox_aux: 1.274976 loss_giou_aux: 2.966150 loss_class_dn: 0.389509 loss_bbox_dn: 0.273710 loss_giou_dn: 0.498144 loss_class_aux_dn: 2.053828 loss_bbox_aux_dn: 1.471553 loss_giou_aux_dn: 2.775104 loss: 18.533356 eta: 3 days, 12:04:55 batch_cost: 0.5348 data_cost: 0.0013 ips: 7.4795 images/s [04/07 13:18:05] ppdet.engine INFO: Epoch: [4] [3400/7329] learning_rate: 0.000100 loss_class: 0.709333 loss_bbox: 0.187687 loss_giou: 0.506856 loss_class_aux: 4.632147 loss_bbox_aux: 1.215766 loss_giou_aux: 3.166131 loss_class_dn: 0.396761 loss_bbox_dn: 0.268043 loss_giou_dn: 0.572721 loss_class_aux_dn: 2.085487 loss_bbox_aux_dn: 1.480166 loss_giou_aux_dn: 3.029312 loss: 18.942009 eta: 3 days, 12:03:25 batch_cost: 0.4975 data_cost: 0.0016 ips: 8.0406 images/s [04/07 13:19:04] ppdet.engine INFO: Epoch: [4] [3500/7329] learning_rate: 0.000100 loss_class: 0.700236 loss_bbox: 0.195060 loss_giou: 0.489326 loss_class_aux: 4.714277 loss_bbox_aux: 1.288372 loss_giou_aux: 3.126279 loss_class_dn: 0.396674 loss_bbox_dn: 0.275720 loss_giou_dn: 0.521861 loss_class_aux_dn: 2.043418 loss_bbox_aux_dn: 1.531197 loss_giou_aux_dn: 2.858366 loss: 18.402300 eta: 3 days, 12:02:34 batch_cost: 0.5196 data_cost: 0.0019 ips: 7.6981 images/s [04/07 13:20:00] ppdet.engine INFO: Epoch: [4] [3600/7329] learning_rate: 0.000100 loss_class: 0.695997 loss_bbox: 0.212583 loss_giou: 0.509093 loss_class_aux: 4.567944 loss_bbox_aux: 1.334522 loss_giou_aux: 3.258677 loss_class_dn: 0.402396 loss_bbox_dn: 0.250331 loss_giou_dn: 0.567739 loss_class_aux_dn: 2.132335 loss_bbox_aux_dn: 1.365114 loss_giou_aux_dn: 3.077161 loss: 18.602880 eta: 3 days, 12:00:59 batch_cost: 0.4952 data_cost: 0.0014 ips: 8.0782 images/s [04/07 13:20:58] ppdet.engine INFO: Epoch: [4] [3700/7329] learning_rate: 0.000100 loss_class: 0.676617 loss_bbox: 0.184189 loss_giou: 0.446483 loss_class_aux: 4.265349 loss_bbox_aux: 1.219278 loss_giou_aux: 2.837881 loss_class_dn: 0.388247 loss_bbox_dn: 0.246074 loss_giou_dn: 0.496063 loss_class_aux_dn: 2.061986 loss_bbox_aux_dn: 1.353983 loss_giou_aux_dn: 2.650721 loss: 17.858280 eta: 3 days, 12:00:14 batch_cost: 0.5228 data_cost: 0.0014 ips: 7.6508 images/s [04/07 13:22:09] ppdet.engine INFO: Epoch: [4] [3800/7329] learning_rate: 0.000100 loss_class: 0.726669 loss_bbox: 0.167111 loss_giou: 0.383585 loss_class_aux: 4.618174 loss_bbox_aux: 1.170820 loss_giou_aux: 2.464592 loss_class_dn: 0.399077 loss_bbox_dn: 0.273050 loss_giou_dn: 0.482762 loss_class_aux_dn: 2.087889 loss_bbox_aux_dn: 1.471529 loss_giou_aux_dn: 2.592276 loss: 18.025524 eta: 3 days, 12:03:01 batch_cost: 0.6436 data_cost: 0.0013 ips: 6.2147 images/s [04/07 13:23:08] ppdet.engine INFO: Epoch: [4] [3900/7329] learning_rate: 0.000100 loss_class: 0.714782 loss_bbox: 0.183860 loss_giou: 0.492090 loss_class_aux: 4.488451 loss_bbox_aux: 1.180669 loss_giou_aux: 3.209853 loss_class_dn: 0.392549 loss_bbox_dn: 0.244861 loss_giou_dn: 0.548849 loss_class_aux_dn: 2.108688 loss_bbox_aux_dn: 1.369291 loss_giou_aux_dn: 2.996251 loss: 19.370569 eta: 3 days, 12:02:15 batch_cost: 0.5229 data_cost: 0.0013 ips: 7.6496 images/s [04/07 13:24:05] ppdet.engine INFO: Epoch: [4] [4000/7329] learning_rate: 0.000100 loss_class: 0.684232 loss_bbox: 0.177415 loss_giou: 0.500740 loss_class_aux: 4.385017 loss_bbox_aux: 1.181511 loss_giou_aux: 3.179811 loss_class_dn: 0.399699 loss_bbox_dn: 0.239173 loss_giou_dn: 0.559296 loss_class_aux_dn: 2.072655 loss_bbox_aux_dn: 1.309874 loss_giou_aux_dn: 3.040372 loss: 18.903023 eta: 3 days, 12:01:12 batch_cost: 0.5128 data_cost: 0.0013 ips: 7.8000 images/s [04/07 13:25:02] ppdet.engine INFO: Epoch: [4] [4100/7329] learning_rate: 0.000100 loss_class: 0.680983 loss_bbox: 0.179163 loss_giou: 0.428324 loss_class_aux: 4.452023 loss_bbox_aux: 1.176832 loss_giou_aux: 2.687746 loss_class_dn: 0.382898 loss_bbox_dn: 0.278561 loss_giou_dn: 0.530305 loss_class_aux_dn: 2.036736 loss_bbox_aux_dn: 1.473968 loss_giou_aux_dn: 2.831944 loss: 17.670315 eta: 3 days, 12:00:09 batch_cost: 0.5130 data_cost: 0.0015 ips: 7.7972 images/s [04/07 13:25:59] ppdet.engine INFO: Epoch: [4] [4200/7329] learning_rate: 0.000100 loss_class: 0.642264 loss_bbox: 0.188287 loss_giou: 0.498562 loss_class_aux: 4.356987 loss_bbox_aux: 1.227033 loss_giou_aux: 3.191318 loss_class_dn: 0.361177 loss_bbox_dn: 0.265179 loss_giou_dn: 0.524339 loss_class_aux_dn: 1.919211 loss_bbox_aux_dn: 1.467822 loss_giou_aux_dn: 2.863725 loss: 17.300472 eta: 3 days, 11:58:59 batch_cost: 0.5092 data_cost: 0.0013 ips: 7.8548 images/s [04/07 13:26:56] ppdet.engine INFO: Epoch: [4] [4300/7329] learning_rate: 0.000100 loss_class: 0.708094 loss_bbox: 0.199160 loss_giou: 0.489792 loss_class_aux: 4.485034 loss_bbox_aux: 1.288687 loss_giou_aux: 3.135776 loss_class_dn: 0.388477 loss_bbox_dn: 0.268847 loss_giou_dn: 0.549050 loss_class_aux_dn: 2.013422 loss_bbox_aux_dn: 1.435961 loss_giou_aux_dn: 2.998421 loss: 18.490746 eta: 3 days, 11:57:42 batch_cost: 0.5049 data_cost: 0.0014 ips: 7.9226 images/s [04/07 13:27:50] ppdet.engine INFO: Epoch: [4] [4400/7329] learning_rate: 0.000100 loss_class: 0.673587 loss_bbox: 0.203208 loss_giou: 0.502745 loss_class_aux: 4.483225 loss_bbox_aux: 1.308175 loss_giou_aux: 3.247627 loss_class_dn: 0.407476 loss_bbox_dn: 0.273399 loss_giou_dn: 0.592020 loss_class_aux_dn: 2.137425 loss_bbox_aux_dn: 1.485883 loss_giou_aux_dn: 3.150344 loss: 19.724276 eta: 3 days, 11:55:34 batch_cost: 0.4753 data_cost: 0.0013 ips: 8.4164 images/s [04/07 13:28:48] ppdet.engine INFO: Epoch: [4] [4500/7329] learning_rate: 0.000100 loss_class: 0.692818 loss_bbox: 0.178158 loss_giou: 0.470229 loss_class_aux: 4.521951 loss_bbox_aux: 1.138985 loss_giou_aux: 3.060840 loss_class_dn: 0.385464 loss_bbox_dn: 0.260814 loss_giou_dn: 0.513246 loss_class_aux_dn: 2.031540 loss_bbox_aux_dn: 1.434005 loss_giou_aux_dn: 2.779221 loss: 17.500532 eta: 3 days, 11:54:52 batch_cost: 0.5248 data_cost: 0.0014 ips: 7.6224 images/s [04/07 13:29:47] ppdet.engine INFO: Epoch: [4] [4600/7329] learning_rate: 0.000100 loss_class: 0.758620 loss_bbox: 0.200594 loss_giou: 0.573870 loss_class_aux: 4.835466 loss_bbox_aux: 1.327044 loss_giou_aux: 3.846258 loss_class_dn: 0.453802 loss_bbox_dn: 0.291561 loss_giou_dn: 0.601574 loss_class_aux_dn: 2.321712 loss_bbox_aux_dn: 1.561612 loss_giou_aux_dn: 3.195311 loss: 20.364487 eta: 3 days, 11:54:09 batch_cost: 0.5245 data_cost: 0.0013 ips: 7.6265 images/s [04/07 13:30:46] ppdet.engine INFO: Epoch: [4] [4700/7329] learning_rate: 0.000100 loss_class: 0.717267 loss_bbox: 0.203486 loss_giou: 0.481642 loss_class_aux: 4.695396 loss_bbox_aux: 1.349597 loss_giou_aux: 3.089820 loss_class_dn: 0.401901 loss_bbox_dn: 0.256708 loss_giou_dn: 0.527142 loss_class_aux_dn: 2.144982 loss_bbox_aux_dn: 1.408934 loss_giou_aux_dn: 2.871704 loss: 18.896603 eta: 3 days, 11:53:30 batch_cost: 0.5268 data_cost: 0.0013 ips: 7.5936 images/s [04/07 13:31:44] ppdet.engine INFO: Epoch: [4] [4800/7329] learning_rate: 0.000100 loss_class: 0.709227 loss_bbox: 0.180012 loss_giou: 0.477643 loss_class_aux: 4.534646 loss_bbox_aux: 1.231463 loss_giou_aux: 3.069949 loss_class_dn: 0.383655 loss_bbox_dn: 0.280235 loss_giou_dn: 0.552316 loss_class_aux_dn: 2.065722 loss_bbox_aux_dn: 1.544079 loss_giou_aux_dn: 2.956604 loss: 18.617550 eta: 3 days, 11:52:26 batch_cost: 0.5124 data_cost: 0.0014 ips: 7.8067 images/s [04/07 13:32:42] ppdet.engine INFO: Epoch: [4] [4900/7329] learning_rate: 0.000100 loss_class: 0.703856 loss_bbox: 0.179821 loss_giou: 0.466957 loss_class_aux: 4.596313 loss_bbox_aux: 1.190278 loss_giou_aux: 2.962158 loss_class_dn: 0.382564 loss_bbox_dn: 0.254539 loss_giou_dn: 0.515873 loss_class_aux_dn: 1.985265 loss_bbox_aux_dn: 1.405810 loss_giou_aux_dn: 2.752473 loss: 17.526093 eta: 3 days, 11:51:41 batch_cost: 0.5235 data_cost: 0.0013 ips: 7.6408 images/s [04/07 13:33:43] ppdet.engine INFO: Epoch: [4] [5000/7329] learning_rate: 0.000100 loss_class: 0.602363 loss_bbox: 0.168089 loss_giou: 0.447099 loss_class_aux: 3.932542 loss_bbox_aux: 1.110372 loss_giou_aux: 2.866485 loss_class_dn: 0.343566 loss_bbox_dn: 0.231547 loss_giou_dn: 0.487993 loss_class_aux_dn: 1.831236 loss_bbox_aux_dn: 1.302911 loss_giou_aux_dn: 2.660362 loss: 16.073219 eta: 3 days, 11:51:30 batch_cost: 0.5433 data_cost: 0.0013 ips: 7.3627 images/s [04/07 13:34:42] ppdet.engine INFO: Epoch: [4] [5100/7329] learning_rate: 0.000100 loss_class: 0.739112 loss_bbox: 0.195105 loss_giou: 0.577982 loss_class_aux: 4.874319 loss_bbox_aux: 1.300709 loss_giou_aux: 3.734561 loss_class_dn: 0.418891 loss_bbox_dn: 0.276380 loss_giou_dn: 0.628215 loss_class_aux_dn: 2.210032 loss_bbox_aux_dn: 1.545255 loss_giou_aux_dn: 3.351917 loss: 20.340105 eta: 3 days, 11:50:52 batch_cost: 0.5275 data_cost: 0.0014 ips: 7.5836 images/s [04/07 13:35:43] ppdet.engine INFO: Epoch: [4] [5200/7329] learning_rate: 0.000100 loss_class: 0.704240 loss_bbox: 0.188698 loss_giou: 0.532576 loss_class_aux: 4.767748 loss_bbox_aux: 1.268510 loss_giou_aux: 3.335705 loss_class_dn: 0.412642 loss_bbox_dn: 0.268939 loss_giou_dn: 0.583257 loss_class_aux_dn: 2.188504 loss_bbox_aux_dn: 1.511246 loss_giou_aux_dn: 3.120690 loss: 19.637192 eta: 3 days, 11:50:50 batch_cost: 0.5489 data_cost: 0.0013 ips: 7.2868 images/s [04/07 13:36:37] ppdet.engine INFO: Epoch: [4] [5300/7329] learning_rate: 0.000100 loss_class: 0.668706 loss_bbox: 0.193533 loss_giou: 0.538632 loss_class_aux: 4.280495 loss_bbox_aux: 1.254054 loss_giou_aux: 3.400316 loss_class_dn: 0.410113 loss_bbox_dn: 0.241740 loss_giou_dn: 0.541071 loss_class_aux_dn: 2.118437 loss_bbox_aux_dn: 1.319610 loss_giou_aux_dn: 3.012405 loss: 19.320169 eta: 3 days, 11:48:53 batch_cost: 0.4807 data_cost: 0.0013 ips: 8.3211 images/s [04/07 13:37:33] ppdet.engine INFO: Epoch: [4] [5400/7329] learning_rate: 0.000100 loss_class: 0.647516 loss_bbox: 0.186277 loss_giou: 0.451717 loss_class_aux: 4.203609 loss_bbox_aux: 1.214633 loss_giou_aux: 2.808791 loss_class_dn: 0.350125 loss_bbox_dn: 0.259016 loss_giou_dn: 0.490060 loss_class_aux_dn: 1.885708 loss_bbox_aux_dn: 1.420010 loss_giou_aux_dn: 2.613712 loss: 17.429689 eta: 3 days, 11:47:24 batch_cost: 0.4970 data_cost: 0.0013 ips: 8.0477 images/s [04/07 13:38:28] ppdet.engine INFO: Epoch: [4] [5500/7329] learning_rate: 0.000100 loss_class: 0.663704 loss_bbox: 0.189130 loss_giou: 0.431792 loss_class_aux: 4.304393 loss_bbox_aux: 1.199174 loss_giou_aux: 2.743112 loss_class_dn: 0.347493 loss_bbox_dn: 0.263612 loss_giou_dn: 0.482795 loss_class_aux_dn: 1.865944 loss_bbox_aux_dn: 1.413255 loss_giou_aux_dn: 2.583383 loss: 17.550659 eta: 3 days, 11:45:35 batch_cost: 0.4854 data_cost: 0.0014 ips: 8.2412 images/s [04/07 13:39:34] ppdet.engine INFO: Epoch: [4] [5600/7329] learning_rate: 0.000100 loss_class: 0.696687 loss_bbox: 0.176102 loss_giou: 0.490565 loss_class_aux: 4.532788 loss_bbox_aux: 1.130694 loss_giou_aux: 3.141646 loss_class_dn: 0.387792 loss_bbox_dn: 0.228241 loss_giou_dn: 0.548885 loss_class_aux_dn: 2.046853 loss_bbox_aux_dn: 1.242352 loss_giou_aux_dn: 2.949765 loss: 18.851616 eta: 3 days, 11:46:20 batch_cost: 0.5769 data_cost: 0.0015 ips: 6.9332 images/s [04/07 13:40:32] ppdet.engine INFO: Epoch: [4] [5700/7329] learning_rate: 0.000100 loss_class: 0.731992 loss_bbox: 0.191877 loss_giou: 0.511957 loss_class_aux: 4.747891 loss_bbox_aux: 1.281091 loss_giou_aux: 3.056922 loss_class_dn: 0.406409 loss_bbox_dn: 0.281053 loss_giou_dn: 0.553159 loss_class_aux_dn: 2.186663 loss_bbox_aux_dn: 1.550336 loss_giou_aux_dn: 2.940215 loss: 18.753933 eta: 3 days, 11:45:18 batch_cost: 0.5136 data_cost: 0.0014 ips: 7.7879 images/s [04/07 13:41:33] ppdet.engine INFO: Epoch: [4] [5800/7329] learning_rate: 0.000100 loss_class: 0.653540 loss_bbox: 0.183328 loss_giou: 0.454872 loss_class_aux: 4.275874 loss_bbox_aux: 1.185211 loss_giou_aux: 2.946299 loss_class_dn: 0.401203 loss_bbox_dn: 0.237217 loss_giou_dn: 0.526273 loss_class_aux_dn: 2.091285 loss_bbox_aux_dn: 1.306005 loss_giou_aux_dn: 2.848362 loss: 17.994946 eta: 3 days, 11:44:52 batch_cost: 0.5346 data_cost: 0.0017 ips: 7.4821 images/s [04/07 13:42:32] ppdet.engine INFO: Epoch: [4] [5900/7329] learning_rate: 0.000100 loss_class: 0.610886 loss_bbox: 0.182320 loss_giou: 0.459766 loss_class_aux: 4.071352 loss_bbox_aux: 1.164410 loss_giou_aux: 2.891246 loss_class_dn: 0.381983 loss_bbox_dn: 0.250504 loss_giou_dn: 0.496353 loss_class_aux_dn: 1.996902 loss_bbox_aux_dn: 1.398094 loss_giou_aux_dn: 2.687163 loss: 17.534740 eta: 3 days, 11:44:16 batch_cost: 0.5294 data_cost: 0.0014 ips: 7.5564 images/s [04/07 13:43:27] ppdet.engine INFO: Epoch: [4] [6000/7329] learning_rate: 0.000100 loss_class: 0.691540 loss_bbox: 0.206888 loss_giou: 0.486040 loss_class_aux: 4.435475 loss_bbox_aux: 1.321154 loss_giou_aux: 3.044868 loss_class_dn: 0.388418 loss_bbox_dn: 0.246879 loss_giou_dn: 0.507793 loss_class_aux_dn: 1.996121 loss_bbox_aux_dn: 1.343093 loss_giou_aux_dn: 2.709062 loss: 17.901159 eta: 3 days, 11:42:19 batch_cost: 0.4795 data_cost: 0.0013 ips: 8.3427 images/s [04/07 13:44:32] ppdet.engine INFO: Epoch: [4] [6100/7329] learning_rate: 0.000100 loss_class: 0.573884 loss_bbox: 0.175616 loss_giou: 0.397710 loss_class_aux: 3.889595 loss_bbox_aux: 1.166069 loss_giou_aux: 2.474031 loss_class_dn: 0.330340 loss_bbox_dn: 0.231212 loss_giou_dn: 0.428242 loss_class_aux_dn: 1.757163 loss_bbox_aux_dn: 1.309472 loss_giou_aux_dn: 2.294631 loss: 15.473078 eta: 3 days, 11:43:07 batch_cost: 0.5804 data_cost: 0.0017 ips: 6.8918 images/s [04/07 13:45:32] ppdet.engine INFO: Epoch: [4] [6200/7329] learning_rate: 0.000100 loss_class: 0.719129 loss_bbox: 0.203206 loss_giou: 0.495335 loss_class_aux: 4.560997 loss_bbox_aux: 1.355050 loss_giou_aux: 3.208976 loss_class_dn: 0.403331 loss_bbox_dn: 0.269584 loss_giou_dn: 0.539744 loss_class_aux_dn: 2.103442 loss_bbox_aux_dn: 1.535933 loss_giou_aux_dn: 2.960894 loss: 18.929165 eta: 3 days, 11:42:23 batch_cost: 0.5242 data_cost: 0.0015 ips: 7.6305 images/s [04/07 13:46:29] ppdet.engine INFO: Epoch: [4] [6300/7329] learning_rate: 0.000100 loss_class: 0.664615 loss_bbox: 0.167470 loss_giou: 0.424792 loss_class_aux: 4.275224 loss_bbox_aux: 1.136879 loss_giou_aux: 2.724157 loss_class_dn: 0.375447 loss_bbox_dn: 0.239942 loss_giou_dn: 0.482006 loss_class_aux_dn: 1.983105 loss_bbox_aux_dn: 1.338041 loss_giou_aux_dn: 2.639611 loss: 17.000778 eta: 3 days, 11:41:13 batch_cost: 0.5089 data_cost: 0.0013 ips: 7.8602 images/s [04/07 13:47:25] ppdet.engine INFO: Epoch: [4] [6400/7329] learning_rate: 0.000100 loss_class: 0.621149 loss_bbox: 0.180982 loss_giou: 0.491783 loss_class_aux: 4.090399 loss_bbox_aux: 1.051720 loss_giou_aux: 3.166799 loss_class_dn: 0.365049 loss_bbox_dn: 0.223632 loss_giou_dn: 0.538746 loss_class_aux_dn: 1.917924 loss_bbox_aux_dn: 1.266967 loss_giou_aux_dn: 2.879883 loss: 17.050072 eta: 3 days, 11:39:50 batch_cost: 0.5002 data_cost: 0.0015 ips: 7.9962 images/s [04/07 13:48:22] ppdet.engine INFO: Epoch: [4] [6500/7329] learning_rate: 0.000100 loss_class: 0.687230 loss_bbox: 0.223763 loss_giou: 0.508333 loss_class_aux: 4.736233 loss_bbox_aux: 1.431169 loss_giou_aux: 3.287795 loss_class_dn: 0.401380 loss_bbox_dn: 0.291695 loss_giou_dn: 0.605645 loss_class_aux_dn: 2.133889 loss_bbox_aux_dn: 1.572465 loss_giou_aux_dn: 3.260926 loss: 19.637241 eta: 3 days, 11:38:23 batch_cost: 0.4974 data_cost: 0.0014 ips: 8.0425 images/s [04/07 13:49:21] ppdet.engine INFO: Epoch: [4] [6600/7329] learning_rate: 0.000100 loss_class: 0.674816 loss_bbox: 0.167060 loss_giou: 0.410761 loss_class_aux: 4.290728 loss_bbox_aux: 1.099022 loss_giou_aux: 2.550499 loss_class_dn: 0.376432 loss_bbox_dn: 0.251222 loss_giou_dn: 0.463065 loss_class_aux_dn: 1.947592 loss_bbox_aux_dn: 1.374924 loss_giou_aux_dn: 2.485893 loss: 17.358013 eta: 3 days, 11:37:45 batch_cost: 0.5278 data_cost: 0.0014 ips: 7.5787 images/s [04/07 13:50:16] ppdet.engine INFO: Epoch: [4] [6700/7329] learning_rate: 0.000100 loss_class: 0.690400 loss_bbox: 0.192944 loss_giou: 0.476210 loss_class_aux: 4.538980 loss_bbox_aux: 1.232714 loss_giou_aux: 3.048890 loss_class_dn: 0.405270 loss_bbox_dn: 0.244384 loss_giou_dn: 0.525658 loss_class_aux_dn: 2.123148 loss_bbox_aux_dn: 1.383074 loss_giou_aux_dn: 2.883184 loss: 18.303577 eta: 3 days, 11:36:05 batch_cost: 0.4897 data_cost: 0.0013 ips: 8.1685 images/s [04/07 13:51:24] ppdet.engine INFO: Epoch: [4] [6800/7329] learning_rate: 0.000100 loss_class: 0.703507 loss_bbox: 0.186001 loss_giou: 0.537998 loss_class_aux: 4.505661 loss_bbox_aux: 1.195232 loss_giou_aux: 3.433587 loss_class_dn: 0.403409 loss_bbox_dn: 0.267295 loss_giou_dn: 0.586658 loss_class_aux_dn: 2.132042 loss_bbox_aux_dn: 1.453192 loss_giou_aux_dn: 3.201653 loss: 20.001415 eta: 3 days, 11:37:28 batch_cost: 0.6033 data_cost: 0.0015 ips: 6.6302 images/s [04/07 13:52:28] ppdet.engine INFO: Epoch: [4] [6900/7329] learning_rate: 0.000100 loss_class: 0.717590 loss_bbox: 0.167675 loss_giou: 0.488748 loss_class_aux: 4.693461 loss_bbox_aux: 1.151837 loss_giou_aux: 3.167360 loss_class_dn: 0.385094 loss_bbox_dn: 0.247324 loss_giou_dn: 0.547383 loss_class_aux_dn: 2.076470 loss_bbox_aux_dn: 1.388712 loss_giou_aux_dn: 2.889106 loss: 17.997646 eta: 3 days, 11:38:12 batch_cost: 0.5793 data_cost: 0.0013 ips: 6.9047 images/s [04/07 13:53:24] ppdet.engine INFO: Epoch: [4] [7000/7329] learning_rate: 0.000100 loss_class: 0.612448 loss_bbox: 0.183969 loss_giou: 0.422370 loss_class_aux: 4.154345 loss_bbox_aux: 1.164070 loss_giou_aux: 2.751604 loss_class_dn: 0.338382 loss_bbox_dn: 0.254354 loss_giou_dn: 0.453771 loss_class_aux_dn: 1.780940 loss_bbox_aux_dn: 1.441048 loss_giou_aux_dn: 2.485890 loss: 15.948832 eta: 3 days, 11:36:54 batch_cost: 0.5034 data_cost: 0.0013 ips: 7.9457 images/s [04/07 13:54:28] ppdet.engine INFO: Epoch: [4] [7100/7329] learning_rate: 0.000100 loss_class: 0.680745 loss_bbox: 0.194812 loss_giou: 0.450870 loss_class_aux: 4.449080 loss_bbox_aux: 1.302683 loss_giou_aux: 2.952927 loss_class_dn: 0.379442 loss_bbox_dn: 0.252631 loss_giou_dn: 0.502835 loss_class_aux_dn: 2.015849 loss_bbox_aux_dn: 1.391177 loss_giou_aux_dn: 2.753479 loss: 17.759926 eta: 3 days, 11:37:26 batch_cost: 0.5722 data_cost: 0.0013 ips: 6.9902 images/s [04/07 13:55:23] ppdet.engine INFO: Epoch: [4] [7200/7329] learning_rate: 0.000100 loss_class: 0.708638 loss_bbox: 0.180931 loss_giou: 0.538013 loss_class_aux: 4.357893 loss_bbox_aux: 1.200569 loss_giou_aux: 3.366716 loss_class_dn: 0.389260 loss_bbox_dn: 0.225338 loss_giou_dn: 0.576794 loss_class_aux_dn: 2.017866 loss_bbox_aux_dn: 1.230200 loss_giou_aux_dn: 3.144114 loss: 18.846584 eta: 3 days, 11:35:51 batch_cost: 0.4928 data_cost: 0.0013 ips: 8.1162 images/s [04/07 13:56:20] ppdet.engine INFO: Epoch: [4] [7300/7329] learning_rate: 0.000100 loss_class: 0.693314 loss_bbox: 0.179716 loss_giou: 0.527034 loss_class_aux: 4.512773 loss_bbox_aux: 1.132380 loss_giou_aux: 3.352778 loss_class_dn: 0.391262 loss_bbox_dn: 0.218339 loss_giou_dn: 0.567017 loss_class_aux_dn: 2.042350 loss_bbox_aux_dn: 1.189022 loss_giou_aux_dn: 3.028984 loss: 18.865149 eta: 3 days, 11:34:44 batch_cost: 0.5104 data_cost: 0.0013 ips: 7.8373 images/s [04/07 13:56:40] ppdet.engine INFO: Eval iter: 0 [04/07 13:57:09] ppdet.engine INFO: Eval iter: 100 [04/07 13:57:37] ppdet.engine INFO: Eval iter: 200 [04/07 13:58:04] ppdet.engine INFO: Eval iter: 300 [04/07 13:58:32] ppdet.engine INFO: Eval iter: 400 [04/07 13:58:59] ppdet.engine INFO: Eval iter: 500 [04/07 13:59:26] ppdet.engine INFO: Eval iter: 600 [04/07 13:59:55] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [04/07 13:59:55] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.60s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=107.75s). Accumulating evaluation results... DONE (t=25.43s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.436 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.608 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.471 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.237 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.478 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 ] = 0.350 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.584 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 ] = 0.445 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.862 [04/07 14:02:33] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.932809214231785 [04/07 14:02:33] ppdet.engine INFO: Best test bbox ap is 0.436. [04/07 14:02:36] ppdet.engine INFO: Epoch: [5] [ 0/7329] learning_rate: 0.000100 loss_class: 0.662753 loss_bbox: 0.154160 loss_giou: 0.480003 loss_class_aux: 4.255624 loss_bbox_aux: 1.060165 loss_giou_aux: 3.078391 loss_class_dn: 0.373334 loss_bbox_dn: 0.204021 loss_giou_dn: 0.527316 loss_class_aux_dn: 1.943058 loss_bbox_aux_dn: 1.162848 loss_giou_aux_dn: 2.836378 loss: 17.788387 eta: 3 days, 11:34:14 batch_cost: 0.4907 data_cost: 0.0014 ips: 8.1511 images/s [04/07 14:03:34] ppdet.engine INFO: Epoch: [5] [ 100/7329] learning_rate: 0.000100 loss_class: 0.690448 loss_bbox: 0.190994 loss_giou: 0.543269 loss_class_aux: 4.516035 loss_bbox_aux: 1.292763 loss_giou_aux: 3.391165 loss_class_dn: 0.403723 loss_bbox_dn: 0.255746 loss_giou_dn: 0.566620 loss_class_aux_dn: 2.126425 loss_bbox_aux_dn: 1.410555 loss_giou_aux_dn: 3.096699 loss: 18.525303 eta: 3 days, 11:33:18 batch_cost: 0.5170 data_cost: 0.0014 ips: 7.7377 images/s [04/07 14:04:34] ppdet.engine INFO: Epoch: [5] [ 200/7329] learning_rate: 0.000100 loss_class: 0.631160 loss_bbox: 0.161646 loss_giou: 0.507169 loss_class_aux: 4.033847 loss_bbox_aux: 1.059111 loss_giou_aux: 3.270161 loss_class_dn: 0.372597 loss_bbox_dn: 0.242988 loss_giou_dn: 0.535427 loss_class_aux_dn: 1.949078 loss_bbox_aux_dn: 1.323467 loss_giou_aux_dn: 2.825582 loss: 17.549286 eta: 3 days, 11:32:43 batch_cost: 0.5301 data_cost: 0.0014 ips: 7.5459 images/s [04/07 14:05:34] ppdet.engine INFO: Epoch: [5] [ 300/7329] learning_rate: 0.000100 loss_class: 0.660323 loss_bbox: 0.161032 loss_giou: 0.486647 loss_class_aux: 4.119565 loss_bbox_aux: 1.079383 loss_giou_aux: 3.078364 loss_class_dn: 0.363633 loss_bbox_dn: 0.254133 loss_giou_dn: 0.504731 loss_class_aux_dn: 1.897945 loss_bbox_aux_dn: 1.405518 loss_giou_aux_dn: 2.725992 loss: 17.070339 eta: 3 days, 11:32:13 batch_cost: 0.5339 data_cost: 0.0016 ips: 7.4918 images/s [04/07 14:06:32] ppdet.engine INFO: Epoch: [5] [ 400/7329] learning_rate: 0.000100 loss_class: 0.631634 loss_bbox: 0.176172 loss_giou: 0.472347 loss_class_aux: 4.264661 loss_bbox_aux: 1.192151 loss_giou_aux: 3.039235 loss_class_dn: 0.406077 loss_bbox_dn: 0.228909 loss_giou_dn: 0.558600 loss_class_aux_dn: 2.161121 loss_bbox_aux_dn: 1.251966 loss_giou_aux_dn: 2.919709 loss: 18.312828 eta: 3 days, 11:31:16 batch_cost: 0.5161 data_cost: 0.0015 ips: 7.7500 images/s [04/07 14:07:26] ppdet.engine INFO: Epoch: [5] [ 500/7329] learning_rate: 0.000100 loss_class: 0.710824 loss_bbox: 0.203134 loss_giou: 0.521506 loss_class_aux: 4.555587 loss_bbox_aux: 1.329962 loss_giou_aux: 3.216712 loss_class_dn: 0.393666 loss_bbox_dn: 0.266671 loss_giou_dn: 0.580089 loss_class_aux_dn: 2.097019 loss_bbox_aux_dn: 1.501966 loss_giou_aux_dn: 3.052460 loss: 18.399853 eta: 3 days, 11:29:20 batch_cost: 0.4789 data_cost: 0.0013 ips: 8.3518 images/s [04/07 14:08:20] ppdet.engine INFO: Epoch: [5] [ 600/7329] learning_rate: 0.000100 loss_class: 0.746471 loss_bbox: 0.183899 loss_giou: 0.534705 loss_class_aux: 4.899614 loss_bbox_aux: 1.206275 loss_giou_aux: 3.532066 loss_class_dn: 0.415622 loss_bbox_dn: 0.285458 loss_giou_dn: 0.590768 loss_class_aux_dn: 2.160038 loss_bbox_aux_dn: 1.511620 loss_giou_aux_dn: 3.186835 loss: 20.178123 eta: 3 days, 11:27:29 batch_cost: 0.4814 data_cost: 0.0013 ips: 8.3096 images/s [04/07 14:09:21] ppdet.engine INFO: Epoch: [5] [ 700/7329] learning_rate: 0.000100 loss_class: 0.687871 loss_bbox: 0.193141 loss_giou: 0.510424 loss_class_aux: 4.435484 loss_bbox_aux: 1.287221 loss_giou_aux: 3.284880 loss_class_dn: 0.389918 loss_bbox_dn: 0.270098 loss_giou_dn: 0.550081 loss_class_aux_dn: 2.028104 loss_bbox_aux_dn: 1.514589 loss_giou_aux_dn: 2.977995 loss: 19.156876 eta: 3 days, 11:27:05 batch_cost: 0.5379 data_cost: 0.0017 ips: 7.4366 images/s [04/07 14:10:24] ppdet.engine INFO: Epoch: [5] [ 800/7329] learning_rate: 0.000100 loss_class: 0.699384 loss_bbox: 0.163921 loss_giou: 0.415797 loss_class_aux: 4.534050 loss_bbox_aux: 1.139198 loss_giou_aux: 2.782296 loss_class_dn: 0.364200 loss_bbox_dn: 0.239104 loss_giou_dn: 0.473187 loss_class_aux_dn: 1.903963 loss_bbox_aux_dn: 1.331915 loss_giou_aux_dn: 2.537515 loss: 16.790543 eta: 3 days, 11:27:18 batch_cost: 0.5610 data_cost: 0.0016 ips: 7.1303 images/s [04/07 14:11:24] ppdet.engine INFO: Epoch: [5] [ 900/7329] learning_rate: 0.000100 loss_class: 0.667641 loss_bbox: 0.191804 loss_giou: 0.582316 loss_class_aux: 4.551450 loss_bbox_aux: 1.278205 loss_giou_aux: 3.647223 loss_class_dn: 0.393181 loss_bbox_dn: 0.249015 loss_giou_dn: 0.598926 loss_class_aux_dn: 2.098411 loss_bbox_aux_dn: 1.368017 loss_giou_aux_dn: 3.203427 loss: 18.437454 eta: 3 days, 11:26:52 batch_cost: 0.5369 data_cost: 0.0015 ips: 7.4507 images/s [04/07 14:12:25] ppdet.engine INFO: Epoch: [5] [1000/7329] learning_rate: 0.000100 loss_class: 0.676821 loss_bbox: 0.172700 loss_giou: 0.419470 loss_class_aux: 4.466976 loss_bbox_aux: 1.139875 loss_giou_aux: 2.772823 loss_class_dn: 0.372568 loss_bbox_dn: 0.240534 loss_giou_dn: 0.503385 loss_class_aux_dn: 1.941799 loss_bbox_aux_dn: 1.295322 loss_giou_aux_dn: 2.638579 loss: 17.530914 eta: 3 days, 11:26:46 batch_cost: 0.5495 data_cost: 0.0013 ips: 7.2792 images/s [04/07 14:13:24] ppdet.engine INFO: Epoch: [5] [1100/7329] learning_rate: 0.000100 loss_class: 0.646845 loss_bbox: 0.174099 loss_giou: 0.438815 loss_class_aux: 4.274403 loss_bbox_aux: 1.162773 loss_giou_aux: 2.817371 loss_class_dn: 0.369747 loss_bbox_dn: 0.257775 loss_giou_dn: 0.492138 loss_class_aux_dn: 1.910432 loss_bbox_aux_dn: 1.359649 loss_giou_aux_dn: 2.596600 loss: 17.717167 eta: 3 days, 11:26:08 batch_cost: 0.5287 data_cost: 0.0014 ips: 7.5652 images/s [04/07 14:14:30] ppdet.engine INFO: Epoch: [5] [1200/7329] learning_rate: 0.000100 loss_class: 0.704454 loss_bbox: 0.187292 loss_giou: 0.504834 loss_class_aux: 4.384634 loss_bbox_aux: 1.157985 loss_giou_aux: 3.126456 loss_class_dn: 0.387750 loss_bbox_dn: 0.260880 loss_giou_dn: 0.535412 loss_class_aux_dn: 1.971339 loss_bbox_aux_dn: 1.409126 loss_giou_aux_dn: 2.886077 loss: 18.947002 eta: 3 days, 11:27:01 batch_cost: 0.5884 data_cost: 0.0014 ips: 6.7986 images/s [04/07 14:15:26] ppdet.engine INFO: Epoch: [5] [1300/7329] learning_rate: 0.000100 loss_class: 0.676651 loss_bbox: 0.181853 loss_giou: 0.599191 loss_class_aux: 4.415751 loss_bbox_aux: 1.171633 loss_giou_aux: 3.753787 loss_class_dn: 0.431025 loss_bbox_dn: 0.230802 loss_giou_dn: 0.603538 loss_class_aux_dn: 2.286986 loss_bbox_aux_dn: 1.274783 loss_giou_aux_dn: 3.253097 loss: 19.676630 eta: 3 days, 11:25:38 batch_cost: 0.4997 data_cost: 0.0013 ips: 8.0043 images/s [04/07 14:16:21] ppdet.engine INFO: Epoch: [5] [1400/7329] learning_rate: 0.000100 loss_class: 0.641236 loss_bbox: 0.158961 loss_giou: 0.507807 loss_class_aux: 4.011199 loss_bbox_aux: 1.041416 loss_giou_aux: 3.118888 loss_class_dn: 0.364096 loss_bbox_dn: 0.223524 loss_giou_dn: 0.511450 loss_class_aux_dn: 1.917658 loss_bbox_aux_dn: 1.272969 loss_giou_aux_dn: 2.802864 loss: 17.173000 eta: 3 days, 11:23:58 batch_cost: 0.4886 data_cost: 0.0014 ips: 8.1862 images/s [04/07 14:17:18] ppdet.engine INFO: Epoch: [5] [1500/7329] learning_rate: 0.000100 loss_class: 0.702466 loss_bbox: 0.184609 loss_giou: 0.423908 loss_class_aux: 4.532210 loss_bbox_aux: 1.220204 loss_giou_aux: 2.781549 loss_class_dn: 0.407928 loss_bbox_dn: 0.253436 loss_giou_dn: 0.483879 loss_class_aux_dn: 2.119464 loss_bbox_aux_dn: 1.406361 loss_giou_aux_dn: 2.648504 loss: 18.404194 eta: 3 days, 11:22:30 batch_cost: 0.4956 data_cost: 0.0016 ips: 8.0710 images/s [04/07 14:18:12] ppdet.engine INFO: Epoch: [5] [1600/7329] learning_rate: 0.000100 loss_class: 0.704039 loss_bbox: 0.197780 loss_giou: 0.487571 loss_class_aux: 4.733935 loss_bbox_aux: 1.263441 loss_giou_aux: 3.160751 loss_class_dn: 0.410514 loss_bbox_dn: 0.273109 loss_giou_dn: 0.564180 loss_class_aux_dn: 2.164879 loss_bbox_aux_dn: 1.501875 loss_giou_aux_dn: 3.031051 loss: 19.444248 eta: 3 days, 11:20:49 batch_cost: 0.4872 data_cost: 0.0013 ips: 8.2103 images/s [04/07 14:19:14] ppdet.engine INFO: Epoch: [5] [1700/7329] learning_rate: 0.000100 loss_class: 0.689344 loss_bbox: 0.210727 loss_giou: 0.537890 loss_class_aux: 4.576415 loss_bbox_aux: 1.299518 loss_giou_aux: 3.460895 loss_class_dn: 0.392632 loss_bbox_dn: 0.258700 loss_giou_dn: 0.566662 loss_class_aux_dn: 2.042956 loss_bbox_aux_dn: 1.446405 loss_giou_aux_dn: 3.015462 loss: 19.062756 eta: 3 days, 11:20:35 batch_cost: 0.5452 data_cost: 0.0017 ips: 7.3361 images/s [04/07 14:20:16] ppdet.engine INFO: Epoch: [5] [1800/7329] learning_rate: 0.000100 loss_class: 0.728714 loss_bbox: 0.200565 loss_giou: 0.519165 loss_class_aux: 4.594068 loss_bbox_aux: 1.321029 loss_giou_aux: 3.282423 loss_class_dn: 0.411784 loss_bbox_dn: 0.276353 loss_giou_dn: 0.562715 loss_class_aux_dn: 2.179003 loss_bbox_aux_dn: 1.528854 loss_giou_aux_dn: 3.010168 loss: 18.857115 eta: 3 days, 11:20:48 batch_cost: 0.5627 data_cost: 0.0013 ips: 7.1088 images/s [04/07 14:21:14] ppdet.engine INFO: Epoch: [5] [1900/7329] learning_rate: 0.000100 loss_class: 0.736006 loss_bbox: 0.177446 loss_giou: 0.486336 loss_class_aux: 4.732307 loss_bbox_aux: 1.160291 loss_giou_aux: 3.037209 loss_class_dn: 0.401114 loss_bbox_dn: 0.234901 loss_giou_dn: 0.519224 loss_class_aux_dn: 2.095394 loss_bbox_aux_dn: 1.322963 loss_giou_aux_dn: 2.862502 loss: 17.776785 eta: 3 days, 11:19:48 batch_cost: 0.5144 data_cost: 0.0013 ips: 7.7753 images/s [04/07 14:22:11] ppdet.engine INFO: Epoch: [5] [2000/7329] learning_rate: 0.000100 loss_class: 0.741575 loss_bbox: 0.206555 loss_giou: 0.574621 loss_class_aux: 4.734324 loss_bbox_aux: 1.331734 loss_giou_aux: 3.555476 loss_class_dn: 0.439232 loss_bbox_dn: 0.271995 loss_giou_dn: 0.601357 loss_class_aux_dn: 2.300411 loss_bbox_aux_dn: 1.541878 loss_giou_aux_dn: 3.213058 loss: 19.247292 eta: 3 days, 11:18:48 batch_cost: 0.5145 data_cost: 0.0012 ips: 7.7746 images/s [04/07 14:23:07] ppdet.engine INFO: Epoch: [5] [2100/7329] learning_rate: 0.000100 loss_class: 0.696832 loss_bbox: 0.181830 loss_giou: 0.476246 loss_class_aux: 4.485703 loss_bbox_aux: 1.176731 loss_giou_aux: 3.048716 loss_class_dn: 0.379128 loss_bbox_dn: 0.263490 loss_giou_dn: 0.547041 loss_class_aux_dn: 2.011199 loss_bbox_aux_dn: 1.510281 loss_giou_aux_dn: 2.912860 loss: 18.685776 eta: 3 days, 11:17:27 batch_cost: 0.5004 data_cost: 0.0013 ips: 7.9931 images/s [04/07 14:24:13] ppdet.engine INFO: Epoch: [5] [2200/7329] learning_rate: 0.000100 loss_class: 0.757327 loss_bbox: 0.192988 loss_giou: 0.539205 loss_class_aux: 5.025641 loss_bbox_aux: 1.230569 loss_giou_aux: 3.446409 loss_class_dn: 0.432893 loss_bbox_dn: 0.234836 loss_giou_dn: 0.598177 loss_class_aux_dn: 2.237130 loss_bbox_aux_dn: 1.364064 loss_giou_aux_dn: 3.195759 loss: 19.703114 eta: 3 days, 11:18:22 batch_cost: 0.5920 data_cost: 0.0014 ips: 6.7566 images/s [04/07 14:25:09] ppdet.engine INFO: Epoch: [5] [2300/7329] learning_rate: 0.000100 loss_class: 0.666535 loss_bbox: 0.188607 loss_giou: 0.455378 loss_class_aux: 4.462981 loss_bbox_aux: 1.246560 loss_giou_aux: 2.873257 loss_class_dn: 0.389193 loss_bbox_dn: 0.250540 loss_giou_dn: 0.534786 loss_class_aux_dn: 2.094555 loss_bbox_aux_dn: 1.455564 loss_giou_aux_dn: 2.821647 loss: 18.754791 eta: 3 days, 11:16:56 batch_cost: 0.4966 data_cost: 0.0013 ips: 8.0542 images/s [04/07 14:26:07] ppdet.engine INFO: Epoch: [5] [2400/7329] learning_rate: 0.000100 loss_class: 0.639791 loss_bbox: 0.165788 loss_giou: 0.433955 loss_class_aux: 4.216151 loss_bbox_aux: 1.116581 loss_giou_aux: 2.747268 loss_class_dn: 0.390617 loss_bbox_dn: 0.242228 loss_giou_dn: 0.478154 loss_class_aux_dn: 2.058928 loss_bbox_aux_dn: 1.336016 loss_giou_aux_dn: 2.589065 loss: 17.077030 eta: 3 days, 11:15:57 batch_cost: 0.5156 data_cost: 0.0012 ips: 7.7580 images/s [04/07 14:27:03] ppdet.engine INFO: Epoch: [5] [2500/7329] learning_rate: 0.000100 loss_class: 0.710440 loss_bbox: 0.195658 loss_giou: 0.482367 loss_class_aux: 4.552680 loss_bbox_aux: 1.338486 loss_giou_aux: 3.041580 loss_class_dn: 0.400265 loss_bbox_dn: 0.281070 loss_giou_dn: 0.519892 loss_class_aux_dn: 2.107401 loss_bbox_aux_dn: 1.538015 loss_giou_aux_dn: 2.791894 loss: 17.996529 eta: 3 days, 11:14:39 batch_cost: 0.5021 data_cost: 0.0014 ips: 7.9668 images/s [04/07 14:27:58] ppdet.engine INFO: Epoch: [5] [2600/7329] learning_rate: 0.000100 loss_class: 0.682965 loss_bbox: 0.209248 loss_giou: 0.520758 loss_class_aux: 4.348744 loss_bbox_aux: 1.321540 loss_giou_aux: 3.247486 loss_class_dn: 0.380903 loss_bbox_dn: 0.237940 loss_giou_dn: 0.563901 loss_class_aux_dn: 1.984428 loss_bbox_aux_dn: 1.339457 loss_giou_aux_dn: 3.069540 loss: 18.432728 eta: 3 days, 11:13:02 batch_cost: 0.4891 data_cost: 0.0013 ips: 8.1786 images/s [04/07 14:28:56] ppdet.engine INFO: Epoch: [5] [2700/7329] learning_rate: 0.000100 loss_class: 0.701143 loss_bbox: 0.185994 loss_giou: 0.453611 loss_class_aux: 4.488742 loss_bbox_aux: 1.243891 loss_giou_aux: 2.959732 loss_class_dn: 0.393267 loss_bbox_dn: 0.285104 loss_giou_dn: 0.516469 loss_class_aux_dn: 2.081587 loss_bbox_aux_dn: 1.578909 loss_giou_aux_dn: 2.759781 loss: 18.317631 eta: 3 days, 11:11:59 batch_cost: 0.5120 data_cost: 0.0013 ips: 7.8125 images/s [04/07 14:29:52] ppdet.engine INFO: Epoch: [5] [2800/7329] learning_rate: 0.000100 loss_class: 0.725952 loss_bbox: 0.184758 loss_giou: 0.497093 loss_class_aux: 4.663756 loss_bbox_aux: 1.204579 loss_giou_aux: 3.252629 loss_class_dn: 0.404216 loss_bbox_dn: 0.242551 loss_giou_dn: 0.506346 loss_class_aux_dn: 2.130660 loss_bbox_aux_dn: 1.299914 loss_giou_aux_dn: 2.746750 loss: 18.447453 eta: 3 days, 11:10:32 batch_cost: 0.4958 data_cost: 0.0013 ips: 8.0680 images/s [04/07 14:30:53] ppdet.engine INFO: Epoch: [5] [2900/7329] learning_rate: 0.000100 loss_class: 0.664405 loss_bbox: 0.183857 loss_giou: 0.567004 loss_class_aux: 4.205078 loss_bbox_aux: 1.230434 loss_giou_aux: 3.644000 loss_class_dn: 0.370338 loss_bbox_dn: 0.234676 loss_giou_dn: 0.558962 loss_class_aux_dn: 1.961332 loss_bbox_aux_dn: 1.288727 loss_giou_aux_dn: 2.972191 loss: 17.574116 eta: 3 days, 11:10:28 batch_cost: 0.5526 data_cost: 0.0014 ips: 7.2383 images/s [04/07 14:31:56] ppdet.engine INFO: Epoch: [5] [3000/7329] learning_rate: 0.000100 loss_class: 0.689791 loss_bbox: 0.179168 loss_giou: 0.456161 loss_class_aux: 4.511244 loss_bbox_aux: 1.159006 loss_giou_aux: 2.900289 loss_class_dn: 0.383697 loss_bbox_dn: 0.272208 loss_giou_dn: 0.515836 loss_class_aux_dn: 2.021314 loss_bbox_aux_dn: 1.545423 loss_giou_aux_dn: 2.763800 loss: 17.537537 eta: 3 days, 11:10:49 batch_cost: 0.5702 data_cost: 0.0018 ips: 7.0147 images/s [04/07 14:33:01] ppdet.engine INFO: Epoch: [5] [3100/7329] learning_rate: 0.000100 loss_class: 0.692184 loss_bbox: 0.195723 loss_giou: 0.517307 loss_class_aux: 4.472517 loss_bbox_aux: 1.255962 loss_giou_aux: 3.324160 loss_class_dn: 0.387685 loss_bbox_dn: 0.254417 loss_giou_dn: 0.543470 loss_class_aux_dn: 2.079182 loss_bbox_aux_dn: 1.378080 loss_giou_aux_dn: 2.951295 loss: 18.037426 eta: 3 days, 11:11:25 batch_cost: 0.5807 data_cost: 0.0015 ips: 6.8877 images/s [04/07 14:34:03] ppdet.engine INFO: Epoch: [5] [3200/7329] learning_rate: 0.000100 loss_class: 0.639132 loss_bbox: 0.197760 loss_giou: 0.515921 loss_class_aux: 4.030129 loss_bbox_aux: 1.283126 loss_giou_aux: 3.245456 loss_class_dn: 0.379121 loss_bbox_dn: 0.267722 loss_giou_dn: 0.545342 loss_class_aux_dn: 1.957346 loss_bbox_aux_dn: 1.497437 loss_giou_aux_dn: 2.915494 loss: 17.410742 eta: 3 days, 11:11:31 batch_cost: 0.5600 data_cost: 0.0013 ips: 7.1431 images/s [04/07 14:34:59] ppdet.engine INFO: Epoch: [5] [3300/7329] learning_rate: 0.000100 loss_class: 0.642352 loss_bbox: 0.190692 loss_giou: 0.534650 loss_class_aux: 4.348273 loss_bbox_aux: 1.221090 loss_giou_aux: 3.374417 loss_class_dn: 0.369646 loss_bbox_dn: 0.236372 loss_giou_dn: 0.558186 loss_class_aux_dn: 1.941591 loss_bbox_aux_dn: 1.322879 loss_giou_aux_dn: 2.945736 loss: 17.588974 eta: 3 days, 11:09:59 batch_cost: 0.4923 data_cost: 0.0014 ips: 8.1258 images/s [04/07 14:35:55] ppdet.engine INFO: Epoch: [5] [3400/7329] learning_rate: 0.000100 loss_class: 0.706261 loss_bbox: 0.190703 loss_giou: 0.500902 loss_class_aux: 4.503506 loss_bbox_aux: 1.274506 loss_giou_aux: 3.246137 loss_class_dn: 0.410502 loss_bbox_dn: 0.246934 loss_giou_dn: 0.561284 loss_class_aux_dn: 2.150332 loss_bbox_aux_dn: 1.387063 loss_giou_aux_dn: 3.040090 loss: 19.107786 eta: 3 days, 11:08:32 batch_cost: 0.4963 data_cost: 0.0015 ips: 8.0594 images/s [04/07 14:36:51] ppdet.engine INFO: Epoch: [5] [3500/7329] learning_rate: 0.000100 loss_class: 0.731047 loss_bbox: 0.178142 loss_giou: 0.474462 loss_class_aux: 4.660903 loss_bbox_aux: 1.125534 loss_giou_aux: 2.890970 loss_class_dn: 0.410962 loss_bbox_dn: 0.241140 loss_giou_dn: 0.519640 loss_class_aux_dn: 2.166371 loss_bbox_aux_dn: 1.383914 loss_giou_aux_dn: 2.828678 loss: 19.147503 eta: 3 days, 11:07:10 batch_cost: 0.4987 data_cost: 0.0013 ips: 8.0212 images/s [04/07 14:37:51] ppdet.engine INFO: Epoch: [5] [3600/7329] learning_rate: 0.000100 loss_class: 0.730258 loss_bbox: 0.195382 loss_giou: 0.507272 loss_class_aux: 4.683271 loss_bbox_aux: 1.279531 loss_giou_aux: 3.259417 loss_class_dn: 0.419855 loss_bbox_dn: 0.274783 loss_giou_dn: 0.549435 loss_class_aux_dn: 2.230020 loss_bbox_aux_dn: 1.487861 loss_giou_aux_dn: 3.003890 loss: 18.907919 eta: 3 days, 11:06:53 batch_cost: 0.5443 data_cost: 0.0013 ips: 7.3494 images/s [04/07 14:38:51] ppdet.engine INFO: Epoch: [5] [3700/7329] learning_rate: 0.000100 loss_class: 0.752577 loss_bbox: 0.202582 loss_giou: 0.545427 loss_class_aux: 4.802094 loss_bbox_aux: 1.227591 loss_giou_aux: 3.448106 loss_class_dn: 0.410774 loss_bbox_dn: 0.252554 loss_giou_dn: 0.560036 loss_class_aux_dn: 2.222947 loss_bbox_aux_dn: 1.419075 loss_giou_aux_dn: 2.990281 loss: 18.108715 eta: 3 days, 11:06:11 batch_cost: 0.5275 data_cost: 0.0014 ips: 7.5823 images/s [04/07 14:39:49] ppdet.engine INFO: Epoch: [5] [3800/7329] learning_rate: 0.000100 loss_class: 0.682037 loss_bbox: 0.179253 loss_giou: 0.480366 loss_class_aux: 4.411550 loss_bbox_aux: 1.182784 loss_giou_aux: 2.964556 loss_class_dn: 0.370172 loss_bbox_dn: 0.279882 loss_giou_dn: 0.497776 loss_class_aux_dn: 1.978456 loss_bbox_aux_dn: 1.485274 loss_giou_aux_dn: 2.651824 loss: 17.019308 eta: 3 days, 11:05:07 batch_cost: 0.5110 data_cost: 0.0014 ips: 7.8280 images/s [04/07 14:40:43] ppdet.engine INFO: Epoch: [5] [3900/7329] learning_rate: 0.000100 loss_class: 0.693321 loss_bbox: 0.180333 loss_giou: 0.556405 loss_class_aux: 4.484009 loss_bbox_aux: 1.178921 loss_giou_aux: 3.484427 loss_class_dn: 0.401373 loss_bbox_dn: 0.260944 loss_giou_dn: 0.578481 loss_class_aux_dn: 2.066590 loss_bbox_aux_dn: 1.441819 loss_giou_aux_dn: 3.028388 loss: 18.665052 eta: 3 days, 11:03:21 batch_cost: 0.4819 data_cost: 0.0014 ips: 8.2997 images/s [04/07 14:41:37] ppdet.engine INFO: Epoch: [5] [4000/7329] learning_rate: 0.000100 loss_class: 0.637098 loss_bbox: 0.177358 loss_giou: 0.440341 loss_class_aux: 4.120277 loss_bbox_aux: 1.128841 loss_giou_aux: 2.785512 loss_class_dn: 0.379782 loss_bbox_dn: 0.219586 loss_giou_dn: 0.489651 loss_class_aux_dn: 2.015852 loss_bbox_aux_dn: 1.242320 loss_giou_aux_dn: 2.542299 loss: 17.153118 eta: 3 days, 11:01:34 batch_cost: 0.4814 data_cost: 0.0014 ips: 8.3093 images/s [04/07 14:42:33] ppdet.engine INFO: Epoch: [5] [4100/7329] learning_rate: 0.000100 loss_class: 0.645234 loss_bbox: 0.195369 loss_giou: 0.503818 loss_class_aux: 4.357120 loss_bbox_aux: 1.232371 loss_giou_aux: 2.996307 loss_class_dn: 0.370851 loss_bbox_dn: 0.234677 loss_giou_dn: 0.525113 loss_class_aux_dn: 1.937835 loss_bbox_aux_dn: 1.276883 loss_giou_aux_dn: 2.809055 loss: 17.573235 eta: 3 days, 11:00:01 batch_cost: 0.4906 data_cost: 0.0014 ips: 8.1536 images/s [04/07 14:43:36] ppdet.engine INFO: Epoch: [5] [4200/7329] learning_rate: 0.000100 loss_class: 0.675526 loss_bbox: 0.171880 loss_giou: 0.436344 loss_class_aux: 4.355134 loss_bbox_aux: 1.143190 loss_giou_aux: 2.811906 loss_class_dn: 0.374664 loss_bbox_dn: 0.229560 loss_giou_dn: 0.472591 loss_class_aux_dn: 2.004330 loss_bbox_aux_dn: 1.268844 loss_giou_aux_dn: 2.605474 loss: 16.824856 eta: 3 days, 10:59:58 batch_cost: 0.5546 data_cost: 0.0020 ips: 7.2128 images/s [04/07 14:44:38] ppdet.engine INFO: Epoch: [5] [4300/7329] learning_rate: 0.000100 loss_class: 0.681401 loss_bbox: 0.175363 loss_giou: 0.502141 loss_class_aux: 4.522221 loss_bbox_aux: 1.103048 loss_giou_aux: 3.208751 loss_class_dn: 0.396775 loss_bbox_dn: 0.243166 loss_giou_dn: 0.534953 loss_class_aux_dn: 2.063955 loss_bbox_aux_dn: 1.329809 loss_giou_aux_dn: 2.797452 loss: 18.409967 eta: 3 days, 11:00:02 batch_cost: 0.5600 data_cost: 0.0013 ips: 7.1434 images/s [04/07 14:45:38] ppdet.engine INFO: Epoch: [5] [4400/7329] learning_rate: 0.000100 loss_class: 0.690599 loss_bbox: 0.188248 loss_giou: 0.515152 loss_class_aux: 4.638179 loss_bbox_aux: 1.184930 loss_giou_aux: 3.359421 loss_class_dn: 0.405849 loss_bbox_dn: 0.267143 loss_giou_dn: 0.560275 loss_class_aux_dn: 2.112686 loss_bbox_aux_dn: 1.496048 loss_giou_aux_dn: 2.983850 loss: 18.486912 eta: 3 days, 10:59:29 batch_cost: 0.5331 data_cost: 0.0014 ips: 7.5035 images/s [04/07 14:46:35] ppdet.engine INFO: Epoch: [5] [4500/7329] learning_rate: 0.000100 loss_class: 0.632953 loss_bbox: 0.193372 loss_giou: 0.471875 loss_class_aux: 4.163899 loss_bbox_aux: 1.266278 loss_giou_aux: 2.908210 loss_class_dn: 0.366834 loss_bbox_dn: 0.245747 loss_giou_dn: 0.473425 loss_class_aux_dn: 1.950080 loss_bbox_aux_dn: 1.360208 loss_giou_aux_dn: 2.557048 loss: 17.034306 eta: 3 days, 10:58:09 batch_cost: 0.5005 data_cost: 0.0013 ips: 7.9921 images/s [04/07 14:47:31] ppdet.engine INFO: Epoch: [5] [4600/7329] learning_rate: 0.000100 loss_class: 0.606625 loss_bbox: 0.159455 loss_giou: 0.511994 loss_class_aux: 3.953491 loss_bbox_aux: 1.053423 loss_giou_aux: 3.262541 loss_class_dn: 0.359471 loss_bbox_dn: 0.213620 loss_giou_dn: 0.545257 loss_class_aux_dn: 1.954242 loss_bbox_aux_dn: 1.202864 loss_giou_aux_dn: 2.897565 loss: 17.427559 eta: 3 days, 10:56:58 batch_cost: 0.5063 data_cost: 0.0013 ips: 7.8999 images/s [04/07 14:48:29] ppdet.engine INFO: Epoch: [5] [4700/7329] learning_rate: 0.000100 loss_class: 0.699598 loss_bbox: 0.182035 loss_giou: 0.463282 loss_class_aux: 4.652980 loss_bbox_aux: 1.185607 loss_giou_aux: 2.993137 loss_class_dn: 0.405060 loss_bbox_dn: 0.239775 loss_giou_dn: 0.535046 loss_class_aux_dn: 2.115430 loss_bbox_aux_dn: 1.313038 loss_giou_aux_dn: 2.849882 loss: 17.494268 eta: 3 days, 10:56:03 batch_cost: 0.5172 data_cost: 0.0013 ips: 7.7347 images/s [04/07 14:49:28] ppdet.engine INFO: Epoch: [5] [4800/7329] learning_rate: 0.000100 loss_class: 0.761099 loss_bbox: 0.176011 loss_giou: 0.499121 loss_class_aux: 4.856813 loss_bbox_aux: 1.172636 loss_giou_aux: 3.280137 loss_class_dn: 0.402520 loss_bbox_dn: 0.280045 loss_giou_dn: 0.558819 loss_class_aux_dn: 2.126021 loss_bbox_aux_dn: 1.524969 loss_giou_aux_dn: 3.005125 loss: 18.416573 eta: 3 days, 10:55:17 batch_cost: 0.5248 data_cost: 0.0013 ips: 7.6224 images/s [04/07 14:50:24] ppdet.engine INFO: Epoch: [5] [4900/7329] learning_rate: 0.000100 loss_class: 0.704579 loss_bbox: 0.183734 loss_giou: 0.469954 loss_class_aux: 4.653918 loss_bbox_aux: 1.182751 loss_giou_aux: 3.004241 loss_class_dn: 0.389504 loss_bbox_dn: 0.245863 loss_giou_dn: 0.585153 loss_class_aux_dn: 2.054103 loss_bbox_aux_dn: 1.425126 loss_giou_aux_dn: 3.064672 loss: 18.665676 eta: 3 days, 10:53:54 batch_cost: 0.4969 data_cost: 0.0013 ips: 8.0498 images/s [04/07 14:51:21] ppdet.engine INFO: Epoch: [5] [5000/7329] learning_rate: 0.000100 loss_class: 0.718961 loss_bbox: 0.177860 loss_giou: 0.477043 loss_class_aux: 4.525911 loss_bbox_aux: 1.163454 loss_giou_aux: 3.029902 loss_class_dn: 0.373314 loss_bbox_dn: 0.249158 loss_giou_dn: 0.523626 loss_class_aux_dn: 1.974815 loss_bbox_aux_dn: 1.285890 loss_giou_aux_dn: 2.835291 loss: 18.490906 eta: 3 days, 10:52:50 batch_cost: 0.5116 data_cost: 0.0013 ips: 7.8187 images/s [04/07 14:52:22] ppdet.engine INFO: Epoch: [5] [5100/7329] learning_rate: 0.000100 loss_class: 0.650961 loss_bbox: 0.182757 loss_giou: 0.485519 loss_class_aux: 4.318373 loss_bbox_aux: 1.188153 loss_giou_aux: 2.975133 loss_class_dn: 0.379509 loss_bbox_dn: 0.241453 loss_giou_dn: 0.508741 loss_class_aux_dn: 2.011227 loss_bbox_aux_dn: 1.362905 loss_giou_aux_dn: 2.707982 loss: 17.669096 eta: 3 days, 10:52:15 batch_cost: 0.5322 data_cost: 0.0015 ips: 7.5156 images/s [04/07 14:53:24] ppdet.engine INFO: Epoch: [5] [5200/7329] learning_rate: 0.000100 loss_class: 0.784065 loss_bbox: 0.205025 loss_giou: 0.518683 loss_class_aux: 5.068645 loss_bbox_aux: 1.325539 loss_giou_aux: 3.296765 loss_class_dn: 0.437859 loss_bbox_dn: 0.299364 loss_giou_dn: 0.561147 loss_class_aux_dn: 2.284784 loss_bbox_aux_dn: 1.660562 loss_giou_aux_dn: 3.057904 loss: 19.824486 eta: 3 days, 10:51:50 batch_cost: 0.5390 data_cost: 0.0015 ips: 7.4205 images/s [04/07 14:54:20] ppdet.engine INFO: Epoch: [5] [5300/7329] learning_rate: 0.000100 loss_class: 0.709277 loss_bbox: 0.170261 loss_giou: 0.524735 loss_class_aux: 4.534440 loss_bbox_aux: 1.170536 loss_giou_aux: 3.460730 loss_class_dn: 0.407194 loss_bbox_dn: 0.246800 loss_giou_dn: 0.551916 loss_class_aux_dn: 2.157217 loss_bbox_aux_dn: 1.385014 loss_giou_aux_dn: 2.934992 loss: 18.783566 eta: 3 days, 10:50:22 batch_cost: 0.4939 data_cost: 0.0013 ips: 8.0996 images/s [04/07 14:55:21] ppdet.engine INFO: Epoch: [5] [5400/7329] learning_rate: 0.000100 loss_class: 0.644404 loss_bbox: 0.181136 loss_giou: 0.481527 loss_class_aux: 4.280542 loss_bbox_aux: 1.198012 loss_giou_aux: 3.052414 loss_class_dn: 0.405941 loss_bbox_dn: 0.228478 loss_giou_dn: 0.528700 loss_class_aux_dn: 2.076869 loss_bbox_aux_dn: 1.265830 loss_giou_aux_dn: 2.836901 loss: 18.682644 eta: 3 days, 10:50:09 batch_cost: 0.5481 data_cost: 0.0015 ips: 7.2985 images/s [04/07 14:56:24] ppdet.engine INFO: Epoch: [5] [5500/7329] learning_rate: 0.000100 loss_class: 0.715367 loss_bbox: 0.198897 loss_giou: 0.493081 loss_class_aux: 4.668076 loss_bbox_aux: 1.353128 loss_giou_aux: 3.038109 loss_class_dn: 0.398553 loss_bbox_dn: 0.324600 loss_giou_dn: 0.537191 loss_class_aux_dn: 2.153211 loss_bbox_aux_dn: 1.746547 loss_giou_aux_dn: 2.914195 loss: 18.647125 eta: 3 days, 10:50:14 batch_cost: 0.5618 data_cost: 0.0014 ips: 7.1202 images/s [04/07 14:57:21] ppdet.engine INFO: Epoch: [5] [5600/7329] learning_rate: 0.000100 loss_class: 0.667870 loss_bbox: 0.190146 loss_giou: 0.454028 loss_class_aux: 4.403943 loss_bbox_aux: 1.204358 loss_giou_aux: 2.802815 loss_class_dn: 0.381839 loss_bbox_dn: 0.284040 loss_giou_dn: 0.496609 loss_class_aux_dn: 2.008601 loss_bbox_aux_dn: 1.539994 loss_giou_aux_dn: 2.663298 loss: 17.579683 eta: 3 days, 10:48:57 batch_cost: 0.5021 data_cost: 0.0014 ips: 7.9663 images/s [04/07 14:58:19] ppdet.engine INFO: Epoch: [5] [5700/7329] learning_rate: 0.000100 loss_class: 0.781083 loss_bbox: 0.210845 loss_giou: 0.601398 loss_class_aux: 5.018545 loss_bbox_aux: 1.440054 loss_giou_aux: 3.815805 loss_class_dn: 0.431292 loss_bbox_dn: 0.293996 loss_giou_dn: 0.627630 loss_class_aux_dn: 2.303092 loss_bbox_aux_dn: 1.698009 loss_giou_aux_dn: 3.361744 loss: 20.237583 eta: 3 days, 10:48:11 batch_cost: 0.5241 data_cost: 0.0013 ips: 7.6316 images/s [04/07 14:59:15] ppdet.engine INFO: Epoch: [5] [5800/7329] learning_rate: 0.000100 loss_class: 0.659230 loss_bbox: 0.198926 loss_giou: 0.451371 loss_class_aux: 4.257939 loss_bbox_aux: 1.257669 loss_giou_aux: 2.883941 loss_class_dn: 0.373065 loss_bbox_dn: 0.261396 loss_giou_dn: 0.506393 loss_class_aux_dn: 1.984467 loss_bbox_aux_dn: 1.394298 loss_giou_aux_dn: 2.764513 loss: 18.060265 eta: 3 days, 10:46:48 batch_cost: 0.4973 data_cost: 0.0013 ips: 8.0434 images/s [04/07 15:00:16] ppdet.engine INFO: Epoch: [5] [5900/7329] learning_rate: 0.000100 loss_class: 0.641560 loss_bbox: 0.175473 loss_giou: 0.509478 loss_class_aux: 4.269006 loss_bbox_aux: 1.253765 loss_giou_aux: 3.290632 loss_class_dn: 0.386918 loss_bbox_dn: 0.225835 loss_giou_dn: 0.539658 loss_class_aux_dn: 2.056046 loss_bbox_aux_dn: 1.308337 loss_giou_aux_dn: 2.972043 loss: 18.106140 eta: 3 days, 10:46:27 batch_cost: 0.5429 data_cost: 0.0013 ips: 7.3683 images/s [04/07 15:01:11] ppdet.engine INFO: Epoch: [5] [6000/7329] learning_rate: 0.000100 loss_class: 0.728744 loss_bbox: 0.189241 loss_giou: 0.452255 loss_class_aux: 4.631559 loss_bbox_aux: 1.277534 loss_giou_aux: 2.933990 loss_class_dn: 0.369482 loss_bbox_dn: 0.262200 loss_giou_dn: 0.520718 loss_class_aux_dn: 1.920144 loss_bbox_aux_dn: 1.437701 loss_giou_aux_dn: 2.828279 loss: 18.391872 eta: 3 days, 10:44:54 batch_cost: 0.4890 data_cost: 0.0013 ips: 8.1805 images/s [04/07 15:02:09] ppdet.engine INFO: Epoch: [5] [6100/7329] learning_rate: 0.000100 loss_class: 0.717593 loss_bbox: 0.181803 loss_giou: 0.466531 loss_class_aux: 4.476981 loss_bbox_aux: 1.190819 loss_giou_aux: 2.920168 loss_class_dn: 0.372742 loss_bbox_dn: 0.237292 loss_giou_dn: 0.495328 loss_class_aux_dn: 1.997716 loss_bbox_aux_dn: 1.341892 loss_giou_aux_dn: 2.615757 loss: 17.217678 eta: 3 days, 10:44:01 batch_cost: 0.5195 data_cost: 0.0013 ips: 7.6997 images/s [04/07 15:03:09] ppdet.engine INFO: Epoch: [5] [6200/7329] learning_rate: 0.000100 loss_class: 0.668160 loss_bbox: 0.191255 loss_giou: 0.432782 loss_class_aux: 4.396421 loss_bbox_aux: 1.280187 loss_giou_aux: 2.683539 loss_class_dn: 0.386271 loss_bbox_dn: 0.242969 loss_giou_dn: 0.481822 loss_class_aux_dn: 2.029605 loss_bbox_aux_dn: 1.342239 loss_giou_aux_dn: 2.614587 loss: 17.797470 eta: 3 days, 10:43:24 batch_cost: 0.5311 data_cost: 0.0014 ips: 7.5314 images/s [04/07 15:04:11] ppdet.engine INFO: Epoch: [5] [6300/7329] learning_rate: 0.000100 loss_class: 0.759142 loss_bbox: 0.189198 loss_giou: 0.565406 loss_class_aux: 4.719455 loss_bbox_aux: 1.263985 loss_giou_aux: 3.588402 loss_class_dn: 0.425071 loss_bbox_dn: 0.261889 loss_giou_dn: 0.602892 loss_class_aux_dn: 2.255854 loss_bbox_aux_dn: 1.435185 loss_giou_aux_dn: 3.283150 loss: 21.023552 eta: 3 days, 10:43:09 batch_cost: 0.5475 data_cost: 0.0015 ips: 7.3061 images/s [04/07 15:05:10] ppdet.engine INFO: Epoch: [5] [6400/7329] learning_rate: 0.000100 loss_class: 0.639982 loss_bbox: 0.172749 loss_giou: 0.427971 loss_class_aux: 4.202645 loss_bbox_aux: 1.134336 loss_giou_aux: 2.675507 loss_class_dn: 0.365695 loss_bbox_dn: 0.222485 loss_giou_dn: 0.492033 loss_class_aux_dn: 1.920495 loss_bbox_aux_dn: 1.271749 loss_giou_aux_dn: 2.638940 loss: 17.182711 eta: 3 days, 10:42:29 batch_cost: 0.5291 data_cost: 0.0015 ips: 7.5598 images/s [04/07 15:06:12] ppdet.engine INFO: Epoch: [5] [6500/7329] learning_rate: 0.000100 loss_class: 0.621649 loss_bbox: 0.173225 loss_giou: 0.354941 loss_class_aux: 4.145453 loss_bbox_aux: 1.111929 loss_giou_aux: 2.306766 loss_class_dn: 0.348150 loss_bbox_dn: 0.238831 loss_giou_dn: 0.413749 loss_class_aux_dn: 1.851474 loss_bbox_aux_dn: 1.328829 loss_giou_aux_dn: 2.273895 loss: 16.373581 eta: 3 days, 10:42:31 batch_cost: 0.5603 data_cost: 0.0013 ips: 7.1392 images/s [04/07 15:07:19] ppdet.engine INFO: Epoch: [5] [6600/7329] learning_rate: 0.000100 loss_class: 0.702823 loss_bbox: 0.169992 loss_giou: 0.435286 loss_class_aux: 4.489969 loss_bbox_aux: 1.207017 loss_giou_aux: 2.675274 loss_class_dn: 0.381633 loss_bbox_dn: 0.248761 loss_giou_dn: 0.470353 loss_class_aux_dn: 2.010381 loss_bbox_aux_dn: 1.346758 loss_giou_aux_dn: 2.544784 loss: 17.637863 eta: 3 days, 10:43:30 batch_cost: 0.6041 data_cost: 0.0014 ips: 6.6212 images/s [04/07 15:08:20] ppdet.engine INFO: Epoch: [5] [6700/7329] learning_rate: 0.000100 loss_class: 0.608564 loss_bbox: 0.183960 loss_giou: 0.518910 loss_class_aux: 3.958787 loss_bbox_aux: 1.247461 loss_giou_aux: 3.301246 loss_class_dn: 0.386458 loss_bbox_dn: 0.265972 loss_giou_dn: 0.522289 loss_class_aux_dn: 2.018364 loss_bbox_aux_dn: 1.491003 loss_giou_aux_dn: 2.799886 loss: 17.077330 eta: 3 days, 10:43:12 batch_cost: 0.5463 data_cost: 0.0014 ips: 7.3225 images/s [04/07 15:09:17] ppdet.engine INFO: Epoch: [5] [6800/7329] learning_rate: 0.000100 loss_class: 0.614612 loss_bbox: 0.195340 loss_giou: 0.417585 loss_class_aux: 4.160034 loss_bbox_aux: 1.251954 loss_giou_aux: 2.656668 loss_class_dn: 0.376032 loss_bbox_dn: 0.259216 loss_giou_dn: 0.464288 loss_class_aux_dn: 2.021122 loss_bbox_aux_dn: 1.450996 loss_giou_aux_dn: 2.507038 loss: 16.585924 eta: 3 days, 10:42:02 batch_cost: 0.5063 data_cost: 0.0013 ips: 7.9008 images/s [04/07 15:10:18] ppdet.engine INFO: Epoch: [5] [6900/7329] learning_rate: 0.000100 loss_class: 0.631883 loss_bbox: 0.193312 loss_giou: 0.391499 loss_class_aux: 4.219592 loss_bbox_aux: 1.182343 loss_giou_aux: 2.547414 loss_class_dn: 0.390445 loss_bbox_dn: 0.247021 loss_giou_dn: 0.469804 loss_class_aux_dn: 2.040929 loss_bbox_aux_dn: 1.350490 loss_giou_aux_dn: 2.612379 loss: 17.239437 eta: 3 days, 10:41:46 batch_cost: 0.5481 data_cost: 0.0013 ips: 7.2974 images/s [04/07 15:11:19] ppdet.engine INFO: Epoch: [5] [7000/7329] learning_rate: 0.000100 loss_class: 0.697955 loss_bbox: 0.177086 loss_giou: 0.485566 loss_class_aux: 4.621330 loss_bbox_aux: 1.131150 loss_giou_aux: 3.056614 loss_class_dn: 0.386184 loss_bbox_dn: 0.225231 loss_giou_dn: 0.538672 loss_class_aux_dn: 2.048955 loss_bbox_aux_dn: 1.222829 loss_giou_aux_dn: 2.899814 loss: 18.024452 eta: 3 days, 10:41:32 batch_cost: 0.5496 data_cost: 0.0014 ips: 7.2779 images/s [04/07 15:12:17] ppdet.engine INFO: Epoch: [5] [7100/7329] learning_rate: 0.000100 loss_class: 0.684211 loss_bbox: 0.184479 loss_giou: 0.480566 loss_class_aux: 4.388468 loss_bbox_aux: 1.213130 loss_giou_aux: 2.943120 loss_class_dn: 0.390257 loss_bbox_dn: 0.272446 loss_giou_dn: 0.535786 loss_class_aux_dn: 2.020723 loss_bbox_aux_dn: 1.487724 loss_giou_aux_dn: 2.870548 loss: 18.195005 eta: 3 days, 10:40:33 batch_cost: 0.5150 data_cost: 0.0014 ips: 7.7667 images/s [04/07 15:13:15] ppdet.engine INFO: Epoch: [5] [7200/7329] learning_rate: 0.000100 loss_class: 0.685474 loss_bbox: 0.173397 loss_giou: 0.429242 loss_class_aux: 4.364483 loss_bbox_aux: 1.152709 loss_giou_aux: 2.837527 loss_class_dn: 0.364977 loss_bbox_dn: 0.261854 loss_giou_dn: 0.493896 loss_class_aux_dn: 1.935781 loss_bbox_aux_dn: 1.467608 loss_giou_aux_dn: 2.687641 loss: 17.600872 eta: 3 days, 10:39:32 batch_cost: 0.5134 data_cost: 0.0014 ips: 7.7909 images/s [04/07 15:14:24] ppdet.engine INFO: Epoch: [5] [7300/7329] learning_rate: 0.000100 loss_class: 0.694050 loss_bbox: 0.188820 loss_giou: 0.510327 loss_class_aux: 4.381709 loss_bbox_aux: 1.216422 loss_giou_aux: 3.148938 loss_class_dn: 0.391311 loss_bbox_dn: 0.261983 loss_giou_dn: 0.558049 loss_class_aux_dn: 2.108483 loss_bbox_aux_dn: 1.468907 loss_giou_aux_dn: 2.988914 loss: 18.778294 eta: 3 days, 10:40:33 batch_cost: 0.6075 data_cost: 0.0017 ips: 6.5839 images/s [04/07 15:14:46] ppdet.engine INFO: Eval iter: 0 [04/07 15:15:15] ppdet.engine INFO: Eval iter: 100 [04/07 15:15:42] ppdet.engine INFO: Eval iter: 200 [04/07 15:16:09] ppdet.engine INFO: Eval iter: 300 [04/07 15:16:36] ppdet.engine INFO: Eval iter: 400 [04/07 15:17:04] ppdet.engine INFO: Eval iter: 500 [04/07 15:17:32] ppdet.engine INFO: Eval iter: 600 [04/07 15:18:01] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [04/07 15:18:02] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.76s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=120.26s). Accumulating evaluation results... DONE (t=26.08s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.447 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.621 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.483 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.249 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 ] = 0.626 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 ] = 0.592 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 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.864 [04/07 15:20:53] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.903685103389815 [04/07 15:20:53] ppdet.engine INFO: Best test bbox ap is 0.447. [04/07 15:20:56] ppdet.engine INFO: Epoch: [6] [ 0/7329] learning_rate: 0.000100 loss_class: 0.638660 loss_bbox: 0.173004 loss_giou: 0.488264 loss_class_aux: 4.227501 loss_bbox_aux: 1.157860 loss_giou_aux: 3.049524 loss_class_dn: 0.369661 loss_bbox_dn: 0.256738 loss_giou_dn: 0.525033 loss_class_aux_dn: 1.965917 loss_bbox_aux_dn: 1.413884 loss_giou_aux_dn: 2.766059 loss: 18.099155 eta: 3 days, 10:40:20 batch_cost: 0.5948 data_cost: 0.0017 ips: 6.7252 images/s [04/07 15:21:52] ppdet.engine INFO: Epoch: [6] [ 100/7329] learning_rate: 0.000100 loss_class: 0.562559 loss_bbox: 0.152381 loss_giou: 0.352997 loss_class_aux: 3.630150 loss_bbox_aux: 1.066496 loss_giou_aux: 2.291580 loss_class_dn: 0.314745 loss_bbox_dn: 0.239845 loss_giou_dn: 0.418213 loss_class_aux_dn: 1.683485 loss_bbox_aux_dn: 1.384451 loss_giou_aux_dn: 2.234093 loss: 15.035636 eta: 3 days, 10:38:57 batch_cost: 0.4971 data_cost: 0.0014 ips: 8.0462 images/s [04/07 15:22:51] ppdet.engine INFO: Epoch: [6] [ 200/7329] learning_rate: 0.000100 loss_class: 0.703463 loss_bbox: 0.212653 loss_giou: 0.491761 loss_class_aux: 4.457228 loss_bbox_aux: 1.377509 loss_giou_aux: 3.065731 loss_class_dn: 0.398922 loss_bbox_dn: 0.269028 loss_giou_dn: 0.564140 loss_class_aux_dn: 2.106072 loss_bbox_aux_dn: 1.502016 loss_giou_aux_dn: 3.025944 loss: 19.580397 eta: 3 days, 10:38:21 batch_cost: 0.5328 data_cost: 0.0014 ips: 7.5078 images/s [04/07 15:23:54] ppdet.engine INFO: Epoch: [6] [ 300/7329] learning_rate: 0.000100 loss_class: 0.700074 loss_bbox: 0.202076 loss_giou: 0.564302 loss_class_aux: 4.713346 loss_bbox_aux: 1.316649 loss_giou_aux: 3.545308 loss_class_dn: 0.434673 loss_bbox_dn: 0.274384 loss_giou_dn: 0.599707 loss_class_aux_dn: 2.232419 loss_bbox_aux_dn: 1.516503 loss_giou_aux_dn: 3.209694 loss: 20.445435 eta: 3 days, 10:38:29 batch_cost: 0.5676 data_cost: 0.0014 ips: 7.0478 images/s [04/07 15:24:55] ppdet.engine INFO: Epoch: [6] [ 400/7329] learning_rate: 0.000100 loss_class: 0.632488 loss_bbox: 0.166541 loss_giou: 0.387490 loss_class_aux: 4.246993 loss_bbox_aux: 1.091636 loss_giou_aux: 2.511257 loss_class_dn: 0.373580 loss_bbox_dn: 0.240220 loss_giou_dn: 0.470268 loss_class_aux_dn: 1.964361 loss_bbox_aux_dn: 1.306926 loss_giou_aux_dn: 2.539745 loss: 16.889320 eta: 3 days, 10:38:09 batch_cost: 0.5450 data_cost: 0.0014 ips: 7.3397 images/s [04/07 15:25:58] ppdet.engine INFO: Epoch: [6] [ 500/7329] learning_rate: 0.000100 loss_class: 0.710284 loss_bbox: 0.190218 loss_giou: 0.574304 loss_class_aux: 4.452092 loss_bbox_aux: 1.339514 loss_giou_aux: 3.546350 loss_class_dn: 0.406494 loss_bbox_dn: 0.253727 loss_giou_dn: 0.605874 loss_class_aux_dn: 2.171299 loss_bbox_aux_dn: 1.333954 loss_giou_aux_dn: 3.214599 loss: 19.717072 eta: 3 days, 10:38:05 batch_cost: 0.5588 data_cost: 0.0014 ips: 7.1583 images/s [04/07 15:27:00] ppdet.engine INFO: Epoch: [6] [ 600/7329] learning_rate: 0.000100 loss_class: 0.685197 loss_bbox: 0.194686 loss_giou: 0.451409 loss_class_aux: 4.500316 loss_bbox_aux: 1.255046 loss_giou_aux: 2.925635 loss_class_dn: 0.389181 loss_bbox_dn: 0.242334 loss_giou_dn: 0.505537 loss_class_aux_dn: 2.046777 loss_bbox_aux_dn: 1.358460 loss_giou_aux_dn: 2.796070 loss: 17.702667 eta: 3 days, 10:37:52 batch_cost: 0.5511 data_cost: 0.0015 ips: 7.2583 images/s [04/07 15:27:59] ppdet.engine INFO: Epoch: [6] [ 700/7329] learning_rate: 0.000100 loss_class: 0.637257 loss_bbox: 0.175563 loss_giou: 0.444489 loss_class_aux: 4.336251 loss_bbox_aux: 1.159381 loss_giou_aux: 2.779385 loss_class_dn: 0.385826 loss_bbox_dn: 0.223894 loss_giou_dn: 0.501989 loss_class_aux_dn: 2.068427 loss_bbox_aux_dn: 1.254482 loss_giou_aux_dn: 2.674856 loss: 17.449966 eta: 3 days, 10:37:01 batch_cost: 0.5216 data_cost: 0.0015 ips: 7.6689 images/s [04/07 15:28:54] ppdet.engine INFO: Epoch: [6] [ 800/7329] learning_rate: 0.000100 loss_class: 0.635925 loss_bbox: 0.180921 loss_giou: 0.448838 loss_class_aux: 4.166087 loss_bbox_aux: 1.229994 loss_giou_aux: 3.036221 loss_class_dn: 0.375863 loss_bbox_dn: 0.252972 loss_giou_dn: 0.482998 loss_class_aux_dn: 1.955222 loss_bbox_aux_dn: 1.404542 loss_giou_aux_dn: 2.595271 loss: 16.993542 eta: 3 days, 10:35:30 batch_cost: 0.4909 data_cost: 0.0014 ips: 8.1480 images/s [04/07 15:29:53] ppdet.engine INFO: Epoch: [6] [ 900/7329] learning_rate: 0.000100 loss_class: 0.626800 loss_bbox: 0.171650 loss_giou: 0.400230 loss_class_aux: 4.112572 loss_bbox_aux: 1.146183 loss_giou_aux: 2.478467 loss_class_dn: 0.346706 loss_bbox_dn: 0.226571 loss_giou_dn: 0.437243 loss_class_aux_dn: 1.856437 loss_bbox_aux_dn: 1.266555 loss_giou_aux_dn: 2.379010 loss: 16.302378 eta: 3 days, 10:34:57 batch_cost: 0.5354 data_cost: 0.0013 ips: 7.4710 images/s [04/07 15:30:52] ppdet.engine INFO: Epoch: [6] [1000/7329] learning_rate: 0.000100 loss_class: 0.680091 loss_bbox: 0.165823 loss_giou: 0.462606 loss_class_aux: 4.450288 loss_bbox_aux: 1.109887 loss_giou_aux: 2.899930 loss_class_dn: 0.398178 loss_bbox_dn: 0.226511 loss_giou_dn: 0.513226 loss_class_aux_dn: 2.112728 loss_bbox_aux_dn: 1.289682 loss_giou_aux_dn: 2.751517 loss: 18.517088 eta: 3 days, 10:34:00 batch_cost: 0.5173 data_cost: 0.0016 ips: 7.7321 images/s [04/07 15:31:49] ppdet.engine INFO: Epoch: [6] [1100/7329] learning_rate: 0.000100 loss_class: 0.672254 loss_bbox: 0.194683 loss_giou: 0.501950 loss_class_aux: 4.275749 loss_bbox_aux: 1.324146 loss_giou_aux: 3.294216 loss_class_dn: 0.383033 loss_bbox_dn: 0.249133 loss_giou_dn: 0.534997 loss_class_aux_dn: 2.029099 loss_bbox_aux_dn: 1.406633 loss_giou_aux_dn: 2.921525 loss: 18.356239 eta: 3 days, 10:32:47 batch_cost: 0.5040 data_cost: 0.0016 ips: 7.9365 images/s [04/07 15:32:45] ppdet.engine INFO: Epoch: [6] [1200/7329] learning_rate: 0.000100 loss_class: 0.712531 loss_bbox: 0.197758 loss_giou: 0.512646 loss_class_aux: 4.708752 loss_bbox_aux: 1.318114 loss_giou_aux: 3.300138 loss_class_dn: 0.434267 loss_bbox_dn: 0.249841 loss_giou_dn: 0.597659 loss_class_aux_dn: 2.297319 loss_bbox_aux_dn: 1.376464 loss_giou_aux_dn: 3.190959 loss: 20.527542 eta: 3 days, 10:31:21 batch_cost: 0.4939 data_cost: 0.0014 ips: 8.0986 images/s [04/07 15:33:39] ppdet.engine INFO: Epoch: [6] [1300/7329] learning_rate: 0.000100 loss_class: 0.744941 loss_bbox: 0.187707 loss_giou: 0.561364 loss_class_aux: 4.825136 loss_bbox_aux: 1.245958 loss_giou_aux: 3.568972 loss_class_dn: 0.438360 loss_bbox_dn: 0.241039 loss_giou_dn: 0.582861 loss_class_aux_dn: 2.287985 loss_bbox_aux_dn: 1.338504 loss_giou_aux_dn: 3.124730 loss: 20.095913 eta: 3 days, 10:29:40 batch_cost: 0.4823 data_cost: 0.0014 ips: 8.2933 images/s [04/07 15:34:35] ppdet.engine INFO: Epoch: [6] [1400/7329] learning_rate: 0.000100 loss_class: 0.643499 loss_bbox: 0.168569 loss_giou: 0.465641 loss_class_aux: 4.055341 loss_bbox_aux: 1.094775 loss_giou_aux: 3.078271 loss_class_dn: 0.367175 loss_bbox_dn: 0.205191 loss_giou_dn: 0.566606 loss_class_aux_dn: 1.963628 loss_bbox_aux_dn: 1.201272 loss_giou_aux_dn: 3.035727 loss: 17.403690 eta: 3 days, 10:28:17 batch_cost: 0.4956 data_cost: 0.0014 ips: 8.0704 images/s [04/07 15:35:31] ppdet.engine INFO: Epoch: [6] [1500/7329] learning_rate: 0.000100 loss_class: 0.665918 loss_bbox: 0.188066 loss_giou: 0.444296 loss_class_aux: 4.319335 loss_bbox_aux: 1.281739 loss_giou_aux: 2.882652 loss_class_dn: 0.369846 loss_bbox_dn: 0.262530 loss_giou_dn: 0.499434 loss_class_aux_dn: 1.957846 loss_bbox_aux_dn: 1.453765 loss_giou_aux_dn: 2.686256 loss: 18.075787 eta: 3 days, 10:26:58 batch_cost: 0.4996 data_cost: 0.0013 ips: 8.0063 images/s [04/07 15:36:29] ppdet.engine INFO: Epoch: [6] [1600/7329] learning_rate: 0.000100 loss_class: 0.651693 loss_bbox: 0.178177 loss_giou: 0.495972 loss_class_aux: 4.426493 loss_bbox_aux: 1.159563 loss_giou_aux: 3.140479 loss_class_dn: 0.404784 loss_bbox_dn: 0.281011 loss_giou_dn: 0.572497 loss_class_aux_dn: 2.075006 loss_bbox_aux_dn: 1.506115 loss_giou_aux_dn: 3.041662 loss: 18.619808 eta: 3 days, 10:26:03 batch_cost: 0.5180 data_cost: 0.0014 ips: 7.7219 images/s [04/07 15:37:26] ppdet.engine INFO: Epoch: [6] [1700/7329] learning_rate: 0.000100 loss_class: 0.659748 loss_bbox: 0.165843 loss_giou: 0.428358 loss_class_aux: 4.405409 loss_bbox_aux: 1.118710 loss_giou_aux: 2.711185 loss_class_dn: 0.357774 loss_bbox_dn: 0.219034 loss_giou_dn: 0.477084 loss_class_aux_dn: 1.943656 loss_bbox_aux_dn: 1.266243 loss_giou_aux_dn: 2.579574 loss: 16.737436 eta: 3 days, 10:24:47 batch_cost: 0.5016 data_cost: 0.0013 ips: 7.9745 images/s [04/07 15:38:20] ppdet.engine INFO: Epoch: [6] [1800/7329] learning_rate: 0.000100 loss_class: 0.657806 loss_bbox: 0.189761 loss_giou: 0.473881 loss_class_aux: 4.219167 loss_bbox_aux: 1.165628 loss_giou_aux: 2.948123 loss_class_dn: 0.366233 loss_bbox_dn: 0.260074 loss_giou_dn: 0.495749 loss_class_aux_dn: 1.936266 loss_bbox_aux_dn: 1.447030 loss_giou_aux_dn: 2.626091 loss: 17.303375 eta: 3 days, 10:23:12 batch_cost: 0.4856 data_cost: 0.0013 ips: 8.2368 images/s [04/07 15:39:17] ppdet.engine INFO: Epoch: [6] [1900/7329] learning_rate: 0.000100 loss_class: 0.642907 loss_bbox: 0.168558 loss_giou: 0.485424 loss_class_aux: 4.247658 loss_bbox_aux: 1.151611 loss_giou_aux: 3.042296 loss_class_dn: 0.370961 loss_bbox_dn: 0.214240 loss_giou_dn: 0.501570 loss_class_aux_dn: 1.967571 loss_bbox_aux_dn: 1.192255 loss_giou_aux_dn: 2.718276 loss: 16.948223 eta: 3 days, 10:22:04 batch_cost: 0.5081 data_cost: 0.0013 ips: 7.8719 images/s [04/07 15:40:27] ppdet.engine INFO: Epoch: [6] [2000/7329] learning_rate: 0.000100 loss_class: 0.686544 loss_bbox: 0.208221 loss_giou: 0.425261 loss_class_aux: 4.494584 loss_bbox_aux: 1.317461 loss_giou_aux: 2.745394 loss_class_dn: 0.366851 loss_bbox_dn: 0.253779 loss_giou_dn: 0.509717 loss_class_aux_dn: 1.932005 loss_bbox_aux_dn: 1.373079 loss_giou_aux_dn: 2.695210 loss: 17.478134 eta: 3 days, 10:23:32 batch_cost: 0.6334 data_cost: 0.0013 ips: 6.3152 images/s [04/07 15:41:29] ppdet.engine INFO: Epoch: [6] [2100/7329] learning_rate: 0.000100 loss_class: 0.673512 loss_bbox: 0.175967 loss_giou: 0.497012 loss_class_aux: 4.474136 loss_bbox_aux: 1.167661 loss_giou_aux: 3.239547 loss_class_dn: 0.372890 loss_bbox_dn: 0.226275 loss_giou_dn: 0.527938 loss_class_aux_dn: 1.932969 loss_bbox_aux_dn: 1.266562 loss_giou_aux_dn: 2.814591 loss: 17.231367 eta: 3 days, 10:23:32 batch_cost: 0.5625 data_cost: 0.0018 ips: 7.1107 images/s [04/07 15:42:31] ppdet.engine INFO: Epoch: [6] [2200/7329] learning_rate: 0.000100 loss_class: 0.671480 loss_bbox: 0.179603 loss_giou: 0.441052 loss_class_aux: 4.552869 loss_bbox_aux: 1.218377 loss_giou_aux: 2.851560 loss_class_dn: 0.380237 loss_bbox_dn: 0.268376 loss_giou_dn: 0.523798 loss_class_aux_dn: 2.064443 loss_bbox_aux_dn: 1.487377 loss_giou_aux_dn: 2.760902 loss: 17.423435 eta: 3 days, 10:23:23 batch_cost: 0.5561 data_cost: 0.0015 ips: 7.1929 images/s [04/07 15:43:31] ppdet.engine INFO: Epoch: [6] [2300/7329] learning_rate: 0.000100 loss_class: 0.672843 loss_bbox: 0.186183 loss_giou: 0.527917 loss_class_aux: 4.339260 loss_bbox_aux: 1.229980 loss_giou_aux: 3.298341 loss_class_dn: 0.415686 loss_bbox_dn: 0.251398 loss_giou_dn: 0.574668 loss_class_aux_dn: 2.176335 loss_bbox_aux_dn: 1.410017 loss_giou_aux_dn: 2.974553 loss: 20.026451 eta: 3 days, 10:22:50 batch_cost: 0.5360 data_cost: 0.0014 ips: 7.4620 images/s [04/07 15:44:25] ppdet.engine INFO: Epoch: [6] [2400/7329] learning_rate: 0.000100 loss_class: 0.697572 loss_bbox: 0.176187 loss_giou: 0.429728 loss_class_aux: 4.443157 loss_bbox_aux: 1.182620 loss_giou_aux: 2.723464 loss_class_dn: 0.373624 loss_bbox_dn: 0.212843 loss_giou_dn: 0.472002 loss_class_aux_dn: 2.028690 loss_bbox_aux_dn: 1.250624 loss_giou_aux_dn: 2.618782 loss: 16.982008 eta: 3 days, 10:21:09 batch_cost: 0.4810 data_cost: 0.0014 ips: 8.3153 images/s [04/07 15:45:25] ppdet.engine INFO: Epoch: [6] [2500/7329] learning_rate: 0.000100 loss_class: 0.645119 loss_bbox: 0.160526 loss_giou: 0.450977 loss_class_aux: 4.133975 loss_bbox_aux: 1.093278 loss_giou_aux: 2.806726 loss_class_dn: 0.366007 loss_bbox_dn: 0.230930 loss_giou_dn: 0.463775 loss_class_aux_dn: 1.990946 loss_bbox_aux_dn: 1.281198 loss_giou_aux_dn: 2.530671 loss: 16.694715 eta: 3 days, 10:20:19 batch_cost: 0.5225 data_cost: 0.0018 ips: 7.6549 images/s [04/07 15:46:19] ppdet.engine INFO: Epoch: [6] [2600/7329] learning_rate: 0.000100 loss_class: 0.609738 loss_bbox: 0.170467 loss_giou: 0.472791 loss_class_aux: 4.099924 loss_bbox_aux: 1.096493 loss_giou_aux: 3.183949 loss_class_dn: 0.359862 loss_bbox_dn: 0.240321 loss_giou_dn: 0.515600 loss_class_aux_dn: 1.937586 loss_bbox_aux_dn: 1.319452 loss_giou_aux_dn: 2.752056 loss: 17.214336 eta: 3 days, 10:18:44 batch_cost: 0.4859 data_cost: 0.0014 ips: 8.2322 images/s [04/07 15:47:21] ppdet.engine INFO: Epoch: [6] [2700/7329] learning_rate: 0.000100 loss_class: 0.660139 loss_bbox: 0.166231 loss_giou: 0.451743 loss_class_aux: 4.277953 loss_bbox_aux: 1.066028 loss_giou_aux: 2.888414 loss_class_dn: 0.374449 loss_bbox_dn: 0.238233 loss_giou_dn: 0.482643 loss_class_aux_dn: 2.021934 loss_bbox_aux_dn: 1.234432 loss_giou_aux_dn: 2.643025 loss: 17.113834 eta: 3 days, 10:18:27 batch_cost: 0.5494 data_cost: 0.0014 ips: 7.2803 images/s [04/07 15:48:20] ppdet.engine INFO: Epoch: [6] [2800/7329] learning_rate: 0.000100 loss_class: 0.692274 loss_bbox: 0.177400 loss_giou: 0.385095 loss_class_aux: 4.357735 loss_bbox_aux: 1.129030 loss_giou_aux: 2.429886 loss_class_dn: 0.356350 loss_bbox_dn: 0.218798 loss_giou_dn: 0.466540 loss_class_aux_dn: 1.877138 loss_bbox_aux_dn: 1.174724 loss_giou_aux_dn: 2.516397 loss: 16.610674 eta: 3 days, 10:17:44 batch_cost: 0.5282 data_cost: 0.0014 ips: 7.5723 images/s [04/07 15:49:14] ppdet.engine INFO: Epoch: [6] [2900/7329] learning_rate: 0.000100 loss_class: 0.721207 loss_bbox: 0.176659 loss_giou: 0.565385 loss_class_aux: 4.830064 loss_bbox_aux: 1.207962 loss_giou_aux: 3.488007 loss_class_dn: 0.411772 loss_bbox_dn: 0.222574 loss_giou_dn: 0.575169 loss_class_aux_dn: 2.184278 loss_bbox_aux_dn: 1.264471 loss_giou_aux_dn: 3.060678 loss: 18.947815 eta: 3 days, 10:16:09 batch_cost: 0.4856 data_cost: 0.0014 ips: 8.2379 images/s [04/07 15:50:09] ppdet.engine INFO: Epoch: [6] [3000/7329] learning_rate: 0.000100 loss_class: 0.670254 loss_bbox: 0.166653 loss_giou: 0.490317 loss_class_aux: 4.261716 loss_bbox_aux: 1.057403 loss_giou_aux: 3.010821 loss_class_dn: 0.377421 loss_bbox_dn: 0.235153 loss_giou_dn: 0.482275 loss_class_aux_dn: 1.959610 loss_bbox_aux_dn: 1.324781 loss_giou_aux_dn: 2.672786 loss: 17.675697 eta: 3 days, 10:14:39 batch_cost: 0.4887 data_cost: 0.0013 ips: 8.1852 images/s [04/07 15:51:09] ppdet.engine INFO: Epoch: [6] [3100/7329] learning_rate: 0.000100 loss_class: 0.640589 loss_bbox: 0.194653 loss_giou: 0.470621 loss_class_aux: 4.150626 loss_bbox_aux: 1.221696 loss_giou_aux: 3.011056 loss_class_dn: 0.373283 loss_bbox_dn: 0.235213 loss_giou_dn: 0.516538 loss_class_aux_dn: 2.007122 loss_bbox_aux_dn: 1.313089 loss_giou_aux_dn: 2.810835 loss: 17.429964 eta: 3 days, 10:14:06 batch_cost: 0.5366 data_cost: 0.0014 ips: 7.4545 images/s [04/07 15:52:08] ppdet.engine INFO: Epoch: [6] [3200/7329] learning_rate: 0.000100 loss_class: 0.588608 loss_bbox: 0.174642 loss_giou: 0.418604 loss_class_aux: 4.155614 loss_bbox_aux: 1.193021 loss_giou_aux: 2.591331 loss_class_dn: 0.349358 loss_bbox_dn: 0.232020 loss_giou_dn: 0.460638 loss_class_aux_dn: 1.871544 loss_bbox_aux_dn: 1.308308 loss_giou_aux_dn: 2.505518 loss: 16.530315 eta: 3 days, 10:13:21 batch_cost: 0.5270 data_cost: 0.0014 ips: 7.5908 images/s [04/07 15:53:05] ppdet.engine INFO: Epoch: [6] [3300/7329] learning_rate: 0.000100 loss_class: 0.676367 loss_bbox: 0.189294 loss_giou: 0.409534 loss_class_aux: 4.407724 loss_bbox_aux: 1.176810 loss_giou_aux: 2.631143 loss_class_dn: 0.377339 loss_bbox_dn: 0.253109 loss_giou_dn: 0.479780 loss_class_aux_dn: 1.982387 loss_bbox_aux_dn: 1.351691 loss_giou_aux_dn: 2.611292 loss: 17.731668 eta: 3 days, 10:12:08 batch_cost: 0.5035 data_cost: 0.0014 ips: 7.9446 images/s [04/07 15:54:04] ppdet.engine INFO: Epoch: [6] [3400/7329] learning_rate: 0.000100 loss_class: 0.741553 loss_bbox: 0.195953 loss_giou: 0.575674 loss_class_aux: 4.696608 loss_bbox_aux: 1.261567 loss_giou_aux: 3.598983 loss_class_dn: 0.420623 loss_bbox_dn: 0.264491 loss_giou_dn: 0.589586 loss_class_aux_dn: 2.222593 loss_bbox_aux_dn: 1.557055 loss_giou_aux_dn: 3.216064 loss: 19.299164 eta: 3 days, 10:11:26 batch_cost: 0.5283 data_cost: 0.0015 ips: 7.5711 images/s [04/07 15:55:06] ppdet.engine INFO: Epoch: [6] [3500/7329] learning_rate: 0.000100 loss_class: 0.611910 loss_bbox: 0.185396 loss_giou: 0.413205 loss_class_aux: 4.112411 loss_bbox_aux: 1.184527 loss_giou_aux: 2.669893 loss_class_dn: 0.364518 loss_bbox_dn: 0.251334 loss_giou_dn: 0.427029 loss_class_aux_dn: 1.885749 loss_bbox_aux_dn: 1.414903 loss_giou_aux_dn: 2.348219 loss: 16.600967 eta: 3 days, 10:11:08 batch_cost: 0.5498 data_cost: 0.0014 ips: 7.2757 images/s [04/07 15:56:02] ppdet.engine INFO: Epoch: [6] [3600/7329] learning_rate: 0.000100 loss_class: 0.670147 loss_bbox: 0.172873 loss_giou: 0.430347 loss_class_aux: 4.429035 loss_bbox_aux: 1.159827 loss_giou_aux: 2.701636 loss_class_dn: 0.376678 loss_bbox_dn: 0.259409 loss_giou_dn: 0.469152 loss_class_aux_dn: 1.984940 loss_bbox_aux_dn: 1.420428 loss_giou_aux_dn: 2.525745 loss: 17.091854 eta: 3 days, 10:09:44 batch_cost: 0.4934 data_cost: 0.0020 ips: 8.1067 images/s [04/07 15:57:02] ppdet.engine INFO: Epoch: [6] [3700/7329] learning_rate: 0.000100 loss_class: 0.617513 loss_bbox: 0.162098 loss_giou: 0.380820 loss_class_aux: 3.982412 loss_bbox_aux: 1.095963 loss_giou_aux: 2.458735 loss_class_dn: 0.316551 loss_bbox_dn: 0.219795 loss_giou_dn: 0.395633 loss_class_aux_dn: 1.699769 loss_bbox_aux_dn: 1.259373 loss_giou_aux_dn: 2.171139 loss: 15.015383 eta: 3 days, 10:08:56 batch_cost: 0.5241 data_cost: 0.0020 ips: 7.6324 images/s [04/07 15:57:56] ppdet.engine INFO: Epoch: [6] [3800/7329] learning_rate: 0.000100 loss_class: 0.664793 loss_bbox: 0.186723 loss_giou: 0.474807 loss_class_aux: 4.078839 loss_bbox_aux: 1.218948 loss_giou_aux: 3.103069 loss_class_dn: 0.386950 loss_bbox_dn: 0.241317 loss_giou_dn: 0.539159 loss_class_aux_dn: 2.011853 loss_bbox_aux_dn: 1.316337 loss_giou_aux_dn: 2.908745 loss: 17.970264 eta: 3 days, 10:07:21 batch_cost: 0.4853 data_cost: 0.0013 ips: 8.2430 images/s [04/07 15:58:56] ppdet.engine INFO: Epoch: [6] [3900/7329] learning_rate: 0.000100 loss_class: 0.665495 loss_bbox: 0.160136 loss_giou: 0.432230 loss_class_aux: 4.465762 loss_bbox_aux: 1.125136 loss_giou_aux: 2.729159 loss_class_dn: 0.390281 loss_bbox_dn: 0.226026 loss_giou_dn: 0.495521 loss_class_aux_dn: 2.046362 loss_bbox_aux_dn: 1.284702 loss_giou_aux_dn: 2.706369 loss: 17.662678 eta: 3 days, 10:06:49 batch_cost: 0.5376 data_cost: 0.0014 ips: 7.4410 images/s [04/07 15:59:57] ppdet.engine INFO: Epoch: [6] [4000/7329] learning_rate: 0.000100 loss_class: 0.589964 loss_bbox: 0.185187 loss_giou: 0.501193 loss_class_aux: 3.877723 loss_bbox_aux: 1.177611 loss_giou_aux: 3.039291 loss_class_dn: 0.379139 loss_bbox_dn: 0.232265 loss_giou_dn: 0.512709 loss_class_aux_dn: 2.004772 loss_bbox_aux_dn: 1.285588 loss_giou_aux_dn: 2.774711 loss: 17.036121 eta: 3 days, 10:06:26 batch_cost: 0.5448 data_cost: 0.0016 ips: 7.3422 images/s [04/07 16:01:00] ppdet.engine INFO: Epoch: [6] [4100/7329] learning_rate: 0.000100 loss_class: 0.649591 loss_bbox: 0.172142 loss_giou: 0.476659 loss_class_aux: 4.292049 loss_bbox_aux: 1.131978 loss_giou_aux: 2.993168 loss_class_dn: 0.359301 loss_bbox_dn: 0.223581 loss_giou_dn: 0.507213 loss_class_aux_dn: 1.885802 loss_bbox_aux_dn: 1.252542 loss_giou_aux_dn: 2.704083 loss: 16.300682 eta: 3 days, 10:06:30 batch_cost: 0.5681 data_cost: 0.0013 ips: 7.0413 images/s [04/07 16:01:54] ppdet.engine INFO: Epoch: [6] [4200/7329] learning_rate: 0.000100 loss_class: 0.559861 loss_bbox: 0.148795 loss_giou: 0.407695 loss_class_aux: 3.618181 loss_bbox_aux: 0.981820 loss_giou_aux: 2.550808 loss_class_dn: 0.317879 loss_bbox_dn: 0.188276 loss_giou_dn: 0.422583 loss_class_aux_dn: 1.687141 loss_bbox_aux_dn: 1.088446 loss_giou_aux_dn: 2.260638 loss: 14.733746 eta: 3 days, 10:04:52 batch_cost: 0.4817 data_cost: 0.0013 ips: 8.3033 images/s [04/07 16:02:51] ppdet.engine INFO: Epoch: [6] [4300/7329] learning_rate: 0.000100 loss_class: 0.600398 loss_bbox: 0.167802 loss_giou: 0.369741 loss_class_aux: 3.985016 loss_bbox_aux: 1.153848 loss_giou_aux: 2.428727 loss_class_dn: 0.343468 loss_bbox_dn: 0.249144 loss_giou_dn: 0.428625 loss_class_aux_dn: 1.840877 loss_bbox_aux_dn: 1.426713 loss_giou_aux_dn: 2.313036 loss: 16.035360 eta: 3 days, 10:03:37 batch_cost: 0.5011 data_cost: 0.0014 ips: 7.9823 images/s [04/07 16:03:50] ppdet.engine INFO: Epoch: [6] [4400/7329] learning_rate: 0.000100 loss_class: 0.730759 loss_bbox: 0.193470 loss_giou: 0.516436 loss_class_aux: 4.764451 loss_bbox_aux: 1.201949 loss_giou_aux: 3.260179 loss_class_dn: 0.385303 loss_bbox_dn: 0.257205 loss_giou_dn: 0.558732 loss_class_aux_dn: 2.039510 loss_bbox_aux_dn: 1.440733 loss_giou_aux_dn: 2.970352 loss: 18.887220 eta: 3 days, 10:02:53 batch_cost: 0.5277 data_cost: 0.0014 ips: 7.5803 images/s [04/07 16:04:45] ppdet.engine INFO: Epoch: [6] [4500/7329] learning_rate: 0.000100 loss_class: 0.662589 loss_bbox: 0.162346 loss_giou: 0.428031 loss_class_aux: 4.149198 loss_bbox_aux: 1.098188 loss_giou_aux: 2.713361 loss_class_dn: 0.347518 loss_bbox_dn: 0.217068 loss_giou_dn: 0.499793 loss_class_aux_dn: 1.815291 loss_bbox_aux_dn: 1.217223 loss_giou_aux_dn: 2.619598 loss: 16.185701 eta: 3 days, 10:01:32 batch_cost: 0.4959 data_cost: 0.0014 ips: 8.0665 images/s [04/07 16:05:45] ppdet.engine INFO: Epoch: [6] [4600/7329] learning_rate: 0.000100 loss_class: 0.645116 loss_bbox: 0.180636 loss_giou: 0.386678 loss_class_aux: 4.296461 loss_bbox_aux: 1.179426 loss_giou_aux: 2.501451 loss_class_dn: 0.352181 loss_bbox_dn: 0.245385 loss_giou_dn: 0.434948 loss_class_aux_dn: 1.865584 loss_bbox_aux_dn: 1.382159 loss_giou_aux_dn: 2.345436 loss: 16.863564 eta: 3 days, 10:00:59 batch_cost: 0.5375 data_cost: 0.0013 ips: 7.4414 images/s [04/07 16:06:42] ppdet.engine INFO: Epoch: [6] [4700/7329] learning_rate: 0.000100 loss_class: 0.664991 loss_bbox: 0.178451 loss_giou: 0.423136 loss_class_aux: 4.482029 loss_bbox_aux: 1.176987 loss_giou_aux: 2.721542 loss_class_dn: 0.353188 loss_bbox_dn: 0.234887 loss_giou_dn: 0.457458 loss_class_aux_dn: 1.884646 loss_bbox_aux_dn: 1.304554 loss_giou_aux_dn: 2.530381 loss: 17.623825 eta: 3 days, 9:59:55 batch_cost: 0.5100 data_cost: 0.0012 ips: 7.8426 images/s [04/07 16:07:47] ppdet.engine INFO: Epoch: [6] [4800/7329] learning_rate: 0.000100 loss_class: 0.627593 loss_bbox: 0.154920 loss_giou: 0.371319 loss_class_aux: 4.115924 loss_bbox_aux: 1.041970 loss_giou_aux: 2.345814 loss_class_dn: 0.348600 loss_bbox_dn: 0.221270 loss_giou_dn: 0.425677 loss_class_aux_dn: 1.855106 loss_bbox_aux_dn: 1.201876 loss_giou_aux_dn: 2.313776 loss: 15.714572 eta: 3 days, 10:00:09 batch_cost: 0.5774 data_cost: 0.0015 ips: 6.9275 images/s [04/07 16:08:47] ppdet.engine INFO: Epoch: [6] [4900/7329] learning_rate: 0.000100 loss_class: 0.645462 loss_bbox: 0.165244 loss_giou: 0.478519 loss_class_aux: 4.204606 loss_bbox_aux: 1.040805 loss_giou_aux: 2.966156 loss_class_dn: 0.370173 loss_bbox_dn: 0.207974 loss_giou_dn: 0.513808 loss_class_aux_dn: 1.965364 loss_bbox_aux_dn: 1.126585 loss_giou_aux_dn: 2.783558 loss: 17.263802 eta: 3 days, 9:59:39 batch_cost: 0.5397 data_cost: 0.0013 ips: 7.4117 images/s [04/07 16:09:55] ppdet.engine INFO: Epoch: [6] [5000/7329] learning_rate: 0.000100 loss_class: 0.653831 loss_bbox: 0.162069 loss_giou: 0.454933 loss_class_aux: 4.126727 loss_bbox_aux: 1.072252 loss_giou_aux: 2.901755 loss_class_dn: 0.361114 loss_bbox_dn: 0.229511 loss_giou_dn: 0.475645 loss_class_aux_dn: 1.933268 loss_bbox_aux_dn: 1.246450 loss_giou_aux_dn: 2.603215 loss: 17.608715 eta: 3 days, 10:00:26 batch_cost: 0.6072 data_cost: 0.0017 ips: 6.5879 images/s [04/07 16:10:50] ppdet.engine INFO: Epoch: [6] [5100/7329] learning_rate: 0.000100 loss_class: 0.670585 loss_bbox: 0.177990 loss_giou: 0.494740 loss_class_aux: 4.423469 loss_bbox_aux: 1.205351 loss_giou_aux: 3.113268 loss_class_dn: 0.381926 loss_bbox_dn: 0.237776 loss_giou_dn: 0.539415 loss_class_aux_dn: 2.036386 loss_bbox_aux_dn: 1.312584 loss_giou_aux_dn: 2.865270 loss: 17.382111 eta: 3 days, 9:58:57 batch_cost: 0.4885 data_cost: 0.0012 ips: 8.1889 images/s [04/07 16:11:43] ppdet.engine INFO: Epoch: [6] [5200/7329] learning_rate: 0.000100 loss_class: 0.671211 loss_bbox: 0.191697 loss_giou: 0.452820 loss_class_aux: 4.353455 loss_bbox_aux: 1.206904 loss_giou_aux: 2.904493 loss_class_dn: 0.399367 loss_bbox_dn: 0.257590 loss_giou_dn: 0.490875 loss_class_aux_dn: 2.095177 loss_bbox_aux_dn: 1.491158 loss_giou_aux_dn: 2.742522 loss: 18.187941 eta: 3 days, 9:57:12 batch_cost: 0.4750 data_cost: 0.0011 ips: 8.4212 images/s [04/07 16:12:39] ppdet.engine INFO: Epoch: [6] [5300/7329] learning_rate: 0.000100 loss_class: 0.689505 loss_bbox: 0.164940 loss_giou: 0.448053 loss_class_aux: 4.640121 loss_bbox_aux: 1.134207 loss_giou_aux: 2.897748 loss_class_dn: 0.393761 loss_bbox_dn: 0.224532 loss_giou_dn: 0.490149 loss_class_aux_dn: 2.091691 loss_bbox_aux_dn: 1.251736 loss_giou_aux_dn: 2.691160 loss: 17.576275 eta: 3 days, 9:55:57 batch_cost: 0.5013 data_cost: 0.0013 ips: 7.9788 images/s [04/07 16:13:41] ppdet.engine INFO: Epoch: [6] [5400/7329] learning_rate: 0.000100 loss_class: 0.614097 loss_bbox: 0.167465 loss_giou: 0.413940 loss_class_aux: 4.064692 loss_bbox_aux: 1.151715 loss_giou_aux: 2.705146 loss_class_dn: 0.343389 loss_bbox_dn: 0.234092 loss_giou_dn: 0.459057 loss_class_aux_dn: 1.844491 loss_bbox_aux_dn: 1.300754 loss_giou_aux_dn: 2.483486 loss: 16.092270 eta: 3 days, 9:55:46 batch_cost: 0.5562 data_cost: 0.0013 ips: 7.1913 images/s [04/07 16:14:39] ppdet.engine INFO: Epoch: [6] [5500/7329] learning_rate: 0.000100 loss_class: 0.655316 loss_bbox: 0.187094 loss_giou: 0.470414 loss_class_aux: 4.298748 loss_bbox_aux: 1.208159 loss_giou_aux: 2.998678 loss_class_dn: 0.357071 loss_bbox_dn: 0.250436 loss_giou_dn: 0.489246 loss_class_aux_dn: 1.897627 loss_bbox_aux_dn: 1.398401 loss_giou_aux_dn: 2.602348 loss: 17.132307 eta: 3 days, 9:54:54 batch_cost: 0.5214 data_cost: 0.0014 ips: 7.6716 images/s [04/07 16:15:37] ppdet.engine INFO: Epoch: [6] [5600/7329] learning_rate: 0.000100 loss_class: 0.626952 loss_bbox: 0.165069 loss_giou: 0.471832 loss_class_aux: 4.215636 loss_bbox_aux: 1.109658 loss_giou_aux: 2.868458 loss_class_dn: 0.369577 loss_bbox_dn: 0.222292 loss_giou_dn: 0.495953 loss_class_aux_dn: 1.932320 loss_bbox_aux_dn: 1.247817 loss_giou_aux_dn: 2.612398 loss: 17.544922 eta: 3 days, 9:53:54 batch_cost: 0.5134 data_cost: 0.0014 ips: 7.7918 images/s [04/07 16:16:37] ppdet.engine INFO: Epoch: [6] [5700/7329] learning_rate: 0.000100 loss_class: 0.649628 loss_bbox: 0.188978 loss_giou: 0.509629 loss_class_aux: 4.279916 loss_bbox_aux: 1.219443 loss_giou_aux: 3.229544 loss_class_dn: 0.378922 loss_bbox_dn: 0.248324 loss_giou_dn: 0.568029 loss_class_aux_dn: 1.966513 loss_bbox_aux_dn: 1.380627 loss_giou_aux_dn: 3.065346 loss: 18.229435 eta: 3 days, 9:53:18 batch_cost: 0.5352 data_cost: 0.0013 ips: 7.4732 images/s [04/07 16:17:36] ppdet.engine INFO: Epoch: [6] [5800/7329] learning_rate: 0.000100 loss_class: 0.629827 loss_bbox: 0.164201 loss_giou: 0.431368 loss_class_aux: 4.110151 loss_bbox_aux: 1.121877 loss_giou_aux: 2.850305 loss_class_dn: 0.359168 loss_bbox_dn: 0.261922 loss_giou_dn: 0.449840 loss_class_aux_dn: 1.900338 loss_bbox_aux_dn: 1.441999 loss_giou_aux_dn: 2.417322 loss: 15.776071 eta: 3 days, 9:52:42 batch_cost: 0.5349 data_cost: 0.0014 ips: 7.4781 images/s [04/07 16:18:37] ppdet.engine INFO: Epoch: [6] [5900/7329] learning_rate: 0.000100 loss_class: 0.724036 loss_bbox: 0.191259 loss_giou: 0.412493 loss_class_aux: 4.578396 loss_bbox_aux: 1.208202 loss_giou_aux: 2.607999 loss_class_dn: 0.354161 loss_bbox_dn: 0.238695 loss_giou_dn: 0.484524 loss_class_aux_dn: 1.862283 loss_bbox_aux_dn: 1.345755 loss_giou_aux_dn: 2.570933 loss: 17.286720 eta: 3 days, 9:52:05 batch_cost: 0.5347 data_cost: 0.0016 ips: 7.4811 images/s [04/07 16:19:35] ppdet.engine INFO: Epoch: [6] [6000/7329] learning_rate: 0.000100 loss_class: 0.754531 loss_bbox: 0.202567 loss_giou: 0.507473 loss_class_aux: 4.809767 loss_bbox_aux: 1.292971 loss_giou_aux: 3.177639 loss_class_dn: 0.409130 loss_bbox_dn: 0.260843 loss_giou_dn: 0.556998 loss_class_aux_dn: 2.177177 loss_bbox_aux_dn: 1.473926 loss_giou_aux_dn: 2.940609 loss: 19.863432 eta: 3 days, 9:51:11 batch_cost: 0.5193 data_cost: 0.0014 ips: 7.7031 images/s [04/07 16:20:32] ppdet.engine INFO: Epoch: [6] [6100/7329] learning_rate: 0.000100 loss_class: 0.630242 loss_bbox: 0.175108 loss_giou: 0.435663 loss_class_aux: 4.222763 loss_bbox_aux: 1.091558 loss_giou_aux: 2.782005 loss_class_dn: 0.333494 loss_bbox_dn: 0.246584 loss_giou_dn: 0.473060 loss_class_aux_dn: 1.799108 loss_bbox_aux_dn: 1.365094 loss_giou_aux_dn: 2.531939 loss: 16.072559 eta: 3 days, 9:50:07 batch_cost: 0.5098 data_cost: 0.0013 ips: 7.8457 images/s [04/07 16:21:28] ppdet.engine INFO: Epoch: [6] [6200/7329] learning_rate: 0.000100 loss_class: 0.706280 loss_bbox: 0.179702 loss_giou: 0.443761 loss_class_aux: 4.570963 loss_bbox_aux: 1.196593 loss_giou_aux: 2.846334 loss_class_dn: 0.383921 loss_bbox_dn: 0.251774 loss_giou_dn: 0.501063 loss_class_aux_dn: 2.056916 loss_bbox_aux_dn: 1.407510 loss_giou_aux_dn: 2.716887 loss: 18.147596 eta: 3 days, 9:48:50 batch_cost: 0.4991 data_cost: 0.0013 ips: 8.0139 images/s [04/07 16:22:28] ppdet.engine INFO: Epoch: [6] [6300/7329] learning_rate: 0.000100 loss_class: 0.593565 loss_bbox: 0.153392 loss_giou: 0.426348 loss_class_aux: 3.912623 loss_bbox_aux: 1.005556 loss_giou_aux: 2.694375 loss_class_dn: 0.349983 loss_bbox_dn: 0.194189 loss_giou_dn: 0.427423 loss_class_aux_dn: 1.832379 loss_bbox_aux_dn: 1.111965 loss_giou_aux_dn: 2.354702 loss: 15.591141 eta: 3 days, 9:48:09 batch_cost: 0.5309 data_cost: 0.0014 ips: 7.5341 images/s [04/07 16:23:27] ppdet.engine INFO: Epoch: [6] [6400/7329] learning_rate: 0.000100 loss_class: 0.594516 loss_bbox: 0.182199 loss_giou: 0.437657 loss_class_aux: 3.934492 loss_bbox_aux: 1.179856 loss_giou_aux: 2.778526 loss_class_dn: 0.366723 loss_bbox_dn: 0.221113 loss_giou_dn: 0.455067 loss_class_aux_dn: 1.939791 loss_bbox_aux_dn: 1.226876 loss_giou_aux_dn: 2.474340 loss: 16.488617 eta: 3 days, 9:47:25 batch_cost: 0.5276 data_cost: 0.0014 ips: 7.5812 images/s [04/07 16:24:27] ppdet.engine INFO: Epoch: [6] [6500/7329] learning_rate: 0.000100 loss_class: 0.661874 loss_bbox: 0.184624 loss_giou: 0.437585 loss_class_aux: 4.503236 loss_bbox_aux: 1.143047 loss_giou_aux: 2.780588 loss_class_dn: 0.364137 loss_bbox_dn: 0.228591 loss_giou_dn: 0.468597 loss_class_aux_dn: 1.941772 loss_bbox_aux_dn: 1.244198 loss_giou_aux_dn: 2.513641 loss: 16.970665 eta: 3 days, 9:46:36 batch_cost: 0.5240 data_cost: 0.0018 ips: 7.6341 images/s [04/07 16:25:21] ppdet.engine INFO: Epoch: [6] [6600/7329] learning_rate: 0.000100 loss_class: 0.661465 loss_bbox: 0.175289 loss_giou: 0.430760 loss_class_aux: 4.345159 loss_bbox_aux: 1.163183 loss_giou_aux: 2.763785 loss_class_dn: 0.349712 loss_bbox_dn: 0.238200 loss_giou_dn: 0.465242 loss_class_aux_dn: 1.811399 loss_bbox_aux_dn: 1.425426 loss_giou_aux_dn: 2.536573 loss: 16.691824 eta: 3 days, 9:44:59 batch_cost: 0.4809 data_cost: 0.0014 ips: 8.3169 images/s [04/07 16:26:17] ppdet.engine INFO: Epoch: [6] [6700/7329] learning_rate: 0.000100 loss_class: 0.616107 loss_bbox: 0.157744 loss_giou: 0.442225 loss_class_aux: 4.075176 loss_bbox_aux: 1.039993 loss_giou_aux: 2.800765 loss_class_dn: 0.332728 loss_bbox_dn: 0.226516 loss_giou_dn: 0.469637 loss_class_aux_dn: 1.777590 loss_bbox_aux_dn: 1.291944 loss_giou_aux_dn: 2.511442 loss: 16.075981 eta: 3 days, 9:43:30 batch_cost: 0.4876 data_cost: 0.0015 ips: 8.2027 images/s [04/07 16:27:16] ppdet.engine INFO: Epoch: [6] [6800/7329] learning_rate: 0.000100 loss_class: 0.700101 loss_bbox: 0.176592 loss_giou: 0.461961 loss_class_aux: 4.496395 loss_bbox_aux: 1.161398 loss_giou_aux: 2.972068 loss_class_dn: 0.386986 loss_bbox_dn: 0.259342 loss_giou_dn: 0.495314 loss_class_aux_dn: 2.050602 loss_bbox_aux_dn: 1.388201 loss_giou_aux_dn: 2.630411 loss: 17.396072 eta: 3 days, 9:42:46 batch_cost: 0.5279 data_cost: 0.0015 ips: 7.5774 images/s [04/07 16:28:17] ppdet.engine INFO: Epoch: [6] [6900/7329] learning_rate: 0.000100 loss_class: 0.659228 loss_bbox: 0.169356 loss_giou: 0.428800 loss_class_aux: 4.484815 loss_bbox_aux: 1.080901 loss_giou_aux: 2.714654 loss_class_dn: 0.374888 loss_bbox_dn: 0.236560 loss_giou_dn: 0.465063 loss_class_aux_dn: 2.015860 loss_bbox_aux_dn: 1.322172 loss_giou_aux_dn: 2.533173 loss: 16.689537 eta: 3 days, 9:42:17 batch_cost: 0.5410 data_cost: 0.0015 ips: 7.3933 images/s [04/07 16:29:20] ppdet.engine INFO: Epoch: [6] [7000/7329] learning_rate: 0.000100 loss_class: 0.590752 loss_bbox: 0.161725 loss_giou: 0.388347 loss_class_aux: 4.009887 loss_bbox_aux: 1.054597 loss_giou_aux: 2.507025 loss_class_dn: 0.353366 loss_bbox_dn: 0.215778 loss_giou_dn: 0.447152 loss_class_aux_dn: 1.875072 loss_bbox_aux_dn: 1.181808 loss_giou_aux_dn: 2.418554 loss: 16.615742 eta: 3 days, 9:41:59 batch_cost: 0.5516 data_cost: 0.0015 ips: 7.2513 images/s [04/07 16:30:15] ppdet.engine INFO: Epoch: [6] [7100/7329] learning_rate: 0.000100 loss_class: 0.609307 loss_bbox: 0.187115 loss_giou: 0.390158 loss_class_aux: 4.003437 loss_bbox_aux: 1.212608 loss_giou_aux: 2.358342 loss_class_dn: 0.349576 loss_bbox_dn: 0.244439 loss_giou_dn: 0.417546 loss_class_aux_dn: 1.852100 loss_bbox_aux_dn: 1.393658 loss_giou_aux_dn: 2.244473 loss: 16.332983 eta: 3 days, 9:40:29 batch_cost: 0.4869 data_cost: 0.0014 ips: 8.2153 images/s [04/07 16:31:11] ppdet.engine INFO: Epoch: [6] [7200/7329] learning_rate: 0.000100 loss_class: 0.733375 loss_bbox: 0.203048 loss_giou: 0.511704 loss_class_aux: 4.702902 loss_bbox_aux: 1.406530 loss_giou_aux: 3.389875 loss_class_dn: 0.393398 loss_bbox_dn: 0.248196 loss_giou_dn: 0.545500 loss_class_aux_dn: 2.073919 loss_bbox_aux_dn: 1.350374 loss_giou_aux_dn: 2.911857 loss: 17.790651 eta: 3 days, 9:39:17 batch_cost: 0.5027 data_cost: 0.0016 ips: 7.9578 images/s [04/07 16:32:07] ppdet.engine INFO: Epoch: [6] [7300/7329] learning_rate: 0.000100 loss_class: 0.636528 loss_bbox: 0.176889 loss_giou: 0.444472 loss_class_aux: 4.203562 loss_bbox_aux: 1.152204 loss_giou_aux: 2.826331 loss_class_dn: 0.350939 loss_bbox_dn: 0.246749 loss_giou_dn: 0.475135 loss_class_aux_dn: 1.875151 loss_bbox_aux_dn: 1.370663 loss_giou_aux_dn: 2.547738 loss: 17.016291 eta: 3 days, 9:38:01 batch_cost: 0.4991 data_cost: 0.0014 ips: 8.0151 images/s [04/07 16:32:28] ppdet.engine INFO: Eval iter: 0 [04/07 16:32:56] ppdet.engine INFO: Eval iter: 100 [04/07 16:33:22] ppdet.engine INFO: Eval iter: 200 [04/07 16:33:50] ppdet.engine INFO: Eval iter: 300 [04/07 16:34:18] ppdet.engine INFO: Eval iter: 400 [04/07 16:34:45] ppdet.engine INFO: Eval iter: 500 [04/07 16:35:11] ppdet.engine INFO: Eval iter: 600 [04/07 16:35:43] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/07 16:35:43] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.18s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=116.71s). Accumulating evaluation results... DONE (t=26.20s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.457 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.632 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.495 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.258 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.503 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.632 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 ] = 0.600 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.674 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.474 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 ] = 0.873 [04/07 16:38:28] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.155561594040602 [04/07 16:38:28] ppdet.engine INFO: Best test bbox ap is 0.457. [04/07 16:38:31] ppdet.engine INFO: Epoch: [7] [ 0/7329] learning_rate: 0.000100 loss_class: 0.642784 loss_bbox: 0.198212 loss_giou: 0.454745 loss_class_aux: 4.279154 loss_bbox_aux: 1.186805 loss_giou_aux: 2.875778 loss_class_dn: 0.358899 loss_bbox_dn: 0.239033 loss_giou_dn: 0.491423 loss_class_aux_dn: 1.889971 loss_bbox_aux_dn: 1.333138 loss_giou_aux_dn: 2.687848 loss: 17.560818 eta: 3 days, 9:37:42 batch_cost: 0.5015 data_cost: 0.0014 ips: 7.9753 images/s [04/07 16:39:28] ppdet.engine INFO: Epoch: [7] [ 100/7329] learning_rate: 0.000100 loss_class: 0.660188 loss_bbox: 0.166350 loss_giou: 0.489053 loss_class_aux: 4.308466 loss_bbox_aux: 1.104753 loss_giou_aux: 3.006255 loss_class_dn: 0.380247 loss_bbox_dn: 0.213540 loss_giou_dn: 0.499524 loss_class_aux_dn: 2.046610 loss_bbox_aux_dn: 1.219886 loss_giou_aux_dn: 2.727199 loss: 17.608860 eta: 3 days, 9:36:40 batch_cost: 0.5113 data_cost: 0.0013 ips: 7.8228 images/s [04/07 16:40:30] ppdet.engine INFO: Epoch: [7] [ 200/7329] learning_rate: 0.000100 loss_class: 0.625360 loss_bbox: 0.170450 loss_giou: 0.384491 loss_class_aux: 4.078437 loss_bbox_aux: 1.130586 loss_giou_aux: 2.471424 loss_class_dn: 0.346338 loss_bbox_dn: 0.222589 loss_giou_dn: 0.437412 loss_class_aux_dn: 1.804956 loss_bbox_aux_dn: 1.246110 loss_giou_aux_dn: 2.376071 loss: 16.521236 eta: 3 days, 9:36:26 batch_cost: 0.5562 data_cost: 0.0014 ips: 7.1919 images/s [04/07 16:41:31] ppdet.engine INFO: Epoch: [7] [ 300/7329] learning_rate: 0.000100 loss_class: 0.682536 loss_bbox: 0.193777 loss_giou: 0.510669 loss_class_aux: 4.324187 loss_bbox_aux: 1.248763 loss_giou_aux: 3.366460 loss_class_dn: 0.403845 loss_bbox_dn: 0.238945 loss_giou_dn: 0.528739 loss_class_aux_dn: 2.075506 loss_bbox_aux_dn: 1.348939 loss_giou_aux_dn: 2.864347 loss: 18.899189 eta: 3 days, 9:35:58 batch_cost: 0.5429 data_cost: 0.0016 ips: 7.3684 images/s [04/07 16:42:36] ppdet.engine INFO: Epoch: [7] [ 400/7329] learning_rate: 0.000100 loss_class: 0.665214 loss_bbox: 0.166787 loss_giou: 0.423293 loss_class_aux: 4.387064 loss_bbox_aux: 1.064731 loss_giou_aux: 2.822234 loss_class_dn: 0.374387 loss_bbox_dn: 0.214173 loss_giou_dn: 0.487529 loss_class_aux_dn: 2.016575 loss_bbox_aux_dn: 1.228415 loss_giou_aux_dn: 2.702994 loss: 17.450081 eta: 3 days, 9:36:13 batch_cost: 0.5823 data_cost: 0.0015 ips: 6.8689 images/s [04/07 16:43:35] ppdet.engine INFO: Epoch: [7] [ 500/7329] learning_rate: 0.000100 loss_class: 0.669279 loss_bbox: 0.188104 loss_giou: 0.456474 loss_class_aux: 4.410982 loss_bbox_aux: 1.173904 loss_giou_aux: 2.939452 loss_class_dn: 0.377633 loss_bbox_dn: 0.249261 loss_giou_dn: 0.500411 loss_class_aux_dn: 2.022812 loss_bbox_aux_dn: 1.411268 loss_giou_aux_dn: 2.690629 loss: 17.588161 eta: 3 days, 9:35:25 batch_cost: 0.5239 data_cost: 0.0015 ips: 7.6347 images/s [04/07 16:44:34] ppdet.engine INFO: Epoch: [7] [ 600/7329] learning_rate: 0.000100 loss_class: 0.634065 loss_bbox: 0.161531 loss_giou: 0.440079 loss_class_aux: 4.326955 loss_bbox_aux: 1.104656 loss_giou_aux: 2.883675 loss_class_dn: 0.366871 loss_bbox_dn: 0.226715 loss_giou_dn: 0.490133 loss_class_aux_dn: 1.934552 loss_bbox_aux_dn: 1.306616 loss_giou_aux_dn: 2.625739 loss: 16.844505 eta: 3 days, 9:34:52 batch_cost: 0.5389 data_cost: 0.0013 ips: 7.4224 images/s [04/07 16:45:37] ppdet.engine INFO: Epoch: [7] [ 700/7329] learning_rate: 0.000100 loss_class: 0.629078 loss_bbox: 0.183546 loss_giou: 0.499926 loss_class_aux: 4.109693 loss_bbox_aux: 1.120740 loss_giou_aux: 3.086918 loss_class_dn: 0.370427 loss_bbox_dn: 0.207241 loss_giou_dn: 0.507292 loss_class_aux_dn: 1.970916 loss_bbox_aux_dn: 1.185529 loss_giou_aux_dn: 2.765964 loss: 17.778458 eta: 3 days, 9:34:39 batch_cost: 0.5572 data_cost: 0.0014 ips: 7.1789 images/s [04/07 16:46:39] ppdet.engine INFO: Epoch: [7] [ 800/7329] learning_rate: 0.000100 loss_class: 0.648106 loss_bbox: 0.183692 loss_giou: 0.513502 loss_class_aux: 4.275793 loss_bbox_aux: 1.189219 loss_giou_aux: 3.250787 loss_class_dn: 0.390433 loss_bbox_dn: 0.237030 loss_giou_dn: 0.519089 loss_class_aux_dn: 2.111279 loss_bbox_aux_dn: 1.321840 loss_giou_aux_dn: 2.865262 loss: 18.857025 eta: 3 days, 9:34:23 batch_cost: 0.5542 data_cost: 0.0015 ips: 7.2182 images/s [04/07 16:47:33] ppdet.engine INFO: Epoch: [7] [ 900/7329] learning_rate: 0.000100 loss_class: 0.596937 loss_bbox: 0.152564 loss_giou: 0.436617 loss_class_aux: 3.877480 loss_bbox_aux: 1.008613 loss_giou_aux: 2.800465 loss_class_dn: 0.355637 loss_bbox_dn: 0.206770 loss_giou_dn: 0.513117 loss_class_aux_dn: 1.868657 loss_bbox_aux_dn: 1.159322 loss_giou_aux_dn: 2.756141 loss: 16.589762 eta: 3 days, 9:32:45 batch_cost: 0.4791 data_cost: 0.0014 ips: 8.3487 images/s [04/07 16:48:33] ppdet.engine INFO: Epoch: [7] [1000/7329] learning_rate: 0.000100 loss_class: 0.627201 loss_bbox: 0.183166 loss_giou: 0.447624 loss_class_aux: 4.045228 loss_bbox_aux: 1.215606 loss_giou_aux: 2.871263 loss_class_dn: 0.347845 loss_bbox_dn: 0.232752 loss_giou_dn: 0.472572 loss_class_aux_dn: 1.843233 loss_bbox_aux_dn: 1.260845 loss_giou_aux_dn: 2.566359 loss: 17.081032 eta: 3 days, 9:32:00 batch_cost: 0.5269 data_cost: 0.0015 ips: 7.5919 images/s [04/07 16:49:29] ppdet.engine INFO: Epoch: [7] [1100/7329] learning_rate: 0.000100 loss_class: 0.687318 loss_bbox: 0.193076 loss_giou: 0.396407 loss_class_aux: 4.569712 loss_bbox_aux: 1.224558 loss_giou_aux: 2.597447 loss_class_dn: 0.390591 loss_bbox_dn: 0.265384 loss_giou_dn: 0.448786 loss_class_aux_dn: 2.078917 loss_bbox_aux_dn: 1.480410 loss_giou_aux_dn: 2.499036 loss: 17.775869 eta: 3 days, 9:30:38 batch_cost: 0.4938 data_cost: 0.0014 ips: 8.1004 images/s [04/07 16:50:32] ppdet.engine INFO: Epoch: [7] [1200/7329] learning_rate: 0.000100 loss_class: 0.644948 loss_bbox: 0.170447 loss_giou: 0.423194 loss_class_aux: 4.226930 loss_bbox_aux: 1.109461 loss_giou_aux: 2.702965 loss_class_dn: 0.401415 loss_bbox_dn: 0.224090 loss_giou_dn: 0.465081 loss_class_aux_dn: 2.106892 loss_bbox_aux_dn: 1.295626 loss_giou_aux_dn: 2.616401 loss: 17.743729 eta: 3 days, 9:30:36 batch_cost: 0.5679 data_cost: 0.0013 ips: 7.0436 images/s [04/07 16:51:34] ppdet.engine INFO: Epoch: [7] [1300/7329] learning_rate: 0.000100 loss_class: 0.653201 loss_bbox: 0.168696 loss_giou: 0.399421 loss_class_aux: 4.234968 loss_bbox_aux: 1.128917 loss_giou_aux: 2.685956 loss_class_dn: 0.377901 loss_bbox_dn: 0.215296 loss_giou_dn: 0.479377 loss_class_aux_dn: 1.989312 loss_bbox_aux_dn: 1.198002 loss_giou_aux_dn: 2.612938 loss: 17.184013 eta: 3 days, 9:30:20 batch_cost: 0.5542 data_cost: 0.0013 ips: 7.2176 images/s [04/07 16:52:29] ppdet.engine INFO: Epoch: [7] [1400/7329] learning_rate: 0.000100 loss_class: 0.634185 loss_bbox: 0.182276 loss_giou: 0.497956 loss_class_aux: 4.261824 loss_bbox_aux: 1.213474 loss_giou_aux: 3.098224 loss_class_dn: 0.374001 loss_bbox_dn: 0.238567 loss_giou_dn: 0.490392 loss_class_aux_dn: 1.985212 loss_bbox_aux_dn: 1.357393 loss_giou_aux_dn: 2.624755 loss: 17.191643 eta: 3 days, 9:28:55 batch_cost: 0.4907 data_cost: 0.0014 ips: 8.1519 images/s [04/07 16:53:25] ppdet.engine INFO: Epoch: [7] [1500/7329] learning_rate: 0.000100 loss_class: 0.647643 loss_bbox: 0.176108 loss_giou: 0.466506 loss_class_aux: 4.322389 loss_bbox_aux: 1.149457 loss_giou_aux: 2.888272 loss_class_dn: 0.382235 loss_bbox_dn: 0.233994 loss_giou_dn: 0.472885 loss_class_aux_dn: 1.949794 loss_bbox_aux_dn: 1.330981 loss_giou_aux_dn: 2.524050 loss: 16.831837 eta: 3 days, 9:27:41 batch_cost: 0.5006 data_cost: 0.0014 ips: 7.9911 images/s [04/07 16:54:20] ppdet.engine INFO: Epoch: [7] [1600/7329] learning_rate: 0.000100 loss_class: 0.653591 loss_bbox: 0.173928 loss_giou: 0.435255 loss_class_aux: 4.159111 loss_bbox_aux: 1.171169 loss_giou_aux: 2.745277 loss_class_dn: 0.369904 loss_bbox_dn: 0.216945 loss_giou_dn: 0.467487 loss_class_aux_dn: 1.935344 loss_bbox_aux_dn: 1.271713 loss_giou_aux_dn: 2.537198 loss: 17.116549 eta: 3 days, 9:26:09 batch_cost: 0.4834 data_cost: 0.0014 ips: 8.2753 images/s [04/07 16:55:15] ppdet.engine INFO: Epoch: [7] [1700/7329] learning_rate: 0.000100 loss_class: 0.644193 loss_bbox: 0.174126 loss_giou: 0.410241 loss_class_aux: 4.211453 loss_bbox_aux: 1.225273 loss_giou_aux: 2.728055 loss_class_dn: 0.375343 loss_bbox_dn: 0.263189 loss_giou_dn: 0.482259 loss_class_aux_dn: 2.015754 loss_bbox_aux_dn: 1.492517 loss_giou_aux_dn: 2.619895 loss: 17.417763 eta: 3 days, 9:24:47 batch_cost: 0.4926 data_cost: 0.0013 ips: 8.1203 images/s [04/07 16:56:15] ppdet.engine INFO: Epoch: [7] [1800/7329] learning_rate: 0.000100 loss_class: 0.674777 loss_bbox: 0.173192 loss_giou: 0.496911 loss_class_aux: 4.263356 loss_bbox_aux: 1.132135 loss_giou_aux: 3.155006 loss_class_dn: 0.400421 loss_bbox_dn: 0.232208 loss_giou_dn: 0.509170 loss_class_aux_dn: 2.067640 loss_bbox_aux_dn: 1.276688 loss_giou_aux_dn: 2.810035 loss: 18.679665 eta: 3 days, 9:24:15 batch_cost: 0.5400 data_cost: 0.0014 ips: 7.4070 images/s [04/07 16:57:15] ppdet.engine INFO: Epoch: [7] [1900/7329] learning_rate: 0.000100 loss_class: 0.597767 loss_bbox: 0.172403 loss_giou: 0.555176 loss_class_aux: 4.096684 loss_bbox_aux: 1.113878 loss_giou_aux: 3.416587 loss_class_dn: 0.372099 loss_bbox_dn: 0.219173 loss_giou_dn: 0.530436 loss_class_aux_dn: 2.029142 loss_bbox_aux_dn: 1.218568 loss_giou_aux_dn: 2.831190 loss: 17.446917 eta: 3 days, 9:23:35 batch_cost: 0.5329 data_cost: 0.0013 ips: 7.5063 images/s [04/07 16:58:18] ppdet.engine INFO: Epoch: [7] [2000/7329] learning_rate: 0.000100 loss_class: 0.648299 loss_bbox: 0.172116 loss_giou: 0.383212 loss_class_aux: 4.392026 loss_bbox_aux: 1.093936 loss_giou_aux: 2.461554 loss_class_dn: 0.381531 loss_bbox_dn: 0.249494 loss_giou_dn: 0.446776 loss_class_aux_dn: 2.042342 loss_bbox_aux_dn: 1.388512 loss_giou_aux_dn: 2.439957 loss: 16.578968 eta: 3 days, 9:23:17 batch_cost: 0.5529 data_cost: 0.0016 ips: 7.2345 images/s [04/07 16:59:18] ppdet.engine INFO: Epoch: [7] [2100/7329] learning_rate: 0.000100 loss_class: 0.668869 loss_bbox: 0.169514 loss_giou: 0.421191 loss_class_aux: 4.410060 loss_bbox_aux: 1.122139 loss_giou_aux: 2.692441 loss_class_dn: 0.349565 loss_bbox_dn: 0.232405 loss_giou_dn: 0.448421 loss_class_aux_dn: 1.873497 loss_bbox_aux_dn: 1.336391 loss_giou_aux_dn: 2.412255 loss: 16.215263 eta: 3 days, 9:22:40 batch_cost: 0.5356 data_cost: 0.0014 ips: 7.4686 images/s [04/07 17:00:17] ppdet.engine INFO: Epoch: [7] [2200/7329] learning_rate: 0.000100 loss_class: 0.624526 loss_bbox: 0.160627 loss_giou: 0.371104 loss_class_aux: 4.090465 loss_bbox_aux: 1.073978 loss_giou_aux: 2.407709 loss_class_dn: 0.347829 loss_bbox_dn: 0.205516 loss_giou_dn: 0.415530 loss_class_aux_dn: 1.831765 loss_bbox_aux_dn: 1.151632 loss_giou_aux_dn: 2.257268 loss: 15.525535 eta: 3 days, 9:21:56 batch_cost: 0.5288 data_cost: 0.0014 ips: 7.5648 images/s [04/07 17:01:18] ppdet.engine INFO: Epoch: [7] [2300/7329] learning_rate: 0.000100 loss_class: 0.590539 loss_bbox: 0.150900 loss_giou: 0.409912 loss_class_aux: 3.840528 loss_bbox_aux: 1.038359 loss_giou_aux: 2.579592 loss_class_dn: 0.345833 loss_bbox_dn: 0.207034 loss_giou_dn: 0.439438 loss_class_aux_dn: 1.812139 loss_bbox_aux_dn: 1.158950 loss_giou_aux_dn: 2.388180 loss: 16.149307 eta: 3 days, 9:21:32 batch_cost: 0.5481 data_cost: 0.0013 ips: 7.2980 images/s [04/07 17:02:17] ppdet.engine INFO: Epoch: [7] [2400/7329] learning_rate: 0.000100 loss_class: 0.578361 loss_bbox: 0.176813 loss_giou: 0.416209 loss_class_aux: 4.107073 loss_bbox_aux: 1.151650 loss_giou_aux: 2.645278 loss_class_dn: 0.342837 loss_bbox_dn: 0.240875 loss_giou_dn: 0.521583 loss_class_aux_dn: 1.862854 loss_bbox_aux_dn: 1.348477 loss_giou_aux_dn: 2.771640 loss: 17.120838 eta: 3 days, 9:20:38 batch_cost: 0.5195 data_cost: 0.0014 ips: 7.7004 images/s [04/07 17:03:14] ppdet.engine INFO: Epoch: [7] [2500/7329] learning_rate: 0.000100 loss_class: 0.647556 loss_bbox: 0.172995 loss_giou: 0.433270 loss_class_aux: 4.286869 loss_bbox_aux: 1.135075 loss_giou_aux: 2.788992 loss_class_dn: 0.367283 loss_bbox_dn: 0.212093 loss_giou_dn: 0.493011 loss_class_aux_dn: 1.930048 loss_bbox_aux_dn: 1.217746 loss_giou_aux_dn: 2.649733 loss: 16.884552 eta: 3 days, 9:19:37 batch_cost: 0.5125 data_cost: 0.0014 ips: 7.8050 images/s [04/07 17:04:14] ppdet.engine INFO: Epoch: [7] [2600/7329] learning_rate: 0.000100 loss_class: 0.575942 loss_bbox: 0.161522 loss_giou: 0.369539 loss_class_aux: 3.886829 loss_bbox_aux: 1.127085 loss_giou_aux: 2.369840 loss_class_dn: 0.325160 loss_bbox_dn: 0.231079 loss_giou_dn: 0.388386 loss_class_aux_dn: 1.779097 loss_bbox_aux_dn: 1.283688 loss_giou_aux_dn: 2.117901 loss: 15.234636 eta: 3 days, 9:18:47 batch_cost: 0.5233 data_cost: 0.0017 ips: 7.6443 images/s [04/07 17:05:09] ppdet.engine INFO: Epoch: [7] [2700/7329] learning_rate: 0.000100 loss_class: 0.683508 loss_bbox: 0.179715 loss_giou: 0.570701 loss_class_aux: 4.442639 loss_bbox_aux: 1.214670 loss_giou_aux: 3.566008 loss_class_dn: 0.404241 loss_bbox_dn: 0.229207 loss_giou_dn: 0.587713 loss_class_aux_dn: 2.124766 loss_bbox_aux_dn: 1.285072 loss_giou_aux_dn: 3.199385 loss: 18.534021 eta: 3 days, 9:17:21 batch_cost: 0.4876 data_cost: 0.0014 ips: 8.2035 images/s [04/07 17:06:08] ppdet.engine INFO: Epoch: [7] [2800/7329] learning_rate: 0.000100 loss_class: 0.596156 loss_bbox: 0.155961 loss_giou: 0.369660 loss_class_aux: 3.940687 loss_bbox_aux: 1.101557 loss_giou_aux: 2.410954 loss_class_dn: 0.340893 loss_bbox_dn: 0.224547 loss_giou_dn: 0.399378 loss_class_aux_dn: 1.826688 loss_bbox_aux_dn: 1.249115 loss_giou_aux_dn: 2.107996 loss: 15.268330 eta: 3 days, 9:16:41 batch_cost: 0.5329 data_cost: 0.0014 ips: 7.5056 images/s [04/07 17:07:06] ppdet.engine INFO: Epoch: [7] [2900/7329] learning_rate: 0.000100 loss_class: 0.606772 loss_bbox: 0.167738 loss_giou: 0.387303 loss_class_aux: 3.933517 loss_bbox_aux: 1.082237 loss_giou_aux: 2.469464 loss_class_dn: 0.344069 loss_bbox_dn: 0.235169 loss_giou_dn: 0.423581 loss_class_aux_dn: 1.828249 loss_bbox_aux_dn: 1.355829 loss_giou_aux_dn: 2.365549 loss: 16.341511 eta: 3 days, 9:15:42 batch_cost: 0.5145 data_cost: 0.0013 ips: 7.7740 images/s [04/07 17:08:07] ppdet.engine INFO: Epoch: [7] [3000/7329] learning_rate: 0.000100 loss_class: 0.566672 loss_bbox: 0.158475 loss_giou: 0.348496 loss_class_aux: 3.748819 loss_bbox_aux: 1.015713 loss_giou_aux: 2.283856 loss_class_dn: 0.324273 loss_bbox_dn: 0.203735 loss_giou_dn: 0.432640 loss_class_aux_dn: 1.758982 loss_bbox_aux_dn: 1.134221 loss_giou_aux_dn: 2.307458 loss: 14.886089 eta: 3 days, 9:15:18 batch_cost: 0.5488 data_cost: 0.0013 ips: 7.2888 images/s [04/07 17:09:04] ppdet.engine INFO: Epoch: [7] [3100/7329] learning_rate: 0.000100 loss_class: 0.620819 loss_bbox: 0.164522 loss_giou: 0.444872 loss_class_aux: 4.028989 loss_bbox_aux: 1.089230 loss_giou_aux: 2.851842 loss_class_dn: 0.354769 loss_bbox_dn: 0.213329 loss_giou_dn: 0.467508 loss_class_aux_dn: 1.861765 loss_bbox_aux_dn: 1.230981 loss_giou_aux_dn: 2.473059 loss: 16.140657 eta: 3 days, 9:14:16 batch_cost: 0.5113 data_cost: 0.0013 ips: 7.8239 images/s [04/07 17:09:59] ppdet.engine INFO: Epoch: [7] [3200/7329] learning_rate: 0.000100 loss_class: 0.638144 loss_bbox: 0.155295 loss_giou: 0.375601 loss_class_aux: 4.228700 loss_bbox_aux: 1.022545 loss_giou_aux: 2.490378 loss_class_dn: 0.344807 loss_bbox_dn: 0.222230 loss_giou_dn: 0.465826 loss_class_aux_dn: 1.822801 loss_bbox_aux_dn: 1.249926 loss_giou_aux_dn: 2.521380 loss: 16.144522 eta: 3 days, 9:12:50 batch_cost: 0.4878 data_cost: 0.0013 ips: 8.2000 images/s [04/07 17:10:57] ppdet.engine INFO: Epoch: [7] [3300/7329] learning_rate: 0.000100 loss_class: 0.612636 loss_bbox: 0.147764 loss_giou: 0.433334 loss_class_aux: 3.994413 loss_bbox_aux: 0.973843 loss_giou_aux: 2.643823 loss_class_dn: 0.361835 loss_bbox_dn: 0.198415 loss_giou_dn: 0.475545 loss_class_aux_dn: 1.935299 loss_bbox_aux_dn: 1.094937 loss_giou_aux_dn: 2.556901 loss: 16.123501 eta: 3 days, 9:11:55 batch_cost: 0.5184 data_cost: 0.0013 ips: 7.7160 images/s [04/07 17:11:58] ppdet.engine INFO: Epoch: [7] [3400/7329] learning_rate: 0.000100 loss_class: 0.653083 loss_bbox: 0.164061 loss_giou: 0.494630 loss_class_aux: 4.325413 loss_bbox_aux: 1.140666 loss_giou_aux: 3.149590 loss_class_dn: 0.383314 loss_bbox_dn: 0.219552 loss_giou_dn: 0.526086 loss_class_aux_dn: 2.011969 loss_bbox_aux_dn: 1.262003 loss_giou_aux_dn: 2.936348 loss: 18.321709 eta: 3 days, 9:11:23 batch_cost: 0.5410 data_cost: 0.0015 ips: 7.3932 images/s [04/07 17:12:58] ppdet.engine INFO: Epoch: [7] [3500/7329] learning_rate: 0.000100 loss_class: 0.690637 loss_bbox: 0.168694 loss_giou: 0.437871 loss_class_aux: 4.362766 loss_bbox_aux: 1.093914 loss_giou_aux: 2.786887 loss_class_dn: 0.388054 loss_bbox_dn: 0.221533 loss_giou_dn: 0.477126 loss_class_aux_dn: 2.068426 loss_bbox_aux_dn: 1.253262 loss_giou_aux_dn: 2.587535 loss: 17.003462 eta: 3 days, 9:10:54 batch_cost: 0.5436 data_cost: 0.0014 ips: 7.3588 images/s [04/07 17:14:04] ppdet.engine INFO: Epoch: [7] [3600/7329] learning_rate: 0.000100 loss_class: 0.668620 loss_bbox: 0.175657 loss_giou: 0.437154 loss_class_aux: 4.431121 loss_bbox_aux: 1.168290 loss_giou_aux: 2.842599 loss_class_dn: 0.385078 loss_bbox_dn: 0.250114 loss_giou_dn: 0.480551 loss_class_aux_dn: 2.028776 loss_bbox_aux_dn: 1.397897 loss_giou_aux_dn: 2.597533 loss: 17.090870 eta: 3 days, 9:10:56 batch_cost: 0.5740 data_cost: 0.0016 ips: 6.9681 images/s [04/07 17:15:00] ppdet.engine INFO: Epoch: [7] [3700/7329] learning_rate: 0.000100 loss_class: 0.593429 loss_bbox: 0.154787 loss_giou: 0.482476 loss_class_aux: 3.858827 loss_bbox_aux: 1.158331 loss_giou_aux: 2.999685 loss_class_dn: 0.352052 loss_bbox_dn: 0.238487 loss_giou_dn: 0.491771 loss_class_aux_dn: 1.847755 loss_bbox_aux_dn: 1.301876 loss_giou_aux_dn: 2.634464 loss: 16.707645 eta: 3 days, 9:09:41 batch_cost: 0.4987 data_cost: 0.0014 ips: 8.0210 images/s [04/07 17:15:59] ppdet.engine INFO: Epoch: [7] [3800/7329] learning_rate: 0.000100 loss_class: 0.612840 loss_bbox: 0.179839 loss_giou: 0.438547 loss_class_aux: 4.086887 loss_bbox_aux: 1.146514 loss_giou_aux: 2.802392 loss_class_dn: 0.368741 loss_bbox_dn: 0.219682 loss_giou_dn: 0.465926 loss_class_aux_dn: 1.944221 loss_bbox_aux_dn: 1.274787 loss_giou_aux_dn: 2.583563 loss: 16.524637 eta: 3 days, 9:08:56 batch_cost: 0.5282 data_cost: 0.0014 ips: 7.5728 images/s [04/07 17:16:55] ppdet.engine INFO: Epoch: [7] [3900/7329] learning_rate: 0.000100 loss_class: 0.666318 loss_bbox: 0.181137 loss_giou: 0.506359 loss_class_aux: 4.215364 loss_bbox_aux: 1.143516 loss_giou_aux: 3.194617 loss_class_dn: 0.363369 loss_bbox_dn: 0.239041 loss_giou_dn: 0.540697 loss_class_aux_dn: 1.995575 loss_bbox_aux_dn: 1.334992 loss_giou_aux_dn: 2.887868 loss: 17.661011 eta: 3 days, 9:07:41 batch_cost: 0.4985 data_cost: 0.0015 ips: 8.0245 images/s [04/07 17:17:48] ppdet.engine INFO: Epoch: [7] [4000/7329] learning_rate: 0.000100 loss_class: 0.678790 loss_bbox: 0.156500 loss_giou: 0.389930 loss_class_aux: 4.123835 loss_bbox_aux: 0.998366 loss_giou_aux: 2.496607 loss_class_dn: 0.348658 loss_bbox_dn: 0.207085 loss_giou_dn: 0.475302 loss_class_aux_dn: 1.800069 loss_bbox_aux_dn: 1.148455 loss_giou_aux_dn: 2.468336 loss: 16.408176 eta: 3 days, 9:05:59 batch_cost: 0.4718 data_cost: 0.0013 ips: 8.4776 images/s [04/07 17:18:45] ppdet.engine INFO: Epoch: [7] [4100/7329] learning_rate: 0.000100 loss_class: 0.626754 loss_bbox: 0.197873 loss_giou: 0.437638 loss_class_aux: 4.060802 loss_bbox_aux: 1.191906 loss_giou_aux: 2.740599 loss_class_dn: 0.353196 loss_bbox_dn: 0.240652 loss_giou_dn: 0.460787 loss_class_aux_dn: 1.898700 loss_bbox_aux_dn: 1.307847 loss_giou_aux_dn: 2.574375 loss: 17.295357 eta: 3 days, 9:04:56 batch_cost: 0.5103 data_cost: 0.0015 ips: 7.8387 images/s [04/07 17:19:44] ppdet.engine INFO: Epoch: [7] [4200/7329] learning_rate: 0.000100 loss_class: 0.683717 loss_bbox: 0.177720 loss_giou: 0.452053 loss_class_aux: 4.428279 loss_bbox_aux: 1.180881 loss_giou_aux: 2.948194 loss_class_dn: 0.383613 loss_bbox_dn: 0.238139 loss_giou_dn: 0.498649 loss_class_aux_dn: 2.052456 loss_bbox_aux_dn: 1.331206 loss_giou_aux_dn: 2.689820 loss: 17.079945 eta: 3 days, 9:03:59 batch_cost: 0.5160 data_cost: 0.0016 ips: 7.7523 images/s [04/07 17:20:44] ppdet.engine INFO: Epoch: [7] [4300/7329] learning_rate: 0.000100 loss_class: 0.657324 loss_bbox: 0.175119 loss_giou: 0.472609 loss_class_aux: 4.259933 loss_bbox_aux: 1.126688 loss_giou_aux: 3.128814 loss_class_dn: 0.407356 loss_bbox_dn: 0.217962 loss_giou_dn: 0.493999 loss_class_aux_dn: 2.128303 loss_bbox_aux_dn: 1.256487 loss_giou_aux_dn: 2.671331 loss: 18.550711 eta: 3 days, 9:03:18 batch_cost: 0.5325 data_cost: 0.0015 ips: 7.5114 images/s [04/07 17:21:48] ppdet.engine INFO: Epoch: [7] [4400/7329] learning_rate: 0.000100 loss_class: 0.649288 loss_bbox: 0.187580 loss_giou: 0.436469 loss_class_aux: 4.300309 loss_bbox_aux: 1.217189 loss_giou_aux: 2.830415 loss_class_dn: 0.372283 loss_bbox_dn: 0.236653 loss_giou_dn: 0.499188 loss_class_aux_dn: 1.966384 loss_bbox_aux_dn: 1.321135 loss_giou_aux_dn: 2.678913 loss: 17.394226 eta: 3 days, 9:03:23 batch_cost: 0.5779 data_cost: 0.0013 ips: 6.9219 images/s [04/07 17:22:43] ppdet.engine INFO: Epoch: [7] [4500/7329] learning_rate: 0.000100 loss_class: 0.724591 loss_bbox: 0.179601 loss_giou: 0.625401 loss_class_aux: 4.847386 loss_bbox_aux: 1.196316 loss_giou_aux: 3.825744 loss_class_dn: 0.422021 loss_bbox_dn: 0.237011 loss_giou_dn: 0.627537 loss_class_aux_dn: 2.235770 loss_bbox_aux_dn: 1.326778 loss_giou_aux_dn: 3.289968 loss: 20.203573 eta: 3 days, 9:01:57 batch_cost: 0.4870 data_cost: 0.0013 ips: 8.2143 images/s [04/07 17:23:40] ppdet.engine INFO: Epoch: [7] [4600/7329] learning_rate: 0.000100 loss_class: 0.682302 loss_bbox: 0.178254 loss_giou: 0.490727 loss_class_aux: 4.394142 loss_bbox_aux: 1.191056 loss_giou_aux: 3.047997 loss_class_dn: 0.377966 loss_bbox_dn: 0.229144 loss_giou_dn: 0.526928 loss_class_aux_dn: 1.983665 loss_bbox_aux_dn: 1.304966 loss_giou_aux_dn: 2.736854 loss: 17.448965 eta: 3 days, 9:00:51 batch_cost: 0.5077 data_cost: 0.0016 ips: 7.8791 images/s [04/07 17:24:36] ppdet.engine INFO: Epoch: [7] [4700/7329] learning_rate: 0.000100 loss_class: 0.601527 loss_bbox: 0.166412 loss_giou: 0.391639 loss_class_aux: 3.966114 loss_bbox_aux: 1.109250 loss_giou_aux: 2.430494 loss_class_dn: 0.343013 loss_bbox_dn: 0.210459 loss_giou_dn: 0.408693 loss_class_aux_dn: 1.807824 loss_bbox_aux_dn: 1.191646 loss_giou_aux_dn: 2.206760 loss: 15.307386 eta: 3 days, 8:59:42 batch_cost: 0.5038 data_cost: 0.0013 ips: 7.9390 images/s [04/07 17:25:34] ppdet.engine INFO: Epoch: [7] [4800/7329] learning_rate: 0.000100 loss_class: 0.626715 loss_bbox: 0.173870 loss_giou: 0.447166 loss_class_aux: 4.220347 loss_bbox_aux: 1.154785 loss_giou_aux: 2.898105 loss_class_dn: 0.360136 loss_bbox_dn: 0.235021 loss_giou_dn: 0.457501 loss_class_aux_dn: 1.859550 loss_bbox_aux_dn: 1.321005 loss_giou_aux_dn: 2.480906 loss: 16.740234 eta: 3 days, 8:58:47 batch_cost: 0.5181 data_cost: 0.0013 ips: 7.7199 images/s [04/07 17:26:32] ppdet.engine INFO: Epoch: [7] [4900/7329] learning_rate: 0.000100 loss_class: 0.761702 loss_bbox: 0.175721 loss_giou: 0.551137 loss_class_aux: 4.743039 loss_bbox_aux: 1.193773 loss_giou_aux: 3.547689 loss_class_dn: 0.427204 loss_bbox_dn: 0.244550 loss_giou_dn: 0.601161 loss_class_aux_dn: 2.236105 loss_bbox_aux_dn: 1.409063 loss_giou_aux_dn: 3.207997 loss: 19.650402 eta: 3 days, 8:57:47 batch_cost: 0.5125 data_cost: 0.0013 ips: 7.8044 images/s [04/07 17:27:32] ppdet.engine INFO: Epoch: [7] [5000/7329] learning_rate: 0.000100 loss_class: 0.710324 loss_bbox: 0.159359 loss_giou: 0.469385 loss_class_aux: 4.474713 loss_bbox_aux: 1.031839 loss_giou_aux: 2.954690 loss_class_dn: 0.399888 loss_bbox_dn: 0.223739 loss_giou_dn: 0.501038 loss_class_aux_dn: 2.129718 loss_bbox_aux_dn: 1.279187 loss_giou_aux_dn: 2.671338 loss: 17.999260 eta: 3 days, 8:57:16 batch_cost: 0.5423 data_cost: 0.0012 ips: 7.3764 images/s [04/07 17:28:29] ppdet.engine INFO: Epoch: [7] [5100/7329] learning_rate: 0.000100 loss_class: 0.588870 loss_bbox: 0.180104 loss_giou: 0.468631 loss_class_aux: 3.983012 loss_bbox_aux: 1.187835 loss_giou_aux: 2.932691 loss_class_dn: 0.356918 loss_bbox_dn: 0.241017 loss_giou_dn: 0.521807 loss_class_aux_dn: 1.848051 loss_bbox_aux_dn: 1.349428 loss_giou_aux_dn: 2.776270 loss: 16.529968 eta: 3 days, 8:56:04 batch_cost: 0.5012 data_cost: 0.0014 ips: 7.9803 images/s [04/07 17:29:26] ppdet.engine INFO: Epoch: [7] [5200/7329] learning_rate: 0.000100 loss_class: 0.673423 loss_bbox: 0.172917 loss_giou: 0.443531 loss_class_aux: 4.329134 loss_bbox_aux: 1.137106 loss_giou_aux: 2.777964 loss_class_dn: 0.372646 loss_bbox_dn: 0.236837 loss_giou_dn: 0.440860 loss_class_aux_dn: 2.007721 loss_bbox_aux_dn: 1.296582 loss_giou_aux_dn: 2.424377 loss: 17.119923 eta: 3 days, 8:54:59 batch_cost: 0.5078 data_cost: 0.0013 ips: 7.8767 images/s [04/07 17:30:24] ppdet.engine INFO: Epoch: [7] [5300/7329] learning_rate: 0.000100 loss_class: 0.676873 loss_bbox: 0.163356 loss_giou: 0.500728 loss_class_aux: 4.304282 loss_bbox_aux: 1.037335 loss_giou_aux: 3.135329 loss_class_dn: 0.382316 loss_bbox_dn: 0.225923 loss_giou_dn: 0.506002 loss_class_aux_dn: 2.012466 loss_bbox_aux_dn: 1.271996 loss_giou_aux_dn: 2.740113 loss: 17.355179 eta: 3 days, 8:54:13 batch_cost: 0.5277 data_cost: 0.0013 ips: 7.5802 images/s [04/07 17:31:22] ppdet.engine INFO: Epoch: [7] [5400/7329] learning_rate: 0.000100 loss_class: 0.695103 loss_bbox: 0.195634 loss_giou: 0.411994 loss_class_aux: 4.550766 loss_bbox_aux: 1.277799 loss_giou_aux: 2.657984 loss_class_dn: 0.369606 loss_bbox_dn: 0.245171 loss_giou_dn: 0.483148 loss_class_aux_dn: 1.977930 loss_bbox_aux_dn: 1.418177 loss_giou_aux_dn: 2.581524 loss: 18.492699 eta: 3 days, 8:53:09 batch_cost: 0.5089 data_cost: 0.0013 ips: 7.8595 images/s [04/07 17:32:16] ppdet.engine INFO: Epoch: [7] [5500/7329] learning_rate: 0.000100 loss_class: 0.644284 loss_bbox: 0.183132 loss_giou: 0.488052 loss_class_aux: 4.206034 loss_bbox_aux: 1.183293 loss_giou_aux: 2.989517 loss_class_dn: 0.375710 loss_bbox_dn: 0.218754 loss_giou_dn: 0.503342 loss_class_aux_dn: 1.981732 loss_bbox_aux_dn: 1.297120 loss_giou_aux_dn: 2.723127 loss: 16.859589 eta: 3 days, 8:51:39 batch_cost: 0.4820 data_cost: 0.0014 ips: 8.2989 images/s [04/07 17:33:19] ppdet.engine INFO: Epoch: [7] [5600/7329] learning_rate: 0.000100 loss_class: 0.671124 loss_bbox: 0.169292 loss_giou: 0.441643 loss_class_aux: 4.441208 loss_bbox_aux: 1.134682 loss_giou_aux: 2.907619 loss_class_dn: 0.381472 loss_bbox_dn: 0.226472 loss_giou_dn: 0.484406 loss_class_aux_dn: 2.021766 loss_bbox_aux_dn: 1.270157 loss_giou_aux_dn: 2.659391 loss: 17.736824 eta: 3 days, 8:51:19 batch_cost: 0.5537 data_cost: 0.0019 ips: 7.2237 images/s [04/07 17:34:20] ppdet.engine INFO: Epoch: [7] [5700/7329] learning_rate: 0.000100 loss_class: 0.670270 loss_bbox: 0.166626 loss_giou: 0.409531 loss_class_aux: 4.199701 loss_bbox_aux: 1.133953 loss_giou_aux: 2.754291 loss_class_dn: 0.336541 loss_bbox_dn: 0.222402 loss_giou_dn: 0.449724 loss_class_aux_dn: 1.825357 loss_bbox_aux_dn: 1.215615 loss_giou_aux_dn: 2.400440 loss: 15.822160 eta: 3 days, 8:50:50 batch_cost: 0.5443 data_cost: 0.0016 ips: 7.3488 images/s [04/07 17:35:25] ppdet.engine INFO: Epoch: [7] [5800/7329] learning_rate: 0.000100 loss_class: 0.662632 loss_bbox: 0.160349 loss_giou: 0.424049 loss_class_aux: 4.240907 loss_bbox_aux: 1.088748 loss_giou_aux: 2.740252 loss_class_dn: 0.351062 loss_bbox_dn: 0.225506 loss_giou_dn: 0.485518 loss_class_aux_dn: 1.848207 loss_bbox_aux_dn: 1.260338 loss_giou_aux_dn: 2.667326 loss: 17.084614 eta: 3 days, 8:50:32 batch_cost: 0.5558 data_cost: 0.0017 ips: 7.1971 images/s [04/07 17:36:28] ppdet.engine INFO: Epoch: [7] [5900/7329] learning_rate: 0.000100 loss_class: 0.715918 loss_bbox: 0.180185 loss_giou: 0.525490 loss_class_aux: 4.495355 loss_bbox_aux: 1.143578 loss_giou_aux: 3.184763 loss_class_dn: 0.408628 loss_bbox_dn: 0.233620 loss_giou_dn: 0.543638 loss_class_aux_dn: 2.083524 loss_bbox_aux_dn: 1.293093 loss_giou_aux_dn: 2.883093 loss: 18.544823 eta: 3 days, 8:50:27 batch_cost: 0.5696 data_cost: 0.0013 ips: 7.0225 images/s [04/07 17:37:24] ppdet.engine INFO: Epoch: [7] [6000/7329] learning_rate: 0.000100 loss_class: 0.581017 loss_bbox: 0.162946 loss_giou: 0.443007 loss_class_aux: 3.852974 loss_bbox_aux: 1.050542 loss_giou_aux: 2.777598 loss_class_dn: 0.355346 loss_bbox_dn: 0.197436 loss_giou_dn: 0.462113 loss_class_aux_dn: 1.869258 loss_bbox_aux_dn: 1.136225 loss_giou_aux_dn: 2.455123 loss: 16.280329 eta: 3 days, 8:49:17 batch_cost: 0.5027 data_cost: 0.0013 ips: 7.9572 images/s [04/07 17:38:18] ppdet.engine INFO: Epoch: [7] [6100/7329] learning_rate: 0.000100 loss_class: 0.676858 loss_bbox: 0.175974 loss_giou: 0.432124 loss_class_aux: 4.319890 loss_bbox_aux: 1.117207 loss_giou_aux: 2.772466 loss_class_dn: 0.372803 loss_bbox_dn: 0.250425 loss_giou_dn: 0.499975 loss_class_aux_dn: 2.020736 loss_bbox_aux_dn: 1.353272 loss_giou_aux_dn: 2.669744 loss: 17.073078 eta: 3 days, 8:47:48 batch_cost: 0.4832 data_cost: 0.0013 ips: 8.2788 images/s [04/07 17:39:14] ppdet.engine INFO: Epoch: [7] [6200/7329] learning_rate: 0.000100 loss_class: 0.654212 loss_bbox: 0.188797 loss_giou: 0.462639 loss_class_aux: 4.296140 loss_bbox_aux: 1.242133 loss_giou_aux: 2.902205 loss_class_dn: 0.387937 loss_bbox_dn: 0.255889 loss_giou_dn: 0.492478 loss_class_aux_dn: 2.066489 loss_bbox_aux_dn: 1.442423 loss_giou_aux_dn: 2.641027 loss: 16.954086 eta: 3 days, 8:46:30 batch_cost: 0.4943 data_cost: 0.0013 ips: 8.0929 images/s [04/07 17:40:09] ppdet.engine INFO: Epoch: [7] [6300/7329] learning_rate: 0.000100 loss_class: 0.615325 loss_bbox: 0.155926 loss_giou: 0.401652 loss_class_aux: 3.937490 loss_bbox_aux: 1.019732 loss_giou_aux: 2.552815 loss_class_dn: 0.318492 loss_bbox_dn: 0.210411 loss_giou_dn: 0.453712 loss_class_aux_dn: 1.737643 loss_bbox_aux_dn: 1.177773 loss_giou_aux_dn: 2.405027 loss: 15.559207 eta: 3 days, 8:45:04 batch_cost: 0.4869 data_cost: 0.0013 ips: 8.2153 images/s [04/07 17:41:07] ppdet.engine INFO: Epoch: [7] [6400/7329] learning_rate: 0.000100 loss_class: 0.612581 loss_bbox: 0.177056 loss_giou: 0.484821 loss_class_aux: 4.158182 loss_bbox_aux: 1.112052 loss_giou_aux: 3.026801 loss_class_dn: 0.374521 loss_bbox_dn: 0.216415 loss_giou_dn: 0.508301 loss_class_aux_dn: 1.987432 loss_bbox_aux_dn: 1.224143 loss_giou_aux_dn: 2.723718 loss: 16.523869 eta: 3 days, 8:44:05 batch_cost: 0.5134 data_cost: 0.0015 ips: 7.7911 images/s [04/07 17:42:08] ppdet.engine INFO: Epoch: [7] [6500/7329] learning_rate: 0.000100 loss_class: 0.655575 loss_bbox: 0.168274 loss_giou: 0.482153 loss_class_aux: 4.128622 loss_bbox_aux: 1.150314 loss_giou_aux: 2.971879 loss_class_dn: 0.373992 loss_bbox_dn: 0.218275 loss_giou_dn: 0.492222 loss_class_aux_dn: 1.985787 loss_bbox_aux_dn: 1.258055 loss_giou_aux_dn: 2.744772 loss: 16.768646 eta: 3 days, 8:43:32 batch_cost: 0.5404 data_cost: 0.0014 ips: 7.4015 images/s [04/07 17:43:05] ppdet.engine INFO: Epoch: [7] [6600/7329] learning_rate: 0.000100 loss_class: 0.685414 loss_bbox: 0.178047 loss_giou: 0.534701 loss_class_aux: 4.542435 loss_bbox_aux: 1.178228 loss_giou_aux: 3.462345 loss_class_dn: 0.409177 loss_bbox_dn: 0.214542 loss_giou_dn: 0.578520 loss_class_aux_dn: 2.133518 loss_bbox_aux_dn: 1.164356 loss_giou_aux_dn: 3.085403 loss: 18.129406 eta: 3 days, 8:42:32 batch_cost: 0.5134 data_cost: 0.0013 ips: 7.7912 images/s [04/07 17:44:00] ppdet.engine INFO: Epoch: [7] [6700/7329] learning_rate: 0.000100 loss_class: 0.634685 loss_bbox: 0.170874 loss_giou: 0.431429 loss_class_aux: 4.241974 loss_bbox_aux: 1.157861 loss_giou_aux: 2.841212 loss_class_dn: 0.335541 loss_bbox_dn: 0.219636 loss_giou_dn: 0.458748 loss_class_aux_dn: 1.809889 loss_bbox_aux_dn: 1.331256 loss_giou_aux_dn: 2.472284 loss: 16.978388 eta: 3 days, 8:41:06 batch_cost: 0.4854 data_cost: 0.0013 ips: 8.2408 images/s [04/07 17:45:00] ppdet.engine INFO: Epoch: [7] [6800/7329] learning_rate: 0.000100 loss_class: 0.596129 loss_bbox: 0.165777 loss_giou: 0.389926 loss_class_aux: 3.975180 loss_bbox_aux: 1.131974 loss_giou_aux: 2.450860 loss_class_dn: 0.325929 loss_bbox_dn: 0.204949 loss_giou_dn: 0.412146 loss_class_aux_dn: 1.758128 loss_bbox_aux_dn: 1.163279 loss_giou_aux_dn: 2.212006 loss: 15.279329 eta: 3 days, 8:40:28 batch_cost: 0.5355 data_cost: 0.0013 ips: 7.4691 images/s [04/07 17:45:54] ppdet.engine INFO: Epoch: [7] [6900/7329] learning_rate: 0.000100 loss_class: 0.633014 loss_bbox: 0.159363 loss_giou: 0.384987 loss_class_aux: 4.214997 loss_bbox_aux: 1.041223 loss_giou_aux: 2.399679 loss_class_dn: 0.356359 loss_bbox_dn: 0.223420 loss_giou_dn: 0.383094 loss_class_aux_dn: 1.899224 loss_bbox_aux_dn: 1.237233 loss_giou_aux_dn: 2.059751 loss: 15.842932 eta: 3 days, 8:38:58 batch_cost: 0.4817 data_cost: 0.0014 ips: 8.3042 images/s [04/07 17:46:52] ppdet.engine INFO: Epoch: [7] [7000/7329] learning_rate: 0.000100 loss_class: 0.621176 loss_bbox: 0.161689 loss_giou: 0.465702 loss_class_aux: 4.200548 loss_bbox_aux: 1.090106 loss_giou_aux: 2.920459 loss_class_dn: 0.374855 loss_bbox_dn: 0.199916 loss_giou_dn: 0.485056 loss_class_aux_dn: 1.983476 loss_bbox_aux_dn: 1.183706 loss_giou_aux_dn: 2.567317 loss: 17.178459 eta: 3 days, 8:38:00 batch_cost: 0.5137 data_cost: 0.0016 ips: 7.7869 images/s [04/07 17:47:53] ppdet.engine INFO: Epoch: [7] [7100/7329] learning_rate: 0.000100 loss_class: 0.611157 loss_bbox: 0.166962 loss_giou: 0.408440 loss_class_aux: 3.929855 loss_bbox_aux: 1.084758 loss_giou_aux: 2.508867 loss_class_dn: 0.317997 loss_bbox_dn: 0.222271 loss_giou_dn: 0.389764 loss_class_aux_dn: 1.715960 loss_bbox_aux_dn: 1.249208 loss_giou_aux_dn: 2.185996 loss: 15.250799 eta: 3 days, 8:37:22 batch_cost: 0.5356 data_cost: 0.0015 ips: 7.4680 images/s [04/07 17:48:48] ppdet.engine INFO: Epoch: [7] [7200/7329] learning_rate: 0.000100 loss_class: 0.629698 loss_bbox: 0.153728 loss_giou: 0.423076 loss_class_aux: 4.081952 loss_bbox_aux: 0.992747 loss_giou_aux: 2.663603 loss_class_dn: 0.360920 loss_bbox_dn: 0.219728 loss_giou_dn: 0.458261 loss_class_aux_dn: 1.920592 loss_bbox_aux_dn: 1.187269 loss_giou_aux_dn: 2.476853 loss: 17.312431 eta: 3 days, 8:35:55 batch_cost: 0.4848 data_cost: 0.0013 ips: 8.2514 images/s [04/07 17:49:45] ppdet.engine INFO: Epoch: [7] [7300/7329] learning_rate: 0.000100 loss_class: 0.658406 loss_bbox: 0.173842 loss_giou: 0.465373 loss_class_aux: 4.405229 loss_bbox_aux: 1.116514 loss_giou_aux: 2.868217 loss_class_dn: 0.383976 loss_bbox_dn: 0.237538 loss_giou_dn: 0.499158 loss_class_aux_dn: 2.026815 loss_bbox_aux_dn: 1.296304 loss_giou_aux_dn: 2.729897 loss: 17.573605 eta: 3 days, 8:34:56 batch_cost: 0.5136 data_cost: 0.0013 ips: 7.7887 images/s [04/07 17:50:06] ppdet.engine INFO: Eval iter: 0 [04/07 17:50:33] ppdet.engine INFO: Eval iter: 100 [04/07 17:51:00] ppdet.engine INFO: Eval iter: 200 [04/07 17:51:26] ppdet.engine INFO: Eval iter: 300 [04/07 17:51:51] ppdet.engine INFO: Eval iter: 400 [04/07 17:52:17] ppdet.engine INFO: Eval iter: 500 [04/07 17:52:45] ppdet.engine INFO: Eval iter: 600 [04/07 17:53:14] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/07 17:53:14] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.16s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=105.55s). Accumulating evaluation results... DONE (t=26.40s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.465 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.642 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.503 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.265 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.512 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.645 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.367 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.604 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 ] = 0.479 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 ] = 0.876 [04/07 17:55:50] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.122470409015488 [04/07 17:55:50] ppdet.engine INFO: Best test bbox ap is 0.465. [04/07 17:55:53] ppdet.engine INFO: Epoch: [8] [ 0/7329] learning_rate: 0.000100 loss_class: 0.681258 loss_bbox: 0.189478 loss_giou: 0.490053 loss_class_aux: 4.424035 loss_bbox_aux: 1.266466 loss_giou_aux: 3.136773 loss_class_dn: 0.414034 loss_bbox_dn: 0.243144 loss_giou_dn: 0.507292 loss_class_aux_dn: 2.185365 loss_bbox_aux_dn: 1.412045 loss_giou_aux_dn: 2.767865 loss: 18.732952 eta: 3 days, 8:34:40 batch_cost: 0.5240 data_cost: 0.0014 ips: 7.6336 images/s [04/07 17:56:50] ppdet.engine INFO: Epoch: [8] [ 100/7329] learning_rate: 0.000100 loss_class: 0.618271 loss_bbox: 0.168549 loss_giou: 0.417014 loss_class_aux: 4.023057 loss_bbox_aux: 1.136002 loss_giou_aux: 2.564994 loss_class_dn: 0.375462 loss_bbox_dn: 0.226319 loss_giou_dn: 0.468261 loss_class_aux_dn: 1.972166 loss_bbox_aux_dn: 1.281499 loss_giou_aux_dn: 2.523063 loss: 16.253744 eta: 3 days, 8:33:42 batch_cost: 0.5148 data_cost: 0.0013 ips: 7.7695 images/s [04/07 17:57:48] ppdet.engine INFO: Epoch: [8] [ 200/7329] learning_rate: 0.000100 loss_class: 0.644906 loss_bbox: 0.170521 loss_giou: 0.396020 loss_class_aux: 4.044195 loss_bbox_aux: 1.160103 loss_giou_aux: 2.413506 loss_class_dn: 0.341098 loss_bbox_dn: 0.218446 loss_giou_dn: 0.411971 loss_class_aux_dn: 1.848697 loss_bbox_aux_dn: 1.276975 loss_giou_aux_dn: 2.289749 loss: 16.131992 eta: 3 days, 8:32:47 batch_cost: 0.5174 data_cost: 0.0014 ips: 7.7305 images/s [04/07 17:58:45] ppdet.engine INFO: Epoch: [8] [ 300/7329] learning_rate: 0.000100 loss_class: 0.675621 loss_bbox: 0.172133 loss_giou: 0.553271 loss_class_aux: 4.314908 loss_bbox_aux: 1.088142 loss_giou_aux: 3.494164 loss_class_dn: 0.381533 loss_bbox_dn: 0.228011 loss_giou_dn: 0.548166 loss_class_aux_dn: 2.054953 loss_bbox_aux_dn: 1.259982 loss_giou_aux_dn: 2.900367 loss: 17.505682 eta: 3 days, 8:31:40 batch_cost: 0.5054 data_cost: 0.0014 ips: 7.9141 images/s [04/07 17:59:42] ppdet.engine INFO: Epoch: [8] [ 400/7329] learning_rate: 0.000100 loss_class: 0.678853 loss_bbox: 0.153167 loss_giou: 0.425290 loss_class_aux: 4.294720 loss_bbox_aux: 1.038028 loss_giou_aux: 2.746576 loss_class_dn: 0.353508 loss_bbox_dn: 0.241287 loss_giou_dn: 0.460804 loss_class_aux_dn: 1.865673 loss_bbox_aux_dn: 1.394691 loss_giou_aux_dn: 2.474446 loss: 16.750748 eta: 3 days, 8:30:39 batch_cost: 0.5105 data_cost: 0.0013 ips: 7.8359 images/s [04/07 18:00:42] ppdet.engine INFO: Epoch: [8] [ 500/7329] learning_rate: 0.000100 loss_class: 0.676537 loss_bbox: 0.174276 loss_giou: 0.501297 loss_class_aux: 4.478520 loss_bbox_aux: 1.141276 loss_giou_aux: 3.164099 loss_class_dn: 0.383584 loss_bbox_dn: 0.240132 loss_giou_dn: 0.548863 loss_class_aux_dn: 2.025296 loss_bbox_aux_dn: 1.350251 loss_giou_aux_dn: 2.942233 loss: 18.076538 eta: 3 days, 8:29:56 batch_cost: 0.5310 data_cost: 0.0014 ips: 7.5332 images/s [04/07 18:01:39] ppdet.engine INFO: Epoch: [8] [ 600/7329] learning_rate: 0.000100 loss_class: 0.755618 loss_bbox: 0.195065 loss_giou: 0.499966 loss_class_aux: 4.659602 loss_bbox_aux: 1.234016 loss_giou_aux: 3.118908 loss_class_dn: 0.410195 loss_bbox_dn: 0.267802 loss_giou_dn: 0.562182 loss_class_aux_dn: 2.151440 loss_bbox_aux_dn: 1.495505 loss_giou_aux_dn: 2.985377 loss: 18.931152 eta: 3 days, 8:28:52 batch_cost: 0.5075 data_cost: 0.0014 ips: 7.8821 images/s [04/07 18:02:34] ppdet.engine INFO: Epoch: [8] [ 700/7329] learning_rate: 0.000100 loss_class: 0.684322 loss_bbox: 0.162525 loss_giou: 0.426575 loss_class_aux: 4.256282 loss_bbox_aux: 1.146813 loss_giou_aux: 2.684185 loss_class_dn: 0.366332 loss_bbox_dn: 0.221692 loss_giou_dn: 0.492660 loss_class_aux_dn: 1.968224 loss_bbox_aux_dn: 1.239085 loss_giou_aux_dn: 2.625074 loss: 16.545731 eta: 3 days, 8:27:34 batch_cost: 0.4929 data_cost: 0.0014 ips: 8.1152 images/s [04/07 18:03:35] ppdet.engine INFO: Epoch: [8] [ 800/7329] learning_rate: 0.000100 loss_class: 0.649956 loss_bbox: 0.178822 loss_giou: 0.457766 loss_class_aux: 4.228192 loss_bbox_aux: 1.165522 loss_giou_aux: 2.995576 loss_class_dn: 0.356012 loss_bbox_dn: 0.197420 loss_giou_dn: 0.467710 loss_class_aux_dn: 1.978286 loss_bbox_aux_dn: 1.105358 loss_giou_aux_dn: 2.521892 loss: 16.950047 eta: 3 days, 8:27:09 batch_cost: 0.5496 data_cost: 0.0014 ips: 7.2786 images/s [04/07 18:04:30] ppdet.engine INFO: Epoch: [8] [ 900/7329] learning_rate: 0.000100 loss_class: 0.640794 loss_bbox: 0.148195 loss_giou: 0.453857 loss_class_aux: 4.074093 loss_bbox_aux: 1.036621 loss_giou_aux: 2.955343 loss_class_dn: 0.348339 loss_bbox_dn: 0.204948 loss_giou_dn: 0.484491 loss_class_aux_dn: 1.864349 loss_bbox_aux_dn: 1.188390 loss_giou_aux_dn: 2.522334 loss: 16.254021 eta: 3 days, 8:25:45 batch_cost: 0.4875 data_cost: 0.0013 ips: 8.2044 images/s [04/07 18:05:31] ppdet.engine INFO: Epoch: [8] [1000/7329] learning_rate: 0.000100 loss_class: 0.705606 loss_bbox: 0.179699 loss_giou: 0.511350 loss_class_aux: 4.644234 loss_bbox_aux: 1.167053 loss_giou_aux: 3.239899 loss_class_dn: 0.404294 loss_bbox_dn: 0.246553 loss_giou_dn: 0.544431 loss_class_aux_dn: 2.182708 loss_bbox_aux_dn: 1.436790 loss_giou_aux_dn: 2.963048 loss: 18.614941 eta: 3 days, 8:25:20 batch_cost: 0.5492 data_cost: 0.0013 ips: 7.2835 images/s [04/07 18:06:33] ppdet.engine INFO: Epoch: [8] [1100/7329] learning_rate: 0.000100 loss_class: 0.663207 loss_bbox: 0.162358 loss_giou: 0.426421 loss_class_aux: 4.319814 loss_bbox_aux: 1.076689 loss_giou_aux: 2.728295 loss_class_dn: 0.366031 loss_bbox_dn: 0.204365 loss_giou_dn: 0.453340 loss_class_aux_dn: 1.909208 loss_bbox_aux_dn: 1.157022 loss_giou_aux_dn: 2.471166 loss: 16.380440 eta: 3 days, 8:24:57 batch_cost: 0.5515 data_cost: 0.0013 ips: 7.2526 images/s [04/07 18:07:30] ppdet.engine INFO: Epoch: [8] [1200/7329] learning_rate: 0.000100 loss_class: 0.622567 loss_bbox: 0.153274 loss_giou: 0.412040 loss_class_aux: 4.191872 loss_bbox_aux: 1.038723 loss_giou_aux: 2.664451 loss_class_dn: 0.356737 loss_bbox_dn: 0.204925 loss_giou_dn: 0.446016 loss_class_aux_dn: 1.932417 loss_bbox_aux_dn: 1.195667 loss_giou_aux_dn: 2.427360 loss: 15.787627 eta: 3 days, 8:24:01 batch_cost: 0.5166 data_cost: 0.0013 ips: 7.7430 images/s [04/07 18:08:27] ppdet.engine INFO: Epoch: [8] [1300/7329] learning_rate: 0.000100 loss_class: 0.659648 loss_bbox: 0.172957 loss_giou: 0.498887 loss_class_aux: 4.310404 loss_bbox_aux: 1.174249 loss_giou_aux: 3.146725 loss_class_dn: 0.398254 loss_bbox_dn: 0.214233 loss_giou_dn: 0.518270 loss_class_aux_dn: 2.094837 loss_bbox_aux_dn: 1.196679 loss_giou_aux_dn: 2.784832 loss: 17.724590 eta: 3 days, 8:22:55 batch_cost: 0.5057 data_cost: 0.0014 ips: 7.9099 images/s [04/07 18:09:24] ppdet.engine INFO: Epoch: [8] [1400/7329] learning_rate: 0.000100 loss_class: 0.664636 loss_bbox: 0.169409 loss_giou: 0.476301 loss_class_aux: 4.195553 loss_bbox_aux: 1.075305 loss_giou_aux: 3.010899 loss_class_dn: 0.384705 loss_bbox_dn: 0.205641 loss_giou_dn: 0.479441 loss_class_aux_dn: 2.064158 loss_bbox_aux_dn: 1.176387 loss_giou_aux_dn: 2.582909 loss: 17.172800 eta: 3 days, 8:21:49 batch_cost: 0.5059 data_cost: 0.0014 ips: 7.9063 images/s [04/07 18:10:24] ppdet.engine INFO: Epoch: [8] [1500/7329] learning_rate: 0.000100 loss_class: 0.622143 loss_bbox: 0.168084 loss_giou: 0.423703 loss_class_aux: 4.038060 loss_bbox_aux: 1.118821 loss_giou_aux: 2.741837 loss_class_dn: 0.341308 loss_bbox_dn: 0.230813 loss_giou_dn: 0.457661 loss_class_aux_dn: 1.828862 loss_bbox_aux_dn: 1.303574 loss_giou_aux_dn: 2.463706 loss: 16.482899 eta: 3 days, 8:21:06 batch_cost: 0.5306 data_cost: 0.0015 ips: 7.5389 images/s [04/07 18:11:20] ppdet.engine INFO: Epoch: [8] [1600/7329] learning_rate: 0.000100 loss_class: 0.674674 loss_bbox: 0.159738 loss_giou: 0.451655 loss_class_aux: 4.326587 loss_bbox_aux: 1.071369 loss_giou_aux: 2.773860 loss_class_dn: 0.360035 loss_bbox_dn: 0.226108 loss_giou_dn: 0.485498 loss_class_aux_dn: 1.919252 loss_bbox_aux_dn: 1.219940 loss_giou_aux_dn: 2.614898 loss: 16.726597 eta: 3 days, 8:19:49 batch_cost: 0.4933 data_cost: 0.0013 ips: 8.1080 images/s [04/07 18:12:18] ppdet.engine INFO: Epoch: [8] [1700/7329] learning_rate: 0.000100 loss_class: 0.718370 loss_bbox: 0.193065 loss_giou: 0.458124 loss_class_aux: 4.727221 loss_bbox_aux: 1.262056 loss_giou_aux: 2.974028 loss_class_dn: 0.401817 loss_bbox_dn: 0.247240 loss_giou_dn: 0.533280 loss_class_aux_dn: 2.202343 loss_bbox_aux_dn: 1.422053 loss_giou_aux_dn: 2.889158 loss: 19.243347 eta: 3 days, 8:18:57 batch_cost: 0.5208 data_cost: 0.0013 ips: 7.6799 images/s [04/07 18:13:17] ppdet.engine INFO: Epoch: [8] [1800/7329] learning_rate: 0.000100 loss_class: 0.539755 loss_bbox: 0.146476 loss_giou: 0.350908 loss_class_aux: 3.661220 loss_bbox_aux: 0.963262 loss_giou_aux: 2.270331 loss_class_dn: 0.304568 loss_bbox_dn: 0.214241 loss_giou_dn: 0.386050 loss_class_aux_dn: 1.650839 loss_bbox_aux_dn: 1.207847 loss_giou_aux_dn: 2.091215 loss: 14.046005 eta: 3 days, 8:18:04 batch_cost: 0.5198 data_cost: 0.0017 ips: 7.6948 images/s [04/07 18:14:13] ppdet.engine INFO: Epoch: [8] [1900/7329] learning_rate: 0.000100 loss_class: 0.675558 loss_bbox: 0.179437 loss_giou: 0.472346 loss_class_aux: 4.421290 loss_bbox_aux: 1.152643 loss_giou_aux: 2.992585 loss_class_dn: 0.379200 loss_bbox_dn: 0.222403 loss_giou_dn: 0.501361 loss_class_aux_dn: 2.017523 loss_bbox_aux_dn: 1.245562 loss_giou_aux_dn: 2.687328 loss: 17.457878 eta: 3 days, 8:16:49 batch_cost: 0.4963 data_cost: 0.0014 ips: 8.0597 images/s [04/07 18:15:10] ppdet.engine INFO: Epoch: [8] [2000/7329] learning_rate: 0.000100 loss_class: 0.713561 loss_bbox: 0.176822 loss_giou: 0.495072 loss_class_aux: 4.657862 loss_bbox_aux: 1.154646 loss_giou_aux: 3.165598 loss_class_dn: 0.404138 loss_bbox_dn: 0.231070 loss_giou_dn: 0.513624 loss_class_aux_dn: 2.151202 loss_bbox_aux_dn: 1.272648 loss_giou_aux_dn: 2.774415 loss: 18.682938 eta: 3 days, 8:15:46 batch_cost: 0.5082 data_cost: 0.0012 ips: 7.8711 images/s [04/07 18:16:10] ppdet.engine INFO: Epoch: [8] [2100/7329] learning_rate: 0.000100 loss_class: 0.639988 loss_bbox: 0.177603 loss_giou: 0.505266 loss_class_aux: 4.293702 loss_bbox_aux: 1.111211 loss_giou_aux: 3.194522 loss_class_dn: 0.401624 loss_bbox_dn: 0.243039 loss_giou_dn: 0.536673 loss_class_aux_dn: 2.151432 loss_bbox_aux_dn: 1.332092 loss_giou_aux_dn: 2.950040 loss: 18.929384 eta: 3 days, 8:15:10 batch_cost: 0.5386 data_cost: 0.0014 ips: 7.4262 images/s [04/07 18:17:12] ppdet.engine INFO: Epoch: [8] [2200/7329] learning_rate: 0.000100 loss_class: 0.608050 loss_bbox: 0.163477 loss_giou: 0.424150 loss_class_aux: 3.933413 loss_bbox_aux: 1.062004 loss_giou_aux: 2.738602 loss_class_dn: 0.331389 loss_bbox_dn: 0.200288 loss_giou_dn: 0.448698 loss_class_aux_dn: 1.768477 loss_bbox_aux_dn: 1.091072 loss_giou_aux_dn: 2.409461 loss: 15.796629 eta: 3 days, 8:14:45 batch_cost: 0.5505 data_cost: 0.0014 ips: 7.2665 images/s [04/07 18:18:07] ppdet.engine INFO: Epoch: [8] [2300/7329] learning_rate: 0.000100 loss_class: 0.632060 loss_bbox: 0.167963 loss_giou: 0.457022 loss_class_aux: 4.135070 loss_bbox_aux: 1.090232 loss_giou_aux: 2.939495 loss_class_dn: 0.363434 loss_bbox_dn: 0.221513 loss_giou_dn: 0.490497 loss_class_aux_dn: 1.894669 loss_bbox_aux_dn: 1.226483 loss_giou_aux_dn: 2.567138 loss: 16.564110 eta: 3 days, 8:13:24 batch_cost: 0.4882 data_cost: 0.0013 ips: 8.1928 images/s [04/07 18:19:06] ppdet.engine INFO: Epoch: [8] [2400/7329] learning_rate: 0.000100 loss_class: 0.726793 loss_bbox: 0.183533 loss_giou: 0.513734 loss_class_aux: 4.836872 loss_bbox_aux: 1.225001 loss_giou_aux: 3.207807 loss_class_dn: 0.402394 loss_bbox_dn: 0.232365 loss_giou_dn: 0.531046 loss_class_aux_dn: 2.127258 loss_bbox_aux_dn: 1.280447 loss_giou_aux_dn: 2.891578 loss: 18.551479 eta: 3 days, 8:12:30 batch_cost: 0.5187 data_cost: 0.0013 ips: 7.7121 images/s [04/07 18:20:03] ppdet.engine INFO: Epoch: [8] [2500/7329] learning_rate: 0.000100 loss_class: 0.563939 loss_bbox: 0.152278 loss_giou: 0.344957 loss_class_aux: 3.604706 loss_bbox_aux: 1.030945 loss_giou_aux: 2.239069 loss_class_dn: 0.325456 loss_bbox_dn: 0.213778 loss_giou_dn: 0.399330 loss_class_aux_dn: 1.686555 loss_bbox_aux_dn: 1.220698 loss_giou_aux_dn: 2.074965 loss: 15.022280 eta: 3 days, 8:11:26 batch_cost: 0.5076 data_cost: 0.0014 ips: 7.8806 images/s [04/07 18:21:05] ppdet.engine INFO: Epoch: [8] [2600/7329] learning_rate: 0.000100 loss_class: 0.577758 loss_bbox: 0.151581 loss_giou: 0.403963 loss_class_aux: 3.717012 loss_bbox_aux: 0.979594 loss_giou_aux: 2.606865 loss_class_dn: 0.337383 loss_bbox_dn: 0.205195 loss_giou_dn: 0.421925 loss_class_aux_dn: 1.790158 loss_bbox_aux_dn: 1.195780 loss_giou_aux_dn: 2.261718 loss: 15.063603 eta: 3 days, 8:11:03 batch_cost: 0.5531 data_cost: 0.0013 ips: 7.2322 images/s [04/07 18:22:02] ppdet.engine INFO: Epoch: [8] [2700/7329] learning_rate: 0.000100 loss_class: 0.648269 loss_bbox: 0.153124 loss_giou: 0.442653 loss_class_aux: 4.105666 loss_bbox_aux: 0.996015 loss_giou_aux: 2.951799 loss_class_dn: 0.370825 loss_bbox_dn: 0.189139 loss_giou_dn: 0.486074 loss_class_aux_dn: 1.968265 loss_bbox_aux_dn: 1.061328 loss_giou_aux_dn: 2.640736 loss: 16.910339 eta: 3 days, 8:10:03 batch_cost: 0.5116 data_cost: 0.0013 ips: 7.8186 images/s [04/07 18:22:58] ppdet.engine INFO: Epoch: [8] [2800/7329] learning_rate: 0.000100 loss_class: 0.593647 loss_bbox: 0.162892 loss_giou: 0.440595 loss_class_aux: 3.828248 loss_bbox_aux: 1.097544 loss_giou_aux: 2.792216 loss_class_dn: 0.331598 loss_bbox_dn: 0.212882 loss_giou_dn: 0.466275 loss_class_aux_dn: 1.775116 loss_bbox_aux_dn: 1.189602 loss_giou_aux_dn: 2.453581 loss: 16.356909 eta: 3 days, 8:08:45 batch_cost: 0.4919 data_cost: 0.0013 ips: 8.1313 images/s [04/07 18:23:58] ppdet.engine INFO: Epoch: [8] [2900/7329] learning_rate: 0.000100 loss_class: 0.621987 loss_bbox: 0.159571 loss_giou: 0.414734 loss_class_aux: 3.962771 loss_bbox_aux: 1.076235 loss_giou_aux: 2.602744 loss_class_dn: 0.368236 loss_bbox_dn: 0.216566 loss_giou_dn: 0.463783 loss_class_aux_dn: 1.938130 loss_bbox_aux_dn: 1.219844 loss_giou_aux_dn: 2.551983 loss: 16.882494 eta: 3 days, 8:08:08 batch_cost: 0.5376 data_cost: 0.0013 ips: 7.4404 images/s [04/07 18:24:53] ppdet.engine INFO: Epoch: [8] [3000/7329] learning_rate: 0.000100 loss_class: 0.625308 loss_bbox: 0.172238 loss_giou: 0.419203 loss_class_aux: 3.810580 loss_bbox_aux: 1.070115 loss_giou_aux: 2.599597 loss_class_dn: 0.330752 loss_bbox_dn: 0.228186 loss_giou_dn: 0.416885 loss_class_aux_dn: 1.773615 loss_bbox_aux_dn: 1.321970 loss_giou_aux_dn: 2.274661 loss: 15.466960 eta: 3 days, 8:06:48 batch_cost: 0.4887 data_cost: 0.0014 ips: 8.1848 images/s [04/07 18:25:55] ppdet.engine INFO: Epoch: [8] [3100/7329] learning_rate: 0.000100 loss_class: 0.725590 loss_bbox: 0.179737 loss_giou: 0.429243 loss_class_aux: 4.630738 loss_bbox_aux: 1.099087 loss_giou_aux: 2.941647 loss_class_dn: 0.384498 loss_bbox_dn: 0.256225 loss_giou_dn: 0.510217 loss_class_aux_dn: 2.044173 loss_bbox_aux_dn: 1.420174 loss_giou_aux_dn: 2.782579 loss: 17.561405 eta: 3 days, 8:06:28 batch_cost: 0.5568 data_cost: 0.0019 ips: 7.1842 images/s [04/07 18:26:54] ppdet.engine INFO: Epoch: [8] [3200/7329] learning_rate: 0.000100 loss_class: 0.570917 loss_bbox: 0.145370 loss_giou: 0.403224 loss_class_aux: 3.917951 loss_bbox_aux: 0.917354 loss_giou_aux: 2.567501 loss_class_dn: 0.330635 loss_bbox_dn: 0.204181 loss_giou_dn: 0.403856 loss_class_aux_dn: 1.757978 loss_bbox_aux_dn: 1.125322 loss_giou_aux_dn: 2.191774 loss: 15.592381 eta: 3 days, 8:05:41 batch_cost: 0.5266 data_cost: 0.0014 ips: 7.5959 images/s [04/07 18:27:49] ppdet.engine INFO: Epoch: [8] [3300/7329] learning_rate: 0.000100 loss_class: 0.674009 loss_bbox: 0.199960 loss_giou: 0.474930 loss_class_aux: 4.339084 loss_bbox_aux: 1.362091 loss_giou_aux: 3.119405 loss_class_dn: 0.421544 loss_bbox_dn: 0.244093 loss_giou_dn: 0.514791 loss_class_aux_dn: 2.293539 loss_bbox_aux_dn: 1.409605 loss_giou_aux_dn: 2.887829 loss: 19.287807 eta: 3 days, 8:04:17 batch_cost: 0.4845 data_cost: 0.0023 ips: 8.2554 images/s [04/07 18:28:44] ppdet.engine INFO: Epoch: [8] [3400/7329] learning_rate: 0.000100 loss_class: 0.596663 loss_bbox: 0.171849 loss_giou: 0.453831 loss_class_aux: 3.894268 loss_bbox_aux: 1.121201 loss_giou_aux: 2.889164 loss_class_dn: 0.363605 loss_bbox_dn: 0.222589 loss_giou_dn: 0.461048 loss_class_aux_dn: 1.886593 loss_bbox_aux_dn: 1.214210 loss_giou_aux_dn: 2.526733 loss: 16.658043 eta: 3 days, 8:02:58 batch_cost: 0.4910 data_cost: 0.0020 ips: 8.1472 images/s [04/07 18:29:45] ppdet.engine INFO: Epoch: [8] [3500/7329] learning_rate: 0.000100 loss_class: 0.702409 loss_bbox: 0.174610 loss_giou: 0.424077 loss_class_aux: 4.642115 loss_bbox_aux: 1.147580 loss_giou_aux: 2.736011 loss_class_dn: 0.382365 loss_bbox_dn: 0.212803 loss_giou_dn: 0.457756 loss_class_aux_dn: 2.038740 loss_bbox_aux_dn: 1.222118 loss_giou_aux_dn: 2.491479 loss: 16.726254 eta: 3 days, 8:02:19 batch_cost: 0.5350 data_cost: 0.0014 ips: 7.4772 images/s [04/07 18:30:47] ppdet.engine INFO: Epoch: [8] [3600/7329] learning_rate: 0.000100 loss_class: 0.721875 loss_bbox: 0.196597 loss_giou: 0.508179 loss_class_aux: 4.754484 loss_bbox_aux: 1.174902 loss_giou_aux: 3.231872 loss_class_dn: 0.417013 loss_bbox_dn: 0.247313 loss_giou_dn: 0.558404 loss_class_aux_dn: 2.243213 loss_bbox_aux_dn: 1.416732 loss_giou_aux_dn: 2.981268 loss: 18.632320 eta: 3 days, 8:01:59 batch_cost: 0.5565 data_cost: 0.0017 ips: 7.1874 images/s [04/07 18:31:45] ppdet.engine INFO: Epoch: [8] [3700/7329] learning_rate: 0.000100 loss_class: 0.614176 loss_bbox: 0.154320 loss_giou: 0.428518 loss_class_aux: 3.992792 loss_bbox_aux: 1.070336 loss_giou_aux: 2.834846 loss_class_dn: 0.373222 loss_bbox_dn: 0.194299 loss_giou_dn: 0.475565 loss_class_aux_dn: 2.000441 loss_bbox_aux_dn: 1.137028 loss_giou_aux_dn: 2.569150 loss: 16.499046 eta: 3 days, 8:01:00 batch_cost: 0.5133 data_cost: 0.0013 ips: 7.7935 images/s [04/07 18:32:50] ppdet.engine INFO: Epoch: [8] [3800/7329] learning_rate: 0.000100 loss_class: 0.658711 loss_bbox: 0.174118 loss_giou: 0.379580 loss_class_aux: 4.109694 loss_bbox_aux: 1.128512 loss_giou_aux: 2.480110 loss_class_dn: 0.353577 loss_bbox_dn: 0.256528 loss_giou_dn: 0.442311 loss_class_aux_dn: 1.847806 loss_bbox_aux_dn: 1.392552 loss_giou_aux_dn: 2.366750 loss: 16.109798 eta: 3 days, 8:01:10 batch_cost: 0.5903 data_cost: 0.0013 ips: 6.7765 images/s [04/07 18:33:46] ppdet.engine INFO: Epoch: [8] [3900/7329] learning_rate: 0.000100 loss_class: 0.670000 loss_bbox: 0.168651 loss_giou: 0.451913 loss_class_aux: 4.473649 loss_bbox_aux: 1.105345 loss_giou_aux: 2.840294 loss_class_dn: 0.397194 loss_bbox_dn: 0.245471 loss_giou_dn: 0.488635 loss_class_aux_dn: 2.148531 loss_bbox_aux_dn: 1.369862 loss_giou_aux_dn: 2.650275 loss: 17.694420 eta: 3 days, 7:59:59 batch_cost: 0.4987 data_cost: 0.0013 ips: 8.0212 images/s [04/07 18:34:45] ppdet.engine INFO: Epoch: [8] [4000/7329] learning_rate: 0.000100 loss_class: 0.606956 loss_bbox: 0.152299 loss_giou: 0.414582 loss_class_aux: 3.925588 loss_bbox_aux: 1.024394 loss_giou_aux: 2.537927 loss_class_dn: 0.351886 loss_bbox_dn: 0.205139 loss_giou_dn: 0.441886 loss_class_aux_dn: 1.866315 loss_bbox_aux_dn: 1.134098 loss_giou_aux_dn: 2.432768 loss: 15.641572 eta: 3 days, 7:59:05 batch_cost: 0.5188 data_cost: 0.0014 ips: 7.7097 images/s [04/07 18:35:41] ppdet.engine INFO: Epoch: [8] [4100/7329] learning_rate: 0.000100 loss_class: 0.654686 loss_bbox: 0.169324 loss_giou: 0.503545 loss_class_aux: 4.395802 loss_bbox_aux: 1.133671 loss_giou_aux: 3.210737 loss_class_dn: 0.391091 loss_bbox_dn: 0.212131 loss_giou_dn: 0.516981 loss_class_aux_dn: 2.018766 loss_bbox_aux_dn: 1.174896 loss_giou_aux_dn: 2.810118 loss: 17.608521 eta: 3 days, 7:57:49 batch_cost: 0.4938 data_cost: 0.0017 ips: 8.1005 images/s [04/07 18:36:35] ppdet.engine INFO: Epoch: [8] [4200/7329] learning_rate: 0.000100 loss_class: 0.624198 loss_bbox: 0.170902 loss_giou: 0.396340 loss_class_aux: 4.039422 loss_bbox_aux: 1.103490 loss_giou_aux: 2.450027 loss_class_dn: 0.336377 loss_bbox_dn: 0.226987 loss_giou_dn: 0.441657 loss_class_aux_dn: 1.830954 loss_bbox_aux_dn: 1.241756 loss_giou_aux_dn: 2.429181 loss: 16.964825 eta: 3 days, 7:56:22 batch_cost: 0.4810 data_cost: 0.0013 ips: 8.3161 images/s [04/07 18:37:31] ppdet.engine INFO: Epoch: [8] [4300/7329] learning_rate: 0.000100 loss_class: 0.644920 loss_bbox: 0.192432 loss_giou: 0.460639 loss_class_aux: 4.242334 loss_bbox_aux: 1.251300 loss_giou_aux: 2.957875 loss_class_dn: 0.372463 loss_bbox_dn: 0.237413 loss_giou_dn: 0.482594 loss_class_aux_dn: 1.969705 loss_bbox_aux_dn: 1.388169 loss_giou_aux_dn: 2.597454 loss: 16.759743 eta: 3 days, 7:55:12 batch_cost: 0.4999 data_cost: 0.0014 ips: 8.0019 images/s [04/07 18:38:32] ppdet.engine INFO: Epoch: [8] [4400/7329] learning_rate: 0.000100 loss_class: 0.670873 loss_bbox: 0.164667 loss_giou: 0.463282 loss_class_aux: 4.394657 loss_bbox_aux: 1.092311 loss_giou_aux: 3.014342 loss_class_dn: 0.401878 loss_bbox_dn: 0.234858 loss_giou_dn: 0.553989 loss_class_aux_dn: 2.156999 loss_bbox_aux_dn: 1.329509 loss_giou_aux_dn: 2.927337 loss: 17.815895 eta: 3 days, 7:54:38 batch_cost: 0.5415 data_cost: 0.0014 ips: 7.3869 images/s [04/07 18:39:33] ppdet.engine INFO: Epoch: [8] [4500/7329] learning_rate: 0.000100 loss_class: 0.637906 loss_bbox: 0.172136 loss_giou: 0.460135 loss_class_aux: 4.083681 loss_bbox_aux: 1.140301 loss_giou_aux: 2.988378 loss_class_dn: 0.361039 loss_bbox_dn: 0.231045 loss_giou_dn: 0.477745 loss_class_aux_dn: 1.990637 loss_bbox_aux_dn: 1.285005 loss_giou_aux_dn: 2.545247 loss: 16.835972 eta: 3 days, 7:54:13 batch_cost: 0.5518 data_cost: 0.0013 ips: 7.2486 images/s [04/07 18:40:30] ppdet.engine INFO: Epoch: [8] [4600/7329] learning_rate: 0.000100 loss_class: 0.566439 loss_bbox: 0.147156 loss_giou: 0.422518 loss_class_aux: 3.677380 loss_bbox_aux: 1.052759 loss_giou_aux: 2.812625 loss_class_dn: 0.354037 loss_bbox_dn: 0.196110 loss_giou_dn: 0.474742 loss_class_aux_dn: 1.909170 loss_bbox_aux_dn: 1.088768 loss_giou_aux_dn: 2.607669 loss: 15.343546 eta: 3 days, 7:53:03 batch_cost: 0.4996 data_cost: 0.0014 ips: 8.0061 images/s [04/07 18:41:23] ppdet.engine INFO: Epoch: [8] [4700/7329] learning_rate: 0.000100 loss_class: 0.593715 loss_bbox: 0.172530 loss_giou: 0.450857 loss_class_aux: 4.041395 loss_bbox_aux: 1.161565 loss_giou_aux: 2.797567 loss_class_dn: 0.328105 loss_bbox_dn: 0.225095 loss_giou_dn: 0.431216 loss_class_aux_dn: 1.772679 loss_bbox_aux_dn: 1.269265 loss_giou_aux_dn: 2.313455 loss: 15.688118 eta: 3 days, 7:51:30 batch_cost: 0.4740 data_cost: 0.0013 ips: 8.4388 images/s [04/07 18:42:23] ppdet.engine INFO: Epoch: [8] [4800/7329] learning_rate: 0.000100 loss_class: 0.628645 loss_bbox: 0.165537 loss_giou: 0.411050 loss_class_aux: 4.176490 loss_bbox_aux: 1.110900 loss_giou_aux: 2.680081 loss_class_dn: 0.355662 loss_bbox_dn: 0.232256 loss_giou_dn: 0.465422 loss_class_aux_dn: 1.910684 loss_bbox_aux_dn: 1.330574 loss_giou_aux_dn: 2.488555 loss: 16.665224 eta: 3 days, 7:50:47 batch_cost: 0.5310 data_cost: 0.0013 ips: 7.5329 images/s [04/07 18:43:17] ppdet.engine INFO: Epoch: [8] [4900/7329] learning_rate: 0.000100 loss_class: 0.704611 loss_bbox: 0.192524 loss_giou: 0.569115 loss_class_aux: 4.710594 loss_bbox_aux: 1.225940 loss_giou_aux: 3.563766 loss_class_dn: 0.418823 loss_bbox_dn: 0.228686 loss_giou_dn: 0.571552 loss_class_aux_dn: 2.229629 loss_bbox_aux_dn: 1.351377 loss_giou_aux_dn: 3.062677 loss: 19.903814 eta: 3 days, 7:49:20 batch_cost: 0.4803 data_cost: 0.0013 ips: 8.3287 images/s [04/07 18:44:14] ppdet.engine INFO: Epoch: [8] [5000/7329] learning_rate: 0.000100 loss_class: 0.669337 loss_bbox: 0.192088 loss_giou: 0.570788 loss_class_aux: 4.344783 loss_bbox_aux: 1.207838 loss_giou_aux: 3.606856 loss_class_dn: 0.392756 loss_bbox_dn: 0.214645 loss_giou_dn: 0.591754 loss_class_aux_dn: 2.058388 loss_bbox_aux_dn: 1.229174 loss_giou_aux_dn: 3.104681 loss: 18.546547 eta: 3 days, 7:48:21 batch_cost: 0.5116 data_cost: 0.0013 ips: 7.8191 images/s [04/07 18:45:11] ppdet.engine INFO: Epoch: [8] [5100/7329] learning_rate: 0.000100 loss_class: 0.612288 loss_bbox: 0.170019 loss_giou: 0.454771 loss_class_aux: 4.005021 loss_bbox_aux: 1.078508 loss_giou_aux: 2.884731 loss_class_dn: 0.353422 loss_bbox_dn: 0.192548 loss_giou_dn: 0.470549 loss_class_aux_dn: 1.839788 loss_bbox_aux_dn: 1.079557 loss_giou_aux_dn: 2.568912 loss: 15.990928 eta: 3 days, 7:47:10 batch_cost: 0.4995 data_cost: 0.0014 ips: 8.0075 images/s [04/07 18:46:08] ppdet.engine INFO: Epoch: [8] [5200/7329] learning_rate: 0.000100 loss_class: 0.663969 loss_bbox: 0.177728 loss_giou: 0.485145 loss_class_aux: 4.227519 loss_bbox_aux: 1.126639 loss_giou_aux: 3.048925 loss_class_dn: 0.387200 loss_bbox_dn: 0.224192 loss_giou_dn: 0.519423 loss_class_aux_dn: 2.039912 loss_bbox_aux_dn: 1.285755 loss_giou_aux_dn: 2.743839 loss: 17.508617 eta: 3 days, 7:46:12 batch_cost: 0.5130 data_cost: 0.0014 ips: 7.7970 images/s [04/07 18:47:09] ppdet.engine INFO: Epoch: [8] [5300/7329] learning_rate: 0.000100 loss_class: 0.671237 loss_bbox: 0.164039 loss_giou: 0.524190 loss_class_aux: 4.459837 loss_bbox_aux: 1.071847 loss_giou_aux: 3.211859 loss_class_dn: 0.411950 loss_bbox_dn: 0.200188 loss_giou_dn: 0.559377 loss_class_aux_dn: 2.173311 loss_bbox_aux_dn: 1.158949 loss_giou_aux_dn: 2.979271 loss: 18.472383 eta: 3 days, 7:45:42 batch_cost: 0.5459 data_cost: 0.0014 ips: 7.3271 images/s [04/07 18:48:11] ppdet.engine INFO: Epoch: [8] [5400/7329] learning_rate: 0.000100 loss_class: 0.698387 loss_bbox: 0.171822 loss_giou: 0.572272 loss_class_aux: 4.472724 loss_bbox_aux: 1.082266 loss_giou_aux: 3.595953 loss_class_dn: 0.406022 loss_bbox_dn: 0.195915 loss_giou_dn: 0.577203 loss_class_aux_dn: 2.144614 loss_bbox_aux_dn: 1.136992 loss_giou_aux_dn: 3.076409 loss: 19.542137 eta: 3 days, 7:45:19 batch_cost: 0.5539 data_cost: 0.0015 ips: 7.2214 images/s [04/07 18:49:12] ppdet.engine INFO: Epoch: [8] [5500/7329] learning_rate: 0.000100 loss_class: 0.658588 loss_bbox: 0.184542 loss_giou: 0.525746 loss_class_aux: 4.394141 loss_bbox_aux: 1.205594 loss_giou_aux: 3.419037 loss_class_dn: 0.366371 loss_bbox_dn: 0.235000 loss_giou_dn: 0.498262 loss_class_aux_dn: 1.976083 loss_bbox_aux_dn: 1.342677 loss_giou_aux_dn: 2.669103 loss: 17.163980 eta: 3 days, 7:44:48 batch_cost: 0.5455 data_cost: 0.0013 ips: 7.3322 images/s [04/07 18:50:15] ppdet.engine INFO: Epoch: [8] [5600/7329] learning_rate: 0.000100 loss_class: 0.625188 loss_bbox: 0.154416 loss_giou: 0.391593 loss_class_aux: 3.962838 loss_bbox_aux: 1.016579 loss_giou_aux: 2.506530 loss_class_dn: 0.323008 loss_bbox_dn: 0.193281 loss_giou_dn: 0.444022 loss_class_aux_dn: 1.733771 loss_bbox_aux_dn: 1.086342 loss_giou_aux_dn: 2.453681 loss: 15.046346 eta: 3 days, 7:44:32 batch_cost: 0.5626 data_cost: 0.0017 ips: 7.1104 images/s [04/07 18:51:31] ppdet.engine INFO: Epoch: [8] [5700/7329] learning_rate: 0.000100 loss_class: 0.576782 loss_bbox: 0.165199 loss_giou: 0.359889 loss_class_aux: 3.808563 loss_bbox_aux: 1.059611 loss_giou_aux: 2.335873 loss_class_dn: 0.317881 loss_bbox_dn: 0.250235 loss_giou_dn: 0.389832 loss_class_aux_dn: 1.691788 loss_bbox_aux_dn: 1.400924 loss_giou_aux_dn: 2.112561 loss: 14.584755 eta: 3 days, 7:46:12 batch_cost: 0.6981 data_cost: 0.0013 ips: 5.7301 images/s [04/07 18:52:38] ppdet.engine INFO: Epoch: [8] [5800/7329] learning_rate: 0.000100 loss_class: 0.661286 loss_bbox: 0.198499 loss_giou: 0.397594 loss_class_aux: 4.379957 loss_bbox_aux: 1.266445 loss_giou_aux: 2.510575 loss_class_dn: 0.357961 loss_bbox_dn: 0.259114 loss_giou_dn: 0.447901 loss_class_aux_dn: 1.932542 loss_bbox_aux_dn: 1.484334 loss_giou_aux_dn: 2.393732 loss: 16.988220 eta: 3 days, 7:46:35 batch_cost: 0.6087 data_cost: 0.0016 ips: 6.5712 images/s [04/07 18:53:41] ppdet.engine INFO: Epoch: [8] [5900/7329] learning_rate: 0.000100 loss_class: 0.687642 loss_bbox: 0.180361 loss_giou: 0.455445 loss_class_aux: 4.576949 loss_bbox_aux: 1.174887 loss_giou_aux: 2.902637 loss_class_dn: 0.398071 loss_bbox_dn: 0.233049 loss_giou_dn: 0.496914 loss_class_aux_dn: 2.133558 loss_bbox_aux_dn: 1.276628 loss_giou_aux_dn: 2.666412 loss: 17.648497 eta: 3 days, 7:46:14 batch_cost: 0.5571 data_cost: 0.0016 ips: 7.1799 images/s [04/07 18:54:46] ppdet.engine INFO: Epoch: [8] [6000/7329] learning_rate: 0.000100 loss_class: 0.589695 loss_bbox: 0.173947 loss_giou: 0.423339 loss_class_aux: 3.782653 loss_bbox_aux: 1.097447 loss_giou_aux: 2.629533 loss_class_dn: 0.331930 loss_bbox_dn: 0.213637 loss_giou_dn: 0.446747 loss_class_aux_dn: 1.799554 loss_bbox_aux_dn: 1.206516 loss_giou_aux_dn: 2.473532 loss: 16.506817 eta: 3 days, 7:46:11 batch_cost: 0.5790 data_cost: 0.0017 ips: 6.9090 images/s [04/07 18:55:48] ppdet.engine INFO: Epoch: [8] [6100/7329] learning_rate: 0.000100 loss_class: 0.683378 loss_bbox: 0.178387 loss_giou: 0.487746 loss_class_aux: 4.418279 loss_bbox_aux: 1.210658 loss_giou_aux: 3.101864 loss_class_dn: 0.408954 loss_bbox_dn: 0.240261 loss_giou_dn: 0.556132 loss_class_aux_dn: 2.187136 loss_bbox_aux_dn: 1.326258 loss_giou_aux_dn: 2.963580 loss: 19.138626 eta: 3 days, 7:45:40 batch_cost: 0.5465 data_cost: 0.0018 ips: 7.3192 images/s [04/07 18:56:53] ppdet.engine INFO: Epoch: [8] [6200/7329] learning_rate: 0.000100 loss_class: 0.670378 loss_bbox: 0.167811 loss_giou: 0.468319 loss_class_aux: 4.275432 loss_bbox_aux: 1.078415 loss_giou_aux: 3.008512 loss_class_dn: 0.385644 loss_bbox_dn: 0.211954 loss_giou_dn: 0.498392 loss_class_aux_dn: 2.029041 loss_bbox_aux_dn: 1.220989 loss_giou_aux_dn: 2.774212 loss: 17.657402 eta: 3 days, 7:45:42 batch_cost: 0.5845 data_cost: 0.0016 ips: 6.8436 images/s [04/07 18:57:58] ppdet.engine INFO: Epoch: [8] [6300/7329] learning_rate: 0.000100 loss_class: 0.598967 loss_bbox: 0.180905 loss_giou: 0.409488 loss_class_aux: 3.962926 loss_bbox_aux: 1.159390 loss_giou_aux: 2.554261 loss_class_dn: 0.323766 loss_bbox_dn: 0.234655 loss_giou_dn: 0.426411 loss_class_aux_dn: 1.739251 loss_bbox_aux_dn: 1.334025 loss_giou_aux_dn: 2.294181 loss: 15.189535 eta: 3 days, 7:45:46 batch_cost: 0.5872 data_cost: 0.0013 ips: 6.8118 images/s [04/07 18:59:01] ppdet.engine INFO: Epoch: [8] [6400/7329] learning_rate: 0.000100 loss_class: 0.637015 loss_bbox: 0.175395 loss_giou: 0.477785 loss_class_aux: 4.205076 loss_bbox_aux: 1.150897 loss_giou_aux: 3.022869 loss_class_dn: 0.378580 loss_bbox_dn: 0.229050 loss_giou_dn: 0.491551 loss_class_aux_dn: 1.954853 loss_bbox_aux_dn: 1.226800 loss_giou_aux_dn: 2.632050 loss: 17.390821 eta: 3 days, 7:45:29 batch_cost: 0.5625 data_cost: 0.0013 ips: 7.1109 images/s [04/07 18:59:59] ppdet.engine INFO: Epoch: [8] [6500/7329] learning_rate: 0.000100 loss_class: 0.658796 loss_bbox: 0.192680 loss_giou: 0.518532 loss_class_aux: 4.292086 loss_bbox_aux: 1.197552 loss_giou_aux: 3.308414 loss_class_dn: 0.405509 loss_bbox_dn: 0.223612 loss_giou_dn: 0.566111 loss_class_aux_dn: 2.115872 loss_bbox_aux_dn: 1.229415 loss_giou_aux_dn: 3.100039 loss: 18.466335 eta: 3 days, 7:44:40 batch_cost: 0.5253 data_cost: 0.0016 ips: 7.6143 images/s [04/07 19:01:00] ppdet.engine INFO: Epoch: [8] [6600/7329] learning_rate: 0.000100 loss_class: 0.680347 loss_bbox: 0.172272 loss_giou: 0.453108 loss_class_aux: 4.355290 loss_bbox_aux: 1.143591 loss_giou_aux: 3.003490 loss_class_dn: 0.390837 loss_bbox_dn: 0.240466 loss_giou_dn: 0.495742 loss_class_aux_dn: 2.062428 loss_bbox_aux_dn: 1.345248 loss_giou_aux_dn: 2.728049 loss: 17.964415 eta: 3 days, 7:44:04 batch_cost: 0.5407 data_cost: 0.0014 ips: 7.3981 images/s [04/07 19:02:03] ppdet.engine INFO: Epoch: [8] [6700/7329] learning_rate: 0.000100 loss_class: 0.653984 loss_bbox: 0.157927 loss_giou: 0.463286 loss_class_aux: 4.168627 loss_bbox_aux: 1.043454 loss_giou_aux: 2.893508 loss_class_dn: 0.377508 loss_bbox_dn: 0.220117 loss_giou_dn: 0.485933 loss_class_aux_dn: 1.968523 loss_bbox_aux_dn: 1.241110 loss_giou_aux_dn: 2.581029 loss: 16.310146 eta: 3 days, 7:43:57 batch_cost: 0.5754 data_cost: 0.0015 ips: 6.9519 images/s [04/07 19:03:00] ppdet.engine INFO: Epoch: [8] [6800/7329] learning_rate: 0.000100 loss_class: 0.636915 loss_bbox: 0.149471 loss_giou: 0.415972 loss_class_aux: 4.153183 loss_bbox_aux: 1.034660 loss_giou_aux: 2.565718 loss_class_dn: 0.340881 loss_bbox_dn: 0.201796 loss_giou_dn: 0.454057 loss_class_aux_dn: 1.826563 loss_bbox_aux_dn: 1.108904 loss_giou_aux_dn: 2.414807 loss: 16.731329 eta: 3 days, 7:42:47 batch_cost: 0.5006 data_cost: 0.0013 ips: 7.9910 images/s [04/07 19:04:05] ppdet.engine INFO: Epoch: [8] [6900/7329] learning_rate: 0.000100 loss_class: 0.651922 loss_bbox: 0.177079 loss_giou: 0.435328 loss_class_aux: 4.254774 loss_bbox_aux: 1.139972 loss_giou_aux: 2.793223 loss_class_dn: 0.372206 loss_bbox_dn: 0.217266 loss_giou_dn: 0.460715 loss_class_aux_dn: 1.977958 loss_bbox_aux_dn: 1.266353 loss_giou_aux_dn: 2.532145 loss: 16.436203 eta: 3 days, 7:42:46 batch_cost: 0.5828 data_cost: 0.0018 ips: 6.8630 images/s [04/07 19:05:02] ppdet.engine INFO: Epoch: [8] [7000/7329] learning_rate: 0.000100 loss_class: 0.601704 loss_bbox: 0.165147 loss_giou: 0.457622 loss_class_aux: 3.995532 loss_bbox_aux: 1.079761 loss_giou_aux: 2.790857 loss_class_dn: 0.346282 loss_bbox_dn: 0.220093 loss_giou_dn: 0.465285 loss_class_aux_dn: 1.881873 loss_bbox_aux_dn: 1.298627 loss_giou_aux_dn: 2.532582 loss: 16.380608 eta: 3 days, 7:41:42 batch_cost: 0.5069 data_cost: 0.0013 ips: 7.8909 images/s [04/07 19:05:58] ppdet.engine INFO: Epoch: [8] [7100/7329] learning_rate: 0.000100 loss_class: 0.636386 loss_bbox: 0.162916 loss_giou: 0.463888 loss_class_aux: 3.998957 loss_bbox_aux: 1.096207 loss_giou_aux: 2.946822 loss_class_dn: 0.348239 loss_bbox_dn: 0.212785 loss_giou_dn: 0.468645 loss_class_aux_dn: 1.881466 loss_bbox_aux_dn: 1.229168 loss_giou_aux_dn: 2.509632 loss: 16.831839 eta: 3 days, 7:40:30 batch_cost: 0.4982 data_cost: 0.0013 ips: 8.0284 images/s [04/07 19:06:58] ppdet.engine INFO: Epoch: [8] [7200/7329] learning_rate: 0.000100 loss_class: 0.639109 loss_bbox: 0.165508 loss_giou: 0.428683 loss_class_aux: 4.177330 loss_bbox_aux: 1.125048 loss_giou_aux: 2.705738 loss_class_dn: 0.368560 loss_bbox_dn: 0.210174 loss_giou_dn: 0.455364 loss_class_aux_dn: 1.943393 loss_bbox_aux_dn: 1.183491 loss_giou_aux_dn: 2.479162 loss: 16.806831 eta: 3 days, 7:39:44 batch_cost: 0.5292 data_cost: 0.0014 ips: 7.5585 images/s [04/07 19:08:06] ppdet.engine INFO: Epoch: [8] [7300/7329] learning_rate: 0.000100 loss_class: 0.628713 loss_bbox: 0.169503 loss_giou: 0.492833 loss_class_aux: 4.175514 loss_bbox_aux: 1.087406 loss_giou_aux: 3.082549 loss_class_dn: 0.385046 loss_bbox_dn: 0.211157 loss_giou_dn: 0.510042 loss_class_aux_dn: 2.052706 loss_bbox_aux_dn: 1.231041 loss_giou_aux_dn: 2.719617 loss: 17.141510 eta: 3 days, 7:40:08 batch_cost: 0.6132 data_cost: 0.0017 ips: 6.5236 images/s [04/07 19:08:27] ppdet.engine INFO: Eval iter: 0 [04/07 19:08:54] ppdet.engine INFO: Eval iter: 100 [04/07 19:09:23] ppdet.engine INFO: Eval iter: 200 [04/07 19:09:50] ppdet.engine INFO: Eval iter: 300 [04/07 19:10:17] ppdet.engine INFO: Eval iter: 400 [04/07 19:10:45] ppdet.engine INFO: Eval iter: 500 [04/07 19:11:12] ppdet.engine INFO: Eval iter: 600 [04/07 19:11:41] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.84s) creating index... index created! [04/07 19:11:42] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=19.05s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=107.06s). Accumulating evaluation results... DONE (t=27.23s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.472 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.650 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.511 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.271 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.518 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.367 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 ] = 0.487 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 ] = 0.878 [04/07 19:14:21] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.12515863328923 [04/07 19:14:21] ppdet.engine INFO: Best test bbox ap is 0.472. [04/07 19:14:24] ppdet.engine INFO: Epoch: [9] [ 0/7329] learning_rate: 0.000100 loss_class: 0.620924 loss_bbox: 0.158685 loss_giou: 0.427864 loss_class_aux: 4.039926 loss_bbox_aux: 1.060187 loss_giou_aux: 2.761247 loss_class_dn: 0.368247 loss_bbox_dn: 0.206812 loss_giou_dn: 0.463482 loss_class_aux_dn: 1.943060 loss_bbox_aux_dn: 1.212312 loss_giou_aux_dn: 2.526566 loss: 16.473892 eta: 3 days, 7:39:48 batch_cost: 0.5844 data_cost: 0.0018 ips: 6.8445 images/s [04/07 19:15:21] ppdet.engine INFO: Epoch: [9] [ 100/7329] learning_rate: 0.000100 loss_class: 0.615695 loss_bbox: 0.168987 loss_giou: 0.424563 loss_class_aux: 3.879114 loss_bbox_aux: 1.139963 loss_giou_aux: 2.744555 loss_class_dn: 0.343698 loss_bbox_dn: 0.228559 loss_giou_dn: 0.475526 loss_class_aux_dn: 1.786519 loss_bbox_aux_dn: 1.250131 loss_giou_aux_dn: 2.554555 loss: 16.215576 eta: 3 days, 7:38:41 batch_cost: 0.5045 data_cost: 0.0014 ips: 7.9283 images/s [04/07 19:16:19] ppdet.engine INFO: Epoch: [9] [ 200/7329] learning_rate: 0.000100 loss_class: 0.634070 loss_bbox: 0.162474 loss_giou: 0.474257 loss_class_aux: 3.953776 loss_bbox_aux: 1.124967 loss_giou_aux: 2.999646 loss_class_dn: 0.370630 loss_bbox_dn: 0.207628 loss_giou_dn: 0.470777 loss_class_aux_dn: 2.025855 loss_bbox_aux_dn: 1.153629 loss_giou_aux_dn: 2.526450 loss: 15.716979 eta: 3 days, 7:37:45 batch_cost: 0.5171 data_cost: 0.0013 ips: 7.7357 images/s [04/07 19:17:20] ppdet.engine INFO: Epoch: [9] [ 300/7329] learning_rate: 0.000100 loss_class: 0.679107 loss_bbox: 0.179925 loss_giou: 0.455251 loss_class_aux: 4.292734 loss_bbox_aux: 1.150987 loss_giou_aux: 2.914661 loss_class_dn: 0.388298 loss_bbox_dn: 0.205148 loss_giou_dn: 0.486808 loss_class_aux_dn: 2.043722 loss_bbox_aux_dn: 1.167099 loss_giou_aux_dn: 2.611172 loss: 17.492947 eta: 3 days, 7:37:15 batch_cost: 0.5486 data_cost: 0.0014 ips: 7.2916 images/s [04/07 19:18:19] ppdet.engine INFO: Epoch: [9] [ 400/7329] learning_rate: 0.000100 loss_class: 0.679682 loss_bbox: 0.189569 loss_giou: 0.495504 loss_class_aux: 4.328364 loss_bbox_aux: 1.210501 loss_giou_aux: 3.016682 loss_class_dn: 0.384573 loss_bbox_dn: 0.216326 loss_giou_dn: 0.492566 loss_class_aux_dn: 2.009432 loss_bbox_aux_dn: 1.200527 loss_giou_aux_dn: 2.652278 loss: 17.686546 eta: 3 days, 7:36:25 batch_cost: 0.5244 data_cost: 0.0015 ips: 7.6282 images/s [04/07 19:19:17] ppdet.engine INFO: Epoch: [9] [ 500/7329] learning_rate: 0.000100 loss_class: 0.623862 loss_bbox: 0.173925 loss_giou: 0.411528 loss_class_aux: 4.198844 loss_bbox_aux: 1.148190 loss_giou_aux: 2.607087 loss_class_dn: 0.358889 loss_bbox_dn: 0.209752 loss_giou_dn: 0.438083 loss_class_aux_dn: 1.962700 loss_bbox_aux_dn: 1.155306 loss_giou_aux_dn: 2.364034 loss: 16.591944 eta: 3 days, 7:35:21 batch_cost: 0.5075 data_cost: 0.0017 ips: 7.8824 images/s [04/07 19:20:15] ppdet.engine INFO: Epoch: [9] [ 600/7329] learning_rate: 0.000100 loss_class: 0.691496 loss_bbox: 0.187255 loss_giou: 0.455515 loss_class_aux: 4.535969 loss_bbox_aux: 1.260684 loss_giou_aux: 2.906396 loss_class_dn: 0.382121 loss_bbox_dn: 0.241478 loss_giou_dn: 0.457571 loss_class_aux_dn: 2.022107 loss_bbox_aux_dn: 1.350716 loss_giou_aux_dn: 2.474851 loss: 17.786263 eta: 3 days, 7:34:28 batch_cost: 0.5207 data_cost: 0.0014 ips: 7.6822 images/s [04/07 19:21:11] ppdet.engine INFO: Epoch: [9] [ 700/7329] learning_rate: 0.000100 loss_class: 0.549493 loss_bbox: 0.144605 loss_giou: 0.400552 loss_class_aux: 3.651321 loss_bbox_aux: 0.948306 loss_giou_aux: 2.492218 loss_class_dn: 0.310845 loss_bbox_dn: 0.178176 loss_giou_dn: 0.388388 loss_class_aux_dn: 1.687987 loss_bbox_aux_dn: 1.024142 loss_giou_aux_dn: 2.159894 loss: 14.250399 eta: 3 days, 7:33:18 batch_cost: 0.4997 data_cost: 0.0015 ips: 8.0054 images/s [04/07 19:22:17] ppdet.engine INFO: Epoch: [9] [ 800/7329] learning_rate: 0.000100 loss_class: 0.655464 loss_bbox: 0.151119 loss_giou: 0.404818 loss_class_aux: 4.202096 loss_bbox_aux: 0.997691 loss_giou_aux: 2.576497 loss_class_dn: 0.339396 loss_bbox_dn: 0.178163 loss_giou_dn: 0.450093 loss_class_aux_dn: 1.792958 loss_bbox_aux_dn: 1.090453 loss_giou_aux_dn: 2.440574 loss: 15.913471 eta: 3 days, 7:33:24 batch_cost: 0.5930 data_cost: 0.0016 ips: 6.7450 images/s [04/07 19:23:17] ppdet.engine INFO: Epoch: [9] [ 900/7329] learning_rate: 0.000100 loss_class: 0.642707 loss_bbox: 0.176461 loss_giou: 0.499606 loss_class_aux: 4.239217 loss_bbox_aux: 1.115917 loss_giou_aux: 3.131082 loss_class_dn: 0.377476 loss_bbox_dn: 0.224200 loss_giou_dn: 0.497596 loss_class_aux_dn: 2.010080 loss_bbox_aux_dn: 1.239403 loss_giou_aux_dn: 2.678435 loss: 17.442160 eta: 3 days, 7:32:44 batch_cost: 0.5360 data_cost: 0.0014 ips: 7.4625 images/s [04/07 19:24:13] ppdet.engine INFO: Epoch: [9] [1000/7329] learning_rate: 0.000100 loss_class: 0.640958 loss_bbox: 0.162361 loss_giou: 0.479025 loss_class_aux: 4.135483 loss_bbox_aux: 1.076979 loss_giou_aux: 2.946155 loss_class_dn: 0.366973 loss_bbox_dn: 0.202616 loss_giou_dn: 0.485526 loss_class_aux_dn: 2.024664 loss_bbox_aux_dn: 1.186078 loss_giou_aux_dn: 2.653903 loss: 17.033157 eta: 3 days, 7:31:29 batch_cost: 0.4949 data_cost: 0.0013 ips: 8.0827 images/s [04/07 19:25:12] ppdet.engine INFO: Epoch: [9] [1100/7329] learning_rate: 0.000100 loss_class: 0.587744 loss_bbox: 0.159221 loss_giou: 0.377182 loss_class_aux: 3.827585 loss_bbox_aux: 1.084061 loss_giou_aux: 2.365083 loss_class_dn: 0.337229 loss_bbox_dn: 0.219180 loss_giou_dn: 0.410026 loss_class_aux_dn: 1.773908 loss_bbox_aux_dn: 1.212974 loss_giou_aux_dn: 2.265292 loss: 14.937731 eta: 3 days, 7:30:39 batch_cost: 0.5242 data_cost: 0.0016 ips: 7.6308 images/s [04/07 19:26:07] ppdet.engine INFO: Epoch: [9] [1200/7329] learning_rate: 0.000100 loss_class: 0.583045 loss_bbox: 0.162917 loss_giou: 0.389414 loss_class_aux: 3.856341 loss_bbox_aux: 1.074777 loss_giou_aux: 2.434143 loss_class_dn: 0.316015 loss_bbox_dn: 0.200399 loss_giou_dn: 0.412323 loss_class_aux_dn: 1.743371 loss_bbox_aux_dn: 1.169499 loss_giou_aux_dn: 2.202917 loss: 14.877705 eta: 3 days, 7:29:20 batch_cost: 0.4888 data_cost: 0.0014 ips: 8.1831 images/s [04/07 19:27:07] ppdet.engine INFO: Epoch: [9] [1300/7329] learning_rate: 0.000100 loss_class: 0.720285 loss_bbox: 0.195711 loss_giou: 0.475112 loss_class_aux: 4.631695 loss_bbox_aux: 1.234212 loss_giou_aux: 3.020900 loss_class_dn: 0.384166 loss_bbox_dn: 0.239039 loss_giou_dn: 0.521300 loss_class_aux_dn: 2.086721 loss_bbox_aux_dn: 1.361894 loss_giou_aux_dn: 2.813058 loss: 18.665714 eta: 3 days, 7:28:45 batch_cost: 0.5425 data_cost: 0.0014 ips: 7.3735 images/s [04/07 19:28:07] ppdet.engine INFO: Epoch: [9] [1400/7329] learning_rate: 0.000100 loss_class: 0.594141 loss_bbox: 0.169516 loss_giou: 0.356557 loss_class_aux: 3.839258 loss_bbox_aux: 1.104049 loss_giou_aux: 2.250953 loss_class_dn: 0.334680 loss_bbox_dn: 0.202550 loss_giou_dn: 0.429502 loss_class_aux_dn: 1.798167 loss_bbox_aux_dn: 1.200605 loss_giou_aux_dn: 2.332324 loss: 15.814222 eta: 3 days, 7:27:58 batch_cost: 0.5282 data_cost: 0.0014 ips: 7.5728 images/s [04/07 19:29:02] ppdet.engine INFO: Epoch: [9] [1500/7329] learning_rate: 0.000100 loss_class: 0.668404 loss_bbox: 0.156662 loss_giou: 0.448964 loss_class_aux: 4.312144 loss_bbox_aux: 1.039448 loss_giou_aux: 2.745216 loss_class_dn: 0.354850 loss_bbox_dn: 0.212321 loss_giou_dn: 0.476902 loss_class_aux_dn: 1.957322 loss_bbox_aux_dn: 1.182896 loss_giou_aux_dn: 2.542262 loss: 16.486570 eta: 3 days, 7:26:42 batch_cost: 0.4924 data_cost: 0.0014 ips: 8.1233 images/s [04/07 19:30:04] ppdet.engine INFO: Epoch: [9] [1600/7329] learning_rate: 0.000100 loss_class: 0.611011 loss_bbox: 0.154842 loss_giou: 0.461117 loss_class_aux: 3.941675 loss_bbox_aux: 0.989897 loss_giou_aux: 2.917615 loss_class_dn: 0.361800 loss_bbox_dn: 0.187120 loss_giou_dn: 0.462955 loss_class_aux_dn: 1.902519 loss_bbox_aux_dn: 1.036602 loss_giou_aux_dn: 2.510036 loss: 16.111675 eta: 3 days, 7:26:16 batch_cost: 0.5540 data_cost: 0.0014 ips: 7.2203 images/s [04/07 19:31:06] ppdet.engine INFO: Epoch: [9] [1700/7329] learning_rate: 0.000100 loss_class: 0.548503 loss_bbox: 0.162354 loss_giou: 0.323444 loss_class_aux: 3.671899 loss_bbox_aux: 1.040277 loss_giou_aux: 2.037764 loss_class_dn: 0.324035 loss_bbox_dn: 0.228210 loss_giou_dn: 0.361276 loss_class_aux_dn: 1.705245 loss_bbox_aux_dn: 1.271592 loss_giou_aux_dn: 2.029709 loss: 14.306358 eta: 3 days, 7:25:52 batch_cost: 0.5563 data_cost: 0.0014 ips: 7.1904 images/s [04/07 19:32:18] ppdet.engine INFO: Epoch: [9] [1800/7329] learning_rate: 0.000100 loss_class: 0.659674 loss_bbox: 0.178088 loss_giou: 0.455425 loss_class_aux: 4.188671 loss_bbox_aux: 1.160462 loss_giou_aux: 2.892647 loss_class_dn: 0.360498 loss_bbox_dn: 0.217061 loss_giou_dn: 0.479385 loss_class_aux_dn: 1.922928 loss_bbox_aux_dn: 1.233249 loss_giou_aux_dn: 2.628120 loss: 17.121754 eta: 3 days, 7:26:14 batch_cost: 0.6138 data_cost: 0.0015 ips: 6.5172 images/s [04/07 19:33:12] ppdet.engine INFO: Epoch: [9] [1900/7329] learning_rate: 0.000100 loss_class: 0.639883 loss_bbox: 0.166147 loss_giou: 0.438952 loss_class_aux: 4.258862 loss_bbox_aux: 1.044070 loss_giou_aux: 2.862044 loss_class_dn: 0.364013 loss_bbox_dn: 0.201542 loss_giou_dn: 0.471489 loss_class_aux_dn: 1.947934 loss_bbox_aux_dn: 1.113714 loss_giou_aux_dn: 2.615612 loss: 17.178761 eta: 3 days, 7:24:51 batch_cost: 0.4840 data_cost: 0.0013 ips: 8.2651 images/s [04/07 19:34:10] ppdet.engine INFO: Epoch: [9] [2000/7329] learning_rate: 0.000100 loss_class: 0.674421 loss_bbox: 0.182222 loss_giou: 0.423022 loss_class_aux: 4.440711 loss_bbox_aux: 1.137339 loss_giou_aux: 2.738258 loss_class_dn: 0.360353 loss_bbox_dn: 0.216820 loss_giou_dn: 0.449837 loss_class_aux_dn: 1.904361 loss_bbox_aux_dn: 1.207331 loss_giou_aux_dn: 2.464315 loss: 17.067848 eta: 3 days, 7:23:45 batch_cost: 0.5050 data_cost: 0.0017 ips: 7.9208 images/s [04/07 19:35:06] ppdet.engine INFO: Epoch: [9] [2100/7329] learning_rate: 0.000100 loss_class: 0.597558 loss_bbox: 0.161048 loss_giou: 0.371792 loss_class_aux: 3.925042 loss_bbox_aux: 1.083724 loss_giou_aux: 2.427524 loss_class_dn: 0.353773 loss_bbox_dn: 0.218484 loss_giou_dn: 0.438248 loss_class_aux_dn: 1.872986 loss_bbox_aux_dn: 1.240904 loss_giou_aux_dn: 2.414024 loss: 16.218773 eta: 3 days, 7:22:36 batch_cost: 0.5009 data_cost: 0.0015 ips: 7.9861 images/s [04/07 19:36:02] ppdet.engine INFO: Epoch: [9] [2200/7329] learning_rate: 0.000100 loss_class: 0.630947 loss_bbox: 0.156028 loss_giou: 0.388885 loss_class_aux: 4.137859 loss_bbox_aux: 0.971111 loss_giou_aux: 2.466249 loss_class_dn: 0.341003 loss_bbox_dn: 0.210269 loss_giou_dn: 0.415355 loss_class_aux_dn: 1.813426 loss_bbox_aux_dn: 1.194071 loss_giou_aux_dn: 2.258571 loss: 15.904763 eta: 3 days, 7:21:17 batch_cost: 0.4890 data_cost: 0.0014 ips: 8.1801 images/s [04/07 19:36:59] ppdet.engine INFO: Epoch: [9] [2300/7329] learning_rate: 0.000100 loss_class: 0.575705 loss_bbox: 0.154179 loss_giou: 0.428191 loss_class_aux: 3.772159 loss_bbox_aux: 1.044769 loss_giou_aux: 2.740137 loss_class_dn: 0.343332 loss_bbox_dn: 0.190366 loss_giou_dn: 0.437524 loss_class_aux_dn: 1.810671 loss_bbox_aux_dn: 1.100509 loss_giou_aux_dn: 2.336869 loss: 15.214944 eta: 3 days, 7:20:16 batch_cost: 0.5102 data_cost: 0.0017 ips: 7.8401 images/s [04/07 19:38:01] ppdet.engine INFO: Epoch: [9] [2400/7329] learning_rate: 0.000100 loss_class: 0.644654 loss_bbox: 0.174479 loss_giou: 0.414579 loss_class_aux: 4.088357 loss_bbox_aux: 1.065053 loss_giou_aux: 2.646287 loss_class_dn: 0.364633 loss_bbox_dn: 0.198183 loss_giou_dn: 0.468055 loss_class_aux_dn: 1.924432 loss_bbox_aux_dn: 1.095296 loss_giou_aux_dn: 2.521115 loss: 16.827515 eta: 3 days, 7:19:41 batch_cost: 0.5433 data_cost: 0.0013 ips: 7.3627 images/s [04/07 19:38:59] ppdet.engine INFO: Epoch: [9] [2500/7329] learning_rate: 0.000100 loss_class: 0.661325 loss_bbox: 0.170502 loss_giou: 0.491950 loss_class_aux: 4.450025 loss_bbox_aux: 1.083243 loss_giou_aux: 3.150665 loss_class_dn: 0.373615 loss_bbox_dn: 0.236372 loss_giou_dn: 0.505125 loss_class_aux_dn: 2.043130 loss_bbox_aux_dn: 1.361829 loss_giou_aux_dn: 2.714360 loss: 17.282658 eta: 3 days, 7:18:51 batch_cost: 0.5246 data_cost: 0.0012 ips: 7.6252 images/s [04/07 19:39:53] ppdet.engine INFO: Epoch: [9] [2600/7329] learning_rate: 0.000100 loss_class: 0.593998 loss_bbox: 0.152783 loss_giou: 0.393973 loss_class_aux: 3.909786 loss_bbox_aux: 1.035484 loss_giou_aux: 2.593119 loss_class_dn: 0.353573 loss_bbox_dn: 0.192699 loss_giou_dn: 0.422606 loss_class_aux_dn: 1.884248 loss_bbox_aux_dn: 1.126763 loss_giou_aux_dn: 2.328176 loss: 16.226562 eta: 3 days, 7:17:22 batch_cost: 0.4762 data_cost: 0.0014 ips: 8.4007 images/s [04/07 19:40:53] ppdet.engine INFO: Epoch: [9] [2700/7329] learning_rate: 0.000100 loss_class: 0.641901 loss_bbox: 0.184587 loss_giou: 0.384345 loss_class_aux: 4.159608 loss_bbox_aux: 1.161617 loss_giou_aux: 2.445432 loss_class_dn: 0.339920 loss_bbox_dn: 0.234570 loss_giou_dn: 0.423836 loss_class_aux_dn: 1.879759 loss_bbox_aux_dn: 1.337057 loss_giou_aux_dn: 2.481486 loss: 16.096584 eta: 3 days, 7:16:41 batch_cost: 0.5349 data_cost: 0.0017 ips: 7.4778 images/s [04/07 19:41:47] ppdet.engine INFO: Epoch: [9] [2800/7329] learning_rate: 0.000100 loss_class: 0.598449 loss_bbox: 0.155155 loss_giou: 0.452041 loss_class_aux: 3.986953 loss_bbox_aux: 0.991294 loss_giou_aux: 2.905324 loss_class_dn: 0.347512 loss_bbox_dn: 0.185814 loss_giou_dn: 0.452873 loss_class_aux_dn: 1.850024 loss_bbox_aux_dn: 1.047556 loss_giou_aux_dn: 2.435738 loss: 15.828495 eta: 3 days, 7:15:13 batch_cost: 0.4771 data_cost: 0.0013 ips: 8.3831 images/s [04/07 19:42:43] ppdet.engine INFO: Epoch: [9] [2900/7329] learning_rate: 0.000100 loss_class: 0.670978 loss_bbox: 0.175101 loss_giou: 0.490571 loss_class_aux: 4.277173 loss_bbox_aux: 1.121621 loss_giou_aux: 3.139981 loss_class_dn: 0.374798 loss_bbox_dn: 0.212223 loss_giou_dn: 0.515424 loss_class_aux_dn: 1.957875 loss_bbox_aux_dn: 1.207958 loss_giou_aux_dn: 2.772990 loss: 17.582537 eta: 3 days, 7:13:56 batch_cost: 0.4905 data_cost: 0.0014 ips: 8.1546 images/s [04/07 19:43:38] ppdet.engine INFO: Epoch: [9] [3000/7329] learning_rate: 0.000100 loss_class: 0.616718 loss_bbox: 0.173068 loss_giou: 0.383961 loss_class_aux: 4.112105 loss_bbox_aux: 1.116833 loss_giou_aux: 2.481075 loss_class_dn: 0.320120 loss_bbox_dn: 0.220733 loss_giou_dn: 0.430929 loss_class_aux_dn: 1.741099 loss_bbox_aux_dn: 1.232532 loss_giou_aux_dn: 2.354625 loss: 16.186924 eta: 3 days, 7:12:43 batch_cost: 0.4953 data_cost: 0.0013 ips: 8.0752 images/s [04/07 19:44:39] ppdet.engine INFO: Epoch: [9] [3100/7329] learning_rate: 0.000100 loss_class: 0.640189 loss_bbox: 0.171654 loss_giou: 0.386319 loss_class_aux: 4.184015 loss_bbox_aux: 1.187569 loss_giou_aux: 2.516827 loss_class_dn: 0.358064 loss_bbox_dn: 0.223169 loss_giou_dn: 0.422927 loss_class_aux_dn: 1.850499 loss_bbox_aux_dn: 1.269847 loss_giou_aux_dn: 2.349524 loss: 16.194521 eta: 3 days, 7:12:06 batch_cost: 0.5408 data_cost: 0.0013 ips: 7.3962 images/s [04/07 19:45:34] ppdet.engine INFO: Epoch: [9] [3200/7329] learning_rate: 0.000100 loss_class: 0.714407 loss_bbox: 0.189569 loss_giou: 0.481323 loss_class_aux: 4.548285 loss_bbox_aux: 1.240729 loss_giou_aux: 3.070688 loss_class_dn: 0.390094 loss_bbox_dn: 0.226297 loss_giou_dn: 0.545360 loss_class_aux_dn: 2.091741 loss_bbox_aux_dn: 1.225227 loss_giou_aux_dn: 2.924872 loss: 18.300495 eta: 3 days, 7:10:55 batch_cost: 0.4975 data_cost: 0.0014 ips: 8.0396 images/s [04/07 19:46:33] ppdet.engine INFO: Epoch: [9] [3300/7329] learning_rate: 0.000100 loss_class: 0.651182 loss_bbox: 0.167470 loss_giou: 0.390184 loss_class_aux: 4.300305 loss_bbox_aux: 1.112061 loss_giou_aux: 2.428535 loss_class_dn: 0.379573 loss_bbox_dn: 0.231602 loss_giou_dn: 0.442908 loss_class_aux_dn: 1.990186 loss_bbox_aux_dn: 1.274631 loss_giou_aux_dn: 2.424620 loss: 16.848335 eta: 3 days, 7:10:01 batch_cost: 0.5199 data_cost: 0.0013 ips: 7.6935 images/s [04/07 19:47:32] ppdet.engine INFO: Epoch: [9] [3400/7329] learning_rate: 0.000100 loss_class: 0.585060 loss_bbox: 0.155982 loss_giou: 0.369605 loss_class_aux: 3.901962 loss_bbox_aux: 0.993059 loss_giou_aux: 2.283284 loss_class_dn: 0.319354 loss_bbox_dn: 0.193141 loss_giou_dn: 0.371522 loss_class_aux_dn: 1.659611 loss_bbox_aux_dn: 1.075313 loss_giou_aux_dn: 2.050242 loss: 14.540668 eta: 3 days, 7:09:16 batch_cost: 0.5303 data_cost: 0.0014 ips: 7.5427 images/s [04/07 19:48:33] ppdet.engine INFO: Epoch: [9] [3500/7329] learning_rate: 0.000100 loss_class: 0.681606 loss_bbox: 0.170846 loss_giou: 0.491630 loss_class_aux: 4.497260 loss_bbox_aux: 1.145478 loss_giou_aux: 3.089196 loss_class_dn: 0.366720 loss_bbox_dn: 0.228631 loss_giou_dn: 0.506164 loss_class_aux_dn: 1.998511 loss_bbox_aux_dn: 1.288495 loss_giou_aux_dn: 2.735530 loss: 17.920349 eta: 3 days, 7:08:42 batch_cost: 0.5452 data_cost: 0.0017 ips: 7.3369 images/s [04/07 19:49:32] ppdet.engine INFO: Epoch: [9] [3600/7329] learning_rate: 0.000100 loss_class: 0.747959 loss_bbox: 0.172341 loss_giou: 0.456686 loss_class_aux: 4.878082 loss_bbox_aux: 1.177579 loss_giou_aux: 2.904387 loss_class_dn: 0.394031 loss_bbox_dn: 0.245822 loss_giou_dn: 0.537559 loss_class_aux_dn: 2.117470 loss_bbox_aux_dn: 1.425202 loss_giou_aux_dn: 2.884850 loss: 19.017929 eta: 3 days, 7:07:50 batch_cost: 0.5218 data_cost: 0.0013 ips: 7.6661 images/s [04/07 19:50:28] ppdet.engine INFO: Epoch: [9] [3700/7329] learning_rate: 0.000100 loss_class: 0.579835 loss_bbox: 0.155352 loss_giou: 0.399670 loss_class_aux: 3.833998 loss_bbox_aux: 1.052139 loss_giou_aux: 2.591738 loss_class_dn: 0.333366 loss_bbox_dn: 0.197989 loss_giou_dn: 0.417741 loss_class_aux_dn: 1.787815 loss_bbox_aux_dn: 1.101903 loss_giou_aux_dn: 2.243073 loss: 15.295069 eta: 3 days, 7:06:42 batch_cost: 0.5007 data_cost: 0.0014 ips: 7.9889 images/s [04/07 19:51:24] ppdet.engine INFO: Epoch: [9] [3800/7329] learning_rate: 0.000100 loss_class: 0.552322 loss_bbox: 0.165522 loss_giou: 0.396551 loss_class_aux: 3.557331 loss_bbox_aux: 1.088524 loss_giou_aux: 2.511725 loss_class_dn: 0.302700 loss_bbox_dn: 0.214138 loss_giou_dn: 0.425300 loss_class_aux_dn: 1.646067 loss_bbox_aux_dn: 1.184185 loss_giou_aux_dn: 2.310555 loss: 14.179736 eta: 3 days, 7:05:31 batch_cost: 0.4976 data_cost: 0.0013 ips: 8.0379 images/s [04/07 19:52:20] ppdet.engine INFO: Epoch: [9] [3900/7329] learning_rate: 0.000100 loss_class: 0.625549 loss_bbox: 0.167081 loss_giou: 0.436320 loss_class_aux: 4.205036 loss_bbox_aux: 1.088286 loss_giou_aux: 2.709489 loss_class_dn: 0.353778 loss_bbox_dn: 0.226448 loss_giou_dn: 0.472466 loss_class_aux_dn: 1.891147 loss_bbox_aux_dn: 1.297035 loss_giou_aux_dn: 2.541008 loss: 16.532009 eta: 3 days, 7:04:25 batch_cost: 0.5038 data_cost: 0.0013 ips: 7.9400 images/s [04/07 19:53:23] ppdet.engine INFO: Epoch: [9] [4000/7329] learning_rate: 0.000100 loss_class: 0.640141 loss_bbox: 0.159063 loss_giou: 0.446056 loss_class_aux: 4.090700 loss_bbox_aux: 1.045345 loss_giou_aux: 2.930782 loss_class_dn: 0.351623 loss_bbox_dn: 0.213094 loss_giou_dn: 0.497507 loss_class_aux_dn: 1.855428 loss_bbox_aux_dn: 1.218827 loss_giou_aux_dn: 2.693606 loss: 15.731190 eta: 3 days, 7:04:06 batch_cost: 0.5651 data_cost: 0.0015 ips: 7.0789 images/s [04/07 19:54:20] ppdet.engine INFO: Epoch: [9] [4100/7329] learning_rate: 0.000100 loss_class: 0.621086 loss_bbox: 0.165010 loss_giou: 0.395238 loss_class_aux: 4.097140 loss_bbox_aux: 1.081428 loss_giou_aux: 2.524741 loss_class_dn: 0.335060 loss_bbox_dn: 0.205265 loss_giou_dn: 0.429989 loss_class_aux_dn: 1.782702 loss_bbox_aux_dn: 1.177788 loss_giou_aux_dn: 2.354834 loss: 15.155636 eta: 3 days, 7:02:59 batch_cost: 0.5016 data_cost: 0.0014 ips: 7.9749 images/s [04/07 19:55:14] ppdet.engine INFO: Epoch: [9] [4200/7329] learning_rate: 0.000100 loss_class: 0.647458 loss_bbox: 0.182275 loss_giou: 0.457289 loss_class_aux: 4.240626 loss_bbox_aux: 1.182744 loss_giou_aux: 2.897223 loss_class_dn: 0.359830 loss_bbox_dn: 0.211943 loss_giou_dn: 0.499299 loss_class_aux_dn: 1.989726 loss_bbox_aux_dn: 1.175133 loss_giou_aux_dn: 2.792984 loss: 17.447781 eta: 3 days, 7:01:31 batch_cost: 0.4760 data_cost: 0.0014 ips: 8.4034 images/s [04/07 19:56:11] ppdet.engine INFO: Epoch: [9] [4300/7329] learning_rate: 0.000100 loss_class: 0.647245 loss_bbox: 0.171302 loss_giou: 0.460397 loss_class_aux: 4.145689 loss_bbox_aux: 1.200055 loss_giou_aux: 2.988676 loss_class_dn: 0.370131 loss_bbox_dn: 0.236241 loss_giou_dn: 0.483107 loss_class_aux_dn: 1.969907 loss_bbox_aux_dn: 1.274960 loss_giou_aux_dn: 2.650882 loss: 16.726002 eta: 3 days, 7:00:31 batch_cost: 0.5114 data_cost: 0.0013 ips: 7.8222 images/s [04/07 19:57:13] ppdet.engine INFO: Epoch: [9] [4400/7329] learning_rate: 0.000100 loss_class: 0.647254 loss_bbox: 0.153372 loss_giou: 0.454444 loss_class_aux: 4.296422 loss_bbox_aux: 1.009175 loss_giou_aux: 2.876010 loss_class_dn: 0.357320 loss_bbox_dn: 0.200183 loss_giou_dn: 0.481803 loss_class_aux_dn: 1.917511 loss_bbox_aux_dn: 1.143592 loss_giou_aux_dn: 2.575521 loss: 16.530064 eta: 3 days, 6:59:56 batch_cost: 0.5439 data_cost: 0.0018 ips: 7.3545 images/s [04/07 19:58:13] ppdet.engine INFO: Epoch: [9] [4500/7329] learning_rate: 0.000100 loss_class: 0.596328 loss_bbox: 0.166265 loss_giou: 0.448116 loss_class_aux: 4.045630 loss_bbox_aux: 1.078837 loss_giou_aux: 2.702553 loss_class_dn: 0.365751 loss_bbox_dn: 0.205143 loss_giou_dn: 0.464921 loss_class_aux_dn: 1.931515 loss_bbox_aux_dn: 1.140839 loss_giou_aux_dn: 2.491770 loss: 16.642155 eta: 3 days, 6:59:16 batch_cost: 0.5367 data_cost: 0.0013 ips: 7.4528 images/s [04/07 19:59:08] ppdet.engine INFO: Epoch: [9] [4600/7329] learning_rate: 0.000100 loss_class: 0.666731 loss_bbox: 0.169415 loss_giou: 0.537588 loss_class_aux: 4.440825 loss_bbox_aux: 1.072199 loss_giou_aux: 3.311358 loss_class_dn: 0.378321 loss_bbox_dn: 0.211933 loss_giou_dn: 0.530559 loss_class_aux_dn: 2.032618 loss_bbox_aux_dn: 1.202277 loss_giou_aux_dn: 2.801458 loss: 18.285414 eta: 3 days, 6:57:59 batch_cost: 0.4895 data_cost: 0.0014 ips: 8.1708 images/s [04/07 20:00:09] ppdet.engine INFO: Epoch: [9] [4700/7329] learning_rate: 0.000100 loss_class: 0.700409 loss_bbox: 0.172215 loss_giou: 0.461759 loss_class_aux: 4.525715 loss_bbox_aux: 1.157916 loss_giou_aux: 3.037251 loss_class_dn: 0.391725 loss_bbox_dn: 0.222067 loss_giou_dn: 0.496843 loss_class_aux_dn: 2.089920 loss_bbox_aux_dn: 1.250678 loss_giou_aux_dn: 2.705133 loss: 17.033592 eta: 3 days, 6:57:24 batch_cost: 0.5443 data_cost: 0.0015 ips: 7.3484 images/s [04/07 20:01:06] ppdet.engine INFO: Epoch: [9] [4800/7329] learning_rate: 0.000100 loss_class: 0.612789 loss_bbox: 0.154875 loss_giou: 0.437290 loss_class_aux: 3.961702 loss_bbox_aux: 1.019616 loss_giou_aux: 2.702359 loss_class_dn: 0.333065 loss_bbox_dn: 0.199460 loss_giou_dn: 0.434498 loss_class_aux_dn: 1.798918 loss_bbox_aux_dn: 1.162462 loss_giou_aux_dn: 2.353060 loss: 15.986809 eta: 3 days, 6:56:21 batch_cost: 0.5076 data_cost: 0.0013 ips: 7.8807 images/s [04/07 20:02:01] ppdet.engine INFO: Epoch: [9] [4900/7329] learning_rate: 0.000100 loss_class: 0.650971 loss_bbox: 0.185960 loss_giou: 0.437496 loss_class_aux: 4.211911 loss_bbox_aux: 1.206788 loss_giou_aux: 2.831796 loss_class_dn: 0.362733 loss_bbox_dn: 0.248715 loss_giou_dn: 0.514112 loss_class_aux_dn: 1.917332 loss_bbox_aux_dn: 1.320836 loss_giou_aux_dn: 2.685246 loss: 17.605522 eta: 3 days, 6:54:59 batch_cost: 0.4827 data_cost: 0.0014 ips: 8.2870 images/s [04/07 20:02:59] ppdet.engine INFO: Epoch: [9] [5000/7329] learning_rate: 0.000100 loss_class: 0.685656 loss_bbox: 0.171869 loss_giou: 0.511636 loss_class_aux: 4.411440 loss_bbox_aux: 1.104578 loss_giou_aux: 3.323560 loss_class_dn: 0.402751 loss_bbox_dn: 0.224838 loss_giou_dn: 0.550440 loss_class_aux_dn: 2.147471 loss_bbox_aux_dn: 1.264805 loss_giou_aux_dn: 2.893093 loss: 18.084152 eta: 3 days, 6:54:09 batch_cost: 0.5237 data_cost: 0.0013 ips: 7.6378 images/s [04/07 20:03:53] ppdet.engine INFO: Epoch: [9] [5100/7329] learning_rate: 0.000100 loss_class: 0.642027 loss_bbox: 0.179999 loss_giou: 0.426584 loss_class_aux: 4.127954 loss_bbox_aux: 1.210960 loss_giou_aux: 2.779480 loss_class_dn: 0.353969 loss_bbox_dn: 0.231245 loss_giou_dn: 0.472352 loss_class_aux_dn: 1.870847 loss_bbox_aux_dn: 1.317927 loss_giou_aux_dn: 2.540362 loss: 16.728046 eta: 3 days, 6:52:42 batch_cost: 0.4761 data_cost: 0.0013 ips: 8.4022 images/s [04/07 20:04:50] ppdet.engine INFO: Epoch: [9] [5200/7329] learning_rate: 0.000100 loss_class: 0.658802 loss_bbox: 0.163022 loss_giou: 0.435483 loss_class_aux: 4.124526 loss_bbox_aux: 1.028991 loss_giou_aux: 2.748569 loss_class_dn: 0.358408 loss_bbox_dn: 0.210715 loss_giou_dn: 0.456286 loss_class_aux_dn: 1.948523 loss_bbox_aux_dn: 1.187922 loss_giou_aux_dn: 2.489075 loss: 16.779839 eta: 3 days, 6:51:36 batch_cost: 0.5043 data_cost: 0.0019 ips: 7.9317 images/s [04/07 20:05:46] ppdet.engine INFO: Epoch: [9] [5300/7329] learning_rate: 0.000100 loss_class: 0.675166 loss_bbox: 0.190065 loss_giou: 0.511636 loss_class_aux: 4.279471 loss_bbox_aux: 1.266794 loss_giou_aux: 3.111301 loss_class_dn: 0.390024 loss_bbox_dn: 0.229189 loss_giou_dn: 0.530817 loss_class_aux_dn: 2.064301 loss_bbox_aux_dn: 1.322519 loss_giou_aux_dn: 2.936542 loss: 18.582108 eta: 3 days, 6:50:22 batch_cost: 0.4927 data_cost: 0.0015 ips: 8.1182 images/s [04/07 20:06:40] ppdet.engine INFO: Epoch: [9] [5400/7329] learning_rate: 0.000100 loss_class: 0.616978 loss_bbox: 0.174145 loss_giou: 0.373735 loss_class_aux: 3.926855 loss_bbox_aux: 1.151507 loss_giou_aux: 2.422826 loss_class_dn: 0.365032 loss_bbox_dn: 0.214509 loss_giou_dn: 0.435256 loss_class_aux_dn: 1.941111 loss_bbox_aux_dn: 1.205971 loss_giou_aux_dn: 2.383685 loss: 16.928677 eta: 3 days, 6:49:04 batch_cost: 0.4874 data_cost: 0.0013 ips: 8.2070 images/s [04/07 20:07:37] ppdet.engine INFO: Epoch: [9] [5500/7329] learning_rate: 0.000100 loss_class: 0.678307 loss_bbox: 0.172499 loss_giou: 0.531653 loss_class_aux: 4.366413 loss_bbox_aux: 1.098058 loss_giou_aux: 3.362370 loss_class_dn: 0.395225 loss_bbox_dn: 0.226477 loss_giou_dn: 0.526533 loss_class_aux_dn: 2.104757 loss_bbox_aux_dn: 1.306428 loss_giou_aux_dn: 2.802509 loss: 17.750353 eta: 3 days, 6:48:00 batch_cost: 0.5047 data_cost: 0.0013 ips: 7.9248 images/s [04/07 20:08:34] ppdet.engine INFO: Epoch: [9] [5600/7329] learning_rate: 0.000100 loss_class: 0.655903 loss_bbox: 0.159886 loss_giou: 0.414427 loss_class_aux: 4.158376 loss_bbox_aux: 1.083392 loss_giou_aux: 2.749262 loss_class_dn: 0.370548 loss_bbox_dn: 0.218446 loss_giou_dn: 0.456620 loss_class_aux_dn: 1.943424 loss_bbox_aux_dn: 1.223902 loss_giou_aux_dn: 2.467295 loss: 16.763096 eta: 3 days, 6:46:54 batch_cost: 0.5037 data_cost: 0.0013 ips: 7.9418 images/s [04/07 20:09:29] ppdet.engine INFO: Epoch: [9] [5700/7329] learning_rate: 0.000100 loss_class: 0.622454 loss_bbox: 0.184018 loss_giou: 0.499986 loss_class_aux: 4.306592 loss_bbox_aux: 1.135160 loss_giou_aux: 3.206365 loss_class_dn: 0.374980 loss_bbox_dn: 0.215337 loss_giou_dn: 0.529226 loss_class_aux_dn: 1.995004 loss_bbox_aux_dn: 1.224975 loss_giou_aux_dn: 2.874348 loss: 16.892757 eta: 3 days, 6:45:42 batch_cost: 0.4953 data_cost: 0.0014 ips: 8.0755 images/s [04/07 20:10:24] ppdet.engine INFO: Epoch: [9] [5800/7329] learning_rate: 0.000100 loss_class: 0.626029 loss_bbox: 0.167381 loss_giou: 0.423376 loss_class_aux: 4.318474 loss_bbox_aux: 1.046381 loss_giou_aux: 2.582187 loss_class_dn: 0.359151 loss_bbox_dn: 0.210894 loss_giou_dn: 0.474027 loss_class_aux_dn: 1.931987 loss_bbox_aux_dn: 1.212814 loss_giou_aux_dn: 2.524627 loss: 16.346418 eta: 3 days, 6:44:22 batch_cost: 0.4843 data_cost: 0.0013 ips: 8.2600 images/s [04/07 20:11:19] ppdet.engine INFO: Epoch: [9] [5900/7329] learning_rate: 0.000100 loss_class: 0.598958 loss_bbox: 0.174967 loss_giou: 0.402493 loss_class_aux: 4.176657 loss_bbox_aux: 1.163982 loss_giou_aux: 2.642677 loss_class_dn: 0.360729 loss_bbox_dn: 0.210234 loss_giou_dn: 0.432634 loss_class_aux_dn: 1.949597 loss_bbox_aux_dn: 1.255996 loss_giou_aux_dn: 2.387139 loss: 16.894621 eta: 3 days, 6:43:05 batch_cost: 0.4877 data_cost: 0.0013 ips: 8.2014 images/s [04/07 20:12:14] ppdet.engine INFO: Epoch: [9] [6000/7329] learning_rate: 0.000100 loss_class: 0.647858 loss_bbox: 0.187997 loss_giou: 0.511405 loss_class_aux: 4.383540 loss_bbox_aux: 1.189984 loss_giou_aux: 3.166117 loss_class_dn: 0.385125 loss_bbox_dn: 0.212455 loss_giou_dn: 0.493208 loss_class_aux_dn: 2.065233 loss_bbox_aux_dn: 1.132736 loss_giou_aux_dn: 2.710856 loss: 17.623402 eta: 3 days, 6:41:46 batch_cost: 0.4866 data_cost: 0.0013 ips: 8.2204 images/s [04/07 20:13:14] ppdet.engine INFO: Epoch: [9] [6100/7329] learning_rate: 0.000100 loss_class: 0.662261 loss_bbox: 0.183623 loss_giou: 0.547223 loss_class_aux: 4.416189 loss_bbox_aux: 1.150593 loss_giou_aux: 3.536677 loss_class_dn: 0.396884 loss_bbox_dn: 0.211242 loss_giou_dn: 0.581456 loss_class_aux_dn: 2.098295 loss_bbox_aux_dn: 1.256112 loss_giou_aux_dn: 3.126672 loss: 18.196339 eta: 3 days, 6:41:06 batch_cost: 0.5367 data_cost: 0.0013 ips: 7.4530 images/s [04/07 20:14:16] ppdet.engine INFO: Epoch: [9] [6200/7329] learning_rate: 0.000100 loss_class: 0.603763 loss_bbox: 0.141302 loss_giou: 0.442012 loss_class_aux: 3.884212 loss_bbox_aux: 0.971946 loss_giou_aux: 2.778513 loss_class_dn: 0.343747 loss_bbox_dn: 0.188171 loss_giou_dn: 0.451303 loss_class_aux_dn: 1.838465 loss_bbox_aux_dn: 1.066396 loss_giou_aux_dn: 2.457596 loss: 16.821518 eta: 3 days, 6:40:38 batch_cost: 0.5535 data_cost: 0.0018 ips: 7.2262 images/s [04/07 20:15:18] ppdet.engine INFO: Epoch: [9] [6300/7329] learning_rate: 0.000100 loss_class: 0.655868 loss_bbox: 0.162130 loss_giou: 0.470491 loss_class_aux: 4.242828 loss_bbox_aux: 1.058552 loss_giou_aux: 3.038662 loss_class_dn: 0.371758 loss_bbox_dn: 0.200269 loss_giou_dn: 0.523385 loss_class_aux_dn: 2.011316 loss_bbox_aux_dn: 1.129001 loss_giou_aux_dn: 2.794149 loss: 16.535700 eta: 3 days, 6:40:01 batch_cost: 0.5413 data_cost: 0.0014 ips: 7.3897 images/s [04/07 20:16:23] ppdet.engine INFO: Epoch: [9] [6400/7329] learning_rate: 0.000100 loss_class: 0.647303 loss_bbox: 0.170802 loss_giou: 0.479718 loss_class_aux: 4.143070 loss_bbox_aux: 1.101902 loss_giou_aux: 3.023564 loss_class_dn: 0.364002 loss_bbox_dn: 0.219383 loss_giou_dn: 0.509237 loss_class_aux_dn: 2.002195 loss_bbox_aux_dn: 1.276433 loss_giou_aux_dn: 2.711539 loss: 17.029987 eta: 3 days, 6:39:58 batch_cost: 0.5857 data_cost: 0.0014 ips: 6.8292 images/s [04/07 20:17:23] ppdet.engine INFO: Epoch: [9] [6500/7329] learning_rate: 0.000100 loss_class: 0.656577 loss_bbox: 0.192911 loss_giou: 0.477386 loss_class_aux: 4.205683 loss_bbox_aux: 1.239175 loss_giou_aux: 3.116090 loss_class_dn: 0.381165 loss_bbox_dn: 0.229731 loss_giou_dn: 0.491562 loss_class_aux_dn: 2.028262 loss_bbox_aux_dn: 1.315495 loss_giou_aux_dn: 2.625440 loss: 17.552465 eta: 3 days, 6:39:22 batch_cost: 0.5429 data_cost: 0.0015 ips: 7.3682 images/s [04/07 20:18:30] ppdet.engine INFO: Epoch: [9] [6600/7329] learning_rate: 0.000100 loss_class: 0.656049 loss_bbox: 0.157127 loss_giou: 0.532673 loss_class_aux: 4.218140 loss_bbox_aux: 1.088615 loss_giou_aux: 3.332656 loss_class_dn: 0.379971 loss_bbox_dn: 0.226437 loss_giou_dn: 0.507212 loss_class_aux_dn: 2.002648 loss_bbox_aux_dn: 1.247626 loss_giou_aux_dn: 2.798249 loss: 17.607456 eta: 3 days, 6:39:17 batch_cost: 0.5844 data_cost: 0.0015 ips: 6.8441 images/s [04/07 20:19:31] ppdet.engine INFO: Epoch: [9] [6700/7329] learning_rate: 0.000100 loss_class: 0.598086 loss_bbox: 0.170114 loss_giou: 0.412346 loss_class_aux: 4.030692 loss_bbox_aux: 1.135759 loss_giou_aux: 2.631108 loss_class_dn: 0.343904 loss_bbox_dn: 0.199933 loss_giou_dn: 0.429212 loss_class_aux_dn: 1.822168 loss_bbox_aux_dn: 1.195821 loss_giou_aux_dn: 2.352263 loss: 15.768270 eta: 3 days, 6:38:48 batch_cost: 0.5525 data_cost: 0.0015 ips: 7.2397 images/s [04/07 20:20:30] ppdet.engine INFO: Epoch: [9] [6800/7329] learning_rate: 0.000100 loss_class: 0.589204 loss_bbox: 0.155854 loss_giou: 0.395181 loss_class_aux: 3.882586 loss_bbox_aux: 1.056588 loss_giou_aux: 2.607270 loss_class_dn: 0.341582 loss_bbox_dn: 0.197862 loss_giou_dn: 0.425673 loss_class_aux_dn: 1.879430 loss_bbox_aux_dn: 1.131536 loss_giou_aux_dn: 2.327019 loss: 15.242285 eta: 3 days, 6:37:57 batch_cost: 0.5234 data_cost: 0.0013 ips: 7.6424 images/s [04/07 20:21:29] ppdet.engine INFO: Epoch: [9] [6900/7329] learning_rate: 0.000100 loss_class: 0.625714 loss_bbox: 0.181246 loss_giou: 0.414261 loss_class_aux: 4.173500 loss_bbox_aux: 1.177037 loss_giou_aux: 2.632767 loss_class_dn: 0.364281 loss_bbox_dn: 0.237357 loss_giou_dn: 0.433364 loss_class_aux_dn: 1.884150 loss_bbox_aux_dn: 1.327486 loss_giou_aux_dn: 2.359599 loss: 16.900316 eta: 3 days, 6:37:07 batch_cost: 0.5243 data_cost: 0.0018 ips: 7.6285 images/s [04/07 20:22:31] ppdet.engine INFO: Epoch: [9] [7000/7329] learning_rate: 0.000100 loss_class: 0.684110 loss_bbox: 0.155968 loss_giou: 0.441592 loss_class_aux: 4.314575 loss_bbox_aux: 1.019668 loss_giou_aux: 2.832331 loss_class_dn: 0.361874 loss_bbox_dn: 0.210063 loss_giou_dn: 0.447629 loss_class_aux_dn: 1.929478 loss_bbox_aux_dn: 1.236470 loss_giou_aux_dn: 2.396488 loss: 17.062191 eta: 3 days, 6:36:40 batch_cost: 0.5548 data_cost: 0.0014 ips: 7.2093 images/s [04/07 20:23:27] ppdet.engine INFO: Epoch: [9] [7100/7329] learning_rate: 0.000100 loss_class: 0.647701 loss_bbox: 0.182091 loss_giou: 0.446553 loss_class_aux: 4.307702 loss_bbox_aux: 1.180169 loss_giou_aux: 2.936403 loss_class_dn: 0.378287 loss_bbox_dn: 0.226252 loss_giou_dn: 0.494940 loss_class_aux_dn: 2.042235 loss_bbox_aux_dn: 1.304746 loss_giou_aux_dn: 2.690340 loss: 17.188648 eta: 3 days, 6:35:31 batch_cost: 0.4983 data_cost: 0.0013 ips: 8.0270 images/s [04/07 20:24:24] ppdet.engine INFO: Epoch: [9] [7200/7329] learning_rate: 0.000100 loss_class: 0.598912 loss_bbox: 0.162611 loss_giou: 0.468974 loss_class_aux: 3.954737 loss_bbox_aux: 1.097543 loss_giou_aux: 2.984595 loss_class_dn: 0.357858 loss_bbox_dn: 0.227002 loss_giou_dn: 0.485283 loss_class_aux_dn: 1.939246 loss_bbox_aux_dn: 1.277575 loss_giou_aux_dn: 2.583910 loss: 16.227940 eta: 3 days, 6:34:34 batch_cost: 0.5159 data_cost: 0.0012 ips: 7.7537 images/s [04/07 20:25:27] ppdet.engine INFO: Epoch: [9] [7300/7329] learning_rate: 0.000100 loss_class: 0.598622 loss_bbox: 0.169182 loss_giou: 0.477556 loss_class_aux: 3.813433 loss_bbox_aux: 1.039424 loss_giou_aux: 2.989501 loss_class_dn: 0.353683 loss_bbox_dn: 0.195569 loss_giou_dn: 0.475950 loss_class_aux_dn: 1.896890 loss_bbox_aux_dn: 1.098972 loss_giou_aux_dn: 2.552051 loss: 16.351551 eta: 3 days, 6:34:14 batch_cost: 0.5645 data_cost: 0.0012 ips: 7.0853 images/s [04/07 20:25:50] ppdet.engine INFO: Eval iter: 0 [04/07 20:26:18] ppdet.engine INFO: Eval iter: 100 [04/07 20:26:47] ppdet.engine INFO: Eval iter: 200 [04/07 20:27:14] ppdet.engine INFO: Eval iter: 300 [04/07 20:27:42] ppdet.engine INFO: Eval iter: 400 [04/07 20:28:11] ppdet.engine INFO: Eval iter: 500 [04/07 20:28:38] ppdet.engine INFO: Eval iter: 600 [04/07 20:29:08] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [04/07 20:29:08] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.91s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=115.12s). Accumulating evaluation results... DONE (t=28.89s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.478 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.656 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.517 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.277 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.659 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.368 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.613 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 ] = 0.492 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 ] = 0.878 [04/07 20:31:54] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.704440732956886 [04/07 20:31:54] ppdet.engine INFO: Best test bbox ap is 0.478. [04/07 20:31:57] ppdet.engine INFO: Epoch: [10] [ 0/7329] learning_rate: 0.000100 loss_class: 0.611517 loss_bbox: 0.169613 loss_giou: 0.462146 loss_class_aux: 4.044665 loss_bbox_aux: 1.076794 loss_giou_aux: 2.926716 loss_class_dn: 0.346535 loss_bbox_dn: 0.199849 loss_giou_dn: 0.466858 loss_class_aux_dn: 1.865082 loss_bbox_aux_dn: 1.111419 loss_giou_aux_dn: 2.529129 loss: 16.515476 eta: 3 days, 6:34:17 batch_cost: 0.5739 data_cost: 0.0013 ips: 6.9697 images/s [04/07 20:32:59] ppdet.engine INFO: Epoch: [10] [ 100/7329] learning_rate: 0.000100 loss_class: 0.588403 loss_bbox: 0.170115 loss_giou: 0.389681 loss_class_aux: 3.885252 loss_bbox_aux: 1.108748 loss_giou_aux: 2.533503 loss_class_dn: 0.336686 loss_bbox_dn: 0.210984 loss_giou_dn: 0.427694 loss_class_aux_dn: 1.788930 loss_bbox_aux_dn: 1.213707 loss_giou_aux_dn: 2.315292 loss: 15.456133 eta: 3 days, 6:33:48 batch_cost: 0.5521 data_cost: 0.0014 ips: 7.2446 images/s [04/07 20:33:56] ppdet.engine INFO: Epoch: [10] [ 200/7329] learning_rate: 0.000100 loss_class: 0.566145 loss_bbox: 0.175821 loss_giou: 0.341412 loss_class_aux: 3.634486 loss_bbox_aux: 1.102219 loss_giou_aux: 2.210095 loss_class_dn: 0.330472 loss_bbox_dn: 0.230146 loss_giou_dn: 0.418474 loss_class_aux_dn: 1.738974 loss_bbox_aux_dn: 1.274361 loss_giou_aux_dn: 2.250020 loss: 15.284919 eta: 3 days, 6:32:41 batch_cost: 0.5021 data_cost: 0.0014 ips: 7.9659 images/s [04/07 20:34:59] ppdet.engine INFO: Epoch: [10] [ 300/7329] learning_rate: 0.000100 loss_class: 0.582719 loss_bbox: 0.170602 loss_giou: 0.444666 loss_class_aux: 3.834178 loss_bbox_aux: 1.133076 loss_giou_aux: 2.871856 loss_class_dn: 0.360975 loss_bbox_dn: 0.219347 loss_giou_dn: 0.486299 loss_class_aux_dn: 1.882530 loss_bbox_aux_dn: 1.256808 loss_giou_aux_dn: 2.655519 loss: 16.503094 eta: 3 days, 6:32:20 batch_cost: 0.5627 data_cost: 0.0018 ips: 7.1085 images/s [04/07 20:35:58] ppdet.engine INFO: Epoch: [10] [ 400/7329] learning_rate: 0.000100 loss_class: 0.561780 loss_bbox: 0.158271 loss_giou: 0.444441 loss_class_aux: 3.823141 loss_bbox_aux: 1.060336 loss_giou_aux: 2.862551 loss_class_dn: 0.335611 loss_bbox_dn: 0.210829 loss_giou_dn: 0.486752 loss_class_aux_dn: 1.754124 loss_bbox_aux_dn: 1.209810 loss_giou_aux_dn: 2.593088 loss: 15.864611 eta: 3 days, 6:31:26 batch_cost: 0.5198 data_cost: 0.0015 ips: 7.6950 images/s [04/07 20:36:53] ppdet.engine INFO: Epoch: [10] [ 500/7329] learning_rate: 0.000100 loss_class: 0.571899 loss_bbox: 0.152438 loss_giou: 0.395174 loss_class_aux: 3.863529 loss_bbox_aux: 1.012866 loss_giou_aux: 2.449593 loss_class_dn: 0.348384 loss_bbox_dn: 0.210121 loss_giou_dn: 0.439572 loss_class_aux_dn: 1.886214 loss_bbox_aux_dn: 1.188969 loss_giou_aux_dn: 2.373828 loss: 15.714108 eta: 3 days, 6:30:10 batch_cost: 0.4890 data_cost: 0.0013 ips: 8.1806 images/s [04/07 20:37:53] ppdet.engine INFO: Epoch: [10] [ 600/7329] learning_rate: 0.000100 loss_class: 0.581908 loss_bbox: 0.153265 loss_giou: 0.387282 loss_class_aux: 3.864154 loss_bbox_aux: 1.023246 loss_giou_aux: 2.414253 loss_class_dn: 0.353133 loss_bbox_dn: 0.177444 loss_giou_dn: 0.416604 loss_class_aux_dn: 1.881326 loss_bbox_aux_dn: 1.039396 loss_giou_aux_dn: 2.213580 loss: 15.127067 eta: 3 days, 6:29:20 batch_cost: 0.5250 data_cost: 0.0015 ips: 7.6188 images/s [04/07 20:38:48] ppdet.engine INFO: Epoch: [10] [ 700/7329] learning_rate: 0.000100 loss_class: 0.651257 loss_bbox: 0.183687 loss_giou: 0.528267 loss_class_aux: 4.233566 loss_bbox_aux: 1.192224 loss_giou_aux: 3.379261 loss_class_dn: 0.378729 loss_bbox_dn: 0.218566 loss_giou_dn: 0.519945 loss_class_aux_dn: 2.022005 loss_bbox_aux_dn: 1.242958 loss_giou_aux_dn: 2.743341 loss: 17.480711 eta: 3 days, 6:28:06 batch_cost: 0.4907 data_cost: 0.0014 ips: 8.1516 images/s [04/07 20:39:47] ppdet.engine INFO: Epoch: [10] [ 800/7329] learning_rate: 0.000100 loss_class: 0.634509 loss_bbox: 0.182798 loss_giou: 0.385351 loss_class_aux: 3.957282 loss_bbox_aux: 1.160803 loss_giou_aux: 2.404529 loss_class_dn: 0.361088 loss_bbox_dn: 0.228941 loss_giou_dn: 0.409687 loss_class_aux_dn: 1.886405 loss_bbox_aux_dn: 1.319783 loss_giou_aux_dn: 2.278654 loss: 16.607765 eta: 3 days, 6:27:14 batch_cost: 0.5221 data_cost: 0.0013 ips: 7.6618 images/s [04/07 20:40:46] ppdet.engine INFO: Epoch: [10] [ 900/7329] learning_rate: 0.000100 loss_class: 0.614572 loss_bbox: 0.160403 loss_giou: 0.379642 loss_class_aux: 3.980524 loss_bbox_aux: 1.097605 loss_giou_aux: 2.333973 loss_class_dn: 0.345783 loss_bbox_dn: 0.195969 loss_giou_dn: 0.436808 loss_class_aux_dn: 1.828586 loss_bbox_aux_dn: 1.082000 loss_giou_aux_dn: 2.292850 loss: 15.492056 eta: 3 days, 6:26:28 batch_cost: 0.5308 data_cost: 0.0013 ips: 7.5365 images/s [04/07 20:41:47] ppdet.engine INFO: Epoch: [10] [1000/7329] learning_rate: 0.000100 loss_class: 0.687302 loss_bbox: 0.175377 loss_giou: 0.460164 loss_class_aux: 4.542526 loss_bbox_aux: 1.119209 loss_giou_aux: 2.987927 loss_class_dn: 0.385559 loss_bbox_dn: 0.226992 loss_giou_dn: 0.485271 loss_class_aux_dn: 1.998405 loss_bbox_aux_dn: 1.250725 loss_giou_aux_dn: 2.648586 loss: 17.505383 eta: 3 days, 6:25:51 batch_cost: 0.5419 data_cost: 0.0014 ips: 7.3811 images/s [04/07 20:42:41] ppdet.engine INFO: Epoch: [10] [1100/7329] learning_rate: 0.000100 loss_class: 0.602569 loss_bbox: 0.149068 loss_giou: 0.468360 loss_class_aux: 3.902227 loss_bbox_aux: 0.997197 loss_giou_aux: 2.941978 loss_class_dn: 0.357667 loss_bbox_dn: 0.202991 loss_giou_dn: 0.473844 loss_class_aux_dn: 1.909984 loss_bbox_aux_dn: 1.145024 loss_giou_aux_dn: 2.625641 loss: 16.411127 eta: 3 days, 6:24:27 batch_cost: 0.4776 data_cost: 0.0014 ips: 8.3744 images/s [04/07 20:43:38] ppdet.engine INFO: Epoch: [10] [1200/7329] learning_rate: 0.000100 loss_class: 0.585950 loss_bbox: 0.154781 loss_giou: 0.418674 loss_class_aux: 3.941533 loss_bbox_aux: 1.015422 loss_giou_aux: 2.653897 loss_class_dn: 0.359668 loss_bbox_dn: 0.190501 loss_giou_dn: 0.424442 loss_class_aux_dn: 1.939205 loss_bbox_aux_dn: 1.116774 loss_giou_aux_dn: 2.384238 loss: 15.678892 eta: 3 days, 6:23:28 batch_cost: 0.5127 data_cost: 0.0013 ips: 7.8024 images/s [04/07 20:44:38] ppdet.engine INFO: Epoch: [10] [1300/7329] learning_rate: 0.000100 loss_class: 0.628347 loss_bbox: 0.173948 loss_giou: 0.442126 loss_class_aux: 3.992235 loss_bbox_aux: 1.104202 loss_giou_aux: 2.809184 loss_class_dn: 0.348606 loss_bbox_dn: 0.223760 loss_giou_dn: 0.463665 loss_class_aux_dn: 1.834093 loss_bbox_aux_dn: 1.262369 loss_giou_aux_dn: 2.590979 loss: 17.130039 eta: 3 days, 6:22:43 batch_cost: 0.5314 data_cost: 0.0014 ips: 7.5278 images/s [04/07 20:45:44] ppdet.engine INFO: Epoch: [10] [1400/7329] learning_rate: 0.000100 loss_class: 0.686940 loss_bbox: 0.166835 loss_giou: 0.513516 loss_class_aux: 4.437400 loss_bbox_aux: 1.097245 loss_giou_aux: 3.245648 loss_class_dn: 0.376960 loss_bbox_dn: 0.212148 loss_giou_dn: 0.523157 loss_class_aux_dn: 2.028228 loss_bbox_aux_dn: 1.261274 loss_giou_aux_dn: 2.796466 loss: 17.780769 eta: 3 days, 6:22:38 batch_cost: 0.5862 data_cost: 0.0014 ips: 6.8238 images/s [04/07 20:46:47] ppdet.engine INFO: Epoch: [10] [1500/7329] learning_rate: 0.000100 loss_class: 0.564948 loss_bbox: 0.165788 loss_giou: 0.396380 loss_class_aux: 3.767974 loss_bbox_aux: 1.120454 loss_giou_aux: 2.559432 loss_class_dn: 0.340260 loss_bbox_dn: 0.204811 loss_giou_dn: 0.434749 loss_class_aux_dn: 1.818038 loss_bbox_aux_dn: 1.234892 loss_giou_aux_dn: 2.400885 loss: 15.976270 eta: 3 days, 6:22:10 batch_cost: 0.5548 data_cost: 0.0017 ips: 7.2092 images/s [04/07 20:47:49] ppdet.engine INFO: Epoch: [10] [1600/7329] learning_rate: 0.000100 loss_class: 0.674544 loss_bbox: 0.169653 loss_giou: 0.409232 loss_class_aux: 4.416945 loss_bbox_aux: 1.083105 loss_giou_aux: 2.651384 loss_class_dn: 0.374264 loss_bbox_dn: 0.203800 loss_giou_dn: 0.457337 loss_class_aux_dn: 2.024583 loss_bbox_aux_dn: 1.157204 loss_giou_aux_dn: 2.510583 loss: 17.116737 eta: 3 days, 6:21:31 batch_cost: 0.5401 data_cost: 0.0017 ips: 7.4064 images/s [04/07 20:48:46] ppdet.engine INFO: Epoch: [10] [1700/7329] learning_rate: 0.000100 loss_class: 0.672406 loss_bbox: 0.178480 loss_giou: 0.459235 loss_class_aux: 4.398865 loss_bbox_aux: 1.126868 loss_giou_aux: 2.849603 loss_class_dn: 0.365600 loss_bbox_dn: 0.219902 loss_giou_dn: 0.490375 loss_class_aux_dn: 1.921975 loss_bbox_aux_dn: 1.241845 loss_giou_aux_dn: 2.707386 loss: 17.519827 eta: 3 days, 6:20:28 batch_cost: 0.5070 data_cost: 0.0017 ips: 7.8891 images/s [04/07 20:49:43] ppdet.engine INFO: Epoch: [10] [1800/7329] learning_rate: 0.000100 loss_class: 0.688519 loss_bbox: 0.183447 loss_giou: 0.622531 loss_class_aux: 4.358630 loss_bbox_aux: 1.154890 loss_giou_aux: 3.758242 loss_class_dn: 0.425405 loss_bbox_dn: 0.214839 loss_giou_dn: 0.573702 loss_class_aux_dn: 2.228374 loss_bbox_aux_dn: 1.198121 loss_giou_aux_dn: 3.126971 loss: 19.272556 eta: 3 days, 6:19:30 batch_cost: 0.5127 data_cost: 0.0015 ips: 7.8018 images/s [04/07 20:50:46] ppdet.engine INFO: Epoch: [10] [1900/7329] learning_rate: 0.000100 loss_class: 0.648336 loss_bbox: 0.170346 loss_giou: 0.524499 loss_class_aux: 4.254170 loss_bbox_aux: 1.126404 loss_giou_aux: 3.349870 loss_class_dn: 0.392380 loss_bbox_dn: 0.210717 loss_giou_dn: 0.521793 loss_class_aux_dn: 2.081629 loss_bbox_aux_dn: 1.177384 loss_giou_aux_dn: 2.766287 loss: 18.126368 eta: 3 days, 6:18:55 batch_cost: 0.5463 data_cost: 0.0019 ips: 7.3225 images/s [04/07 20:51:42] ppdet.engine INFO: Epoch: [10] [2000/7329] learning_rate: 0.000100 loss_class: 0.562548 loss_bbox: 0.160167 loss_giou: 0.434316 loss_class_aux: 3.681079 loss_bbox_aux: 0.998256 loss_giou_aux: 2.781644 loss_class_dn: 0.350229 loss_bbox_dn: 0.194168 loss_giou_dn: 0.443820 loss_class_aux_dn: 1.859799 loss_bbox_aux_dn: 1.072163 loss_giou_aux_dn: 2.398205 loss: 15.567386 eta: 3 days, 6:17:45 batch_cost: 0.4969 data_cost: 0.0016 ips: 8.0500 images/s [04/07 20:52:37] ppdet.engine INFO: Epoch: [10] [2100/7329] learning_rate: 0.000100 loss_class: 0.630470 loss_bbox: 0.164386 loss_giou: 0.440880 loss_class_aux: 4.100360 loss_bbox_aux: 1.104246 loss_giou_aux: 2.992603 loss_class_dn: 0.373930 loss_bbox_dn: 0.195759 loss_giou_dn: 0.468555 loss_class_aux_dn: 1.959075 loss_bbox_aux_dn: 1.111085 loss_giou_aux_dn: 2.628350 loss: 16.718010 eta: 3 days, 6:16:28 batch_cost: 0.4859 data_cost: 0.0013 ips: 8.2326 images/s [04/07 20:53:31] ppdet.engine INFO: Epoch: [10] [2200/7329] learning_rate: 0.000100 loss_class: 0.636781 loss_bbox: 0.175482 loss_giou: 0.416576 loss_class_aux: 4.201856 loss_bbox_aux: 1.214686 loss_giou_aux: 2.672581 loss_class_dn: 0.343905 loss_bbox_dn: 0.210742 loss_giou_dn: 0.432806 loss_class_aux_dn: 1.868930 loss_bbox_aux_dn: 1.229559 loss_giou_aux_dn: 2.410479 loss: 16.147903 eta: 3 days, 6:15:10 batch_cost: 0.4856 data_cost: 0.0013 ips: 8.2366 images/s [04/07 20:54:28] ppdet.engine INFO: Epoch: [10] [2300/7329] learning_rate: 0.000100 loss_class: 0.650085 loss_bbox: 0.159954 loss_giou: 0.458275 loss_class_aux: 4.380930 loss_bbox_aux: 1.085037 loss_giou_aux: 2.908172 loss_class_dn: 0.382746 loss_bbox_dn: 0.217047 loss_giou_dn: 0.489484 loss_class_aux_dn: 2.008145 loss_bbox_aux_dn: 1.261296 loss_giou_aux_dn: 2.639567 loss: 17.045616 eta: 3 days, 6:14:03 batch_cost: 0.5011 data_cost: 0.0014 ips: 7.9825 images/s [04/07 20:55:34] ppdet.engine INFO: Epoch: [10] [2400/7329] learning_rate: 0.000100 loss_class: 0.590069 loss_bbox: 0.158058 loss_giou: 0.390385 loss_class_aux: 3.812374 loss_bbox_aux: 1.026888 loss_giou_aux: 2.573361 loss_class_dn: 0.325134 loss_bbox_dn: 0.209404 loss_giou_dn: 0.426135 loss_class_aux_dn: 1.786638 loss_bbox_aux_dn: 1.188888 loss_giou_aux_dn: 2.299069 loss: 14.906950 eta: 3 days, 6:14:00 batch_cost: 0.5904 data_cost: 0.0017 ips: 6.7756 images/s [04/07 20:56:31] ppdet.engine INFO: Epoch: [10] [2500/7329] learning_rate: 0.000100 loss_class: 0.653813 loss_bbox: 0.172351 loss_giou: 0.445066 loss_class_aux: 4.367413 loss_bbox_aux: 1.117947 loss_giou_aux: 2.847400 loss_class_dn: 0.366437 loss_bbox_dn: 0.216931 loss_giou_dn: 0.470719 loss_class_aux_dn: 1.985234 loss_bbox_aux_dn: 1.276412 loss_giou_aux_dn: 2.556619 loss: 16.198545 eta: 3 days, 6:12:58 batch_cost: 0.5075 data_cost: 0.0014 ips: 7.8814 images/s [04/07 20:57:31] ppdet.engine INFO: Epoch: [10] [2600/7329] learning_rate: 0.000100 loss_class: 0.618025 loss_bbox: 0.168601 loss_giou: 0.436479 loss_class_aux: 3.869005 loss_bbox_aux: 1.143559 loss_giou_aux: 2.833915 loss_class_dn: 0.337246 loss_bbox_dn: 0.201415 loss_giou_dn: 0.434539 loss_class_aux_dn: 1.780487 loss_bbox_aux_dn: 1.182157 loss_giou_aux_dn: 2.382597 loss: 16.173328 eta: 3 days, 6:12:13 batch_cost: 0.5328 data_cost: 0.0013 ips: 7.5079 images/s [04/07 20:58:27] ppdet.engine INFO: Epoch: [10] [2700/7329] learning_rate: 0.000100 loss_class: 0.613887 loss_bbox: 0.149797 loss_giou: 0.433731 loss_class_aux: 4.034445 loss_bbox_aux: 0.991282 loss_giou_aux: 2.723843 loss_class_dn: 0.351250 loss_bbox_dn: 0.194106 loss_giou_dn: 0.456182 loss_class_aux_dn: 1.889753 loss_bbox_aux_dn: 1.097871 loss_giou_aux_dn: 2.447945 loss: 16.022299 eta: 3 days, 6:11:05 batch_cost: 0.4982 data_cost: 0.0015 ips: 8.0295 images/s [04/07 20:59:25] ppdet.engine INFO: Epoch: [10] [2800/7329] learning_rate: 0.000100 loss_class: 0.642880 loss_bbox: 0.164302 loss_giou: 0.441775 loss_class_aux: 4.109300 loss_bbox_aux: 1.098346 loss_giou_aux: 2.763589 loss_class_dn: 0.349274 loss_bbox_dn: 0.217590 loss_giou_dn: 0.460116 loss_class_aux_dn: 1.884856 loss_bbox_aux_dn: 1.247388 loss_giou_aux_dn: 2.504889 loss: 16.323246 eta: 3 days, 6:10:05 batch_cost: 0.5111 data_cost: 0.0015 ips: 7.8267 images/s [04/07 21:00:21] ppdet.engine INFO: Epoch: [10] [2900/7329] learning_rate: 0.000100 loss_class: 0.558850 loss_bbox: 0.166706 loss_giou: 0.405258 loss_class_aux: 3.766774 loss_bbox_aux: 1.014808 loss_giou_aux: 2.427653 loss_class_dn: 0.322325 loss_bbox_dn: 0.197200 loss_giou_dn: 0.438850 loss_class_aux_dn: 1.696315 loss_bbox_aux_dn: 1.102717 loss_giou_aux_dn: 2.362691 loss: 14.826681 eta: 3 days, 6:08:55 batch_cost: 0.4970 data_cost: 0.0013 ips: 8.0490 images/s [04/07 21:01:14] ppdet.engine INFO: Epoch: [10] [3000/7329] learning_rate: 0.000100 loss_class: 0.646049 loss_bbox: 0.166667 loss_giou: 0.391951 loss_class_aux: 4.014243 loss_bbox_aux: 1.096940 loss_giou_aux: 2.456853 loss_class_dn: 0.369323 loss_bbox_dn: 0.214709 loss_giou_dn: 0.432860 loss_class_aux_dn: 1.942938 loss_bbox_aux_dn: 1.236963 loss_giou_aux_dn: 2.321347 loss: 16.133560 eta: 3 days, 6:07:28 batch_cost: 0.4722 data_cost: 0.0014 ips: 8.4706 images/s [04/07 21:02:11] ppdet.engine INFO: Epoch: [10] [3100/7329] learning_rate: 0.000100 loss_class: 0.594681 loss_bbox: 0.158303 loss_giou: 0.447228 loss_class_aux: 3.929827 loss_bbox_aux: 0.991881 loss_giou_aux: 2.890661 loss_class_dn: 0.338086 loss_bbox_dn: 0.177078 loss_giou_dn: 0.457811 loss_class_aux_dn: 1.809870 loss_bbox_aux_dn: 1.010757 loss_giou_aux_dn: 2.430878 loss: 16.156120 eta: 3 days, 6:06:22 batch_cost: 0.5013 data_cost: 0.0019 ips: 7.9791 images/s [04/07 21:03:07] ppdet.engine INFO: Epoch: [10] [3200/7329] learning_rate: 0.000100 loss_class: 0.701752 loss_bbox: 0.182324 loss_giou: 0.450877 loss_class_aux: 4.605019 loss_bbox_aux: 1.092182 loss_giou_aux: 2.788122 loss_class_dn: 0.369703 loss_bbox_dn: 0.227900 loss_giou_dn: 0.482701 loss_class_aux_dn: 2.027252 loss_bbox_aux_dn: 1.270187 loss_giou_aux_dn: 2.583660 loss: 17.257092 eta: 3 days, 6:05:13 batch_cost: 0.4978 data_cost: 0.0014 ips: 8.0362 images/s [04/07 21:04:11] ppdet.engine INFO: Epoch: [10] [3300/7329] learning_rate: 0.000100 loss_class: 0.592101 loss_bbox: 0.171362 loss_giou: 0.348137 loss_class_aux: 3.919186 loss_bbox_aux: 1.038761 loss_giou_aux: 2.234385 loss_class_dn: 0.319347 loss_bbox_dn: 0.197642 loss_giou_dn: 0.381544 loss_class_aux_dn: 1.729527 loss_bbox_aux_dn: 1.085235 loss_giou_aux_dn: 2.094805 loss: 14.551374 eta: 3 days, 6:05:08 batch_cost: 0.5882 data_cost: 0.0013 ips: 6.8001 images/s [04/07 21:05:13] ppdet.engine INFO: Epoch: [10] [3400/7329] learning_rate: 0.000100 loss_class: 0.662090 loss_bbox: 0.155961 loss_giou: 0.395236 loss_class_aux: 4.205229 loss_bbox_aux: 1.043777 loss_giou_aux: 2.411611 loss_class_dn: 0.340374 loss_bbox_dn: 0.204552 loss_giou_dn: 0.400035 loss_class_aux_dn: 1.852203 loss_bbox_aux_dn: 1.177482 loss_giou_aux_dn: 2.220966 loss: 15.880278 eta: 3 days, 6:04:37 batch_cost: 0.5513 data_cost: 0.0013 ips: 7.2550 images/s [04/07 21:06:11] ppdet.engine INFO: Epoch: [10] [3500/7329] learning_rate: 0.000100 loss_class: 0.634227 loss_bbox: 0.171806 loss_giou: 0.436838 loss_class_aux: 4.188600 loss_bbox_aux: 1.111073 loss_giou_aux: 2.808498 loss_class_dn: 0.353903 loss_bbox_dn: 0.220180 loss_giou_dn: 0.467650 loss_class_aux_dn: 1.912482 loss_bbox_aux_dn: 1.218509 loss_giou_aux_dn: 2.584157 loss: 16.273502 eta: 3 days, 6:03:43 batch_cost: 0.5195 data_cost: 0.0013 ips: 7.7003 images/s [04/07 21:07:15] ppdet.engine INFO: Epoch: [10] [3600/7329] learning_rate: 0.000100 loss_class: 0.594068 loss_bbox: 0.165883 loss_giou: 0.437716 loss_class_aux: 3.756086 loss_bbox_aux: 1.131737 loss_giou_aux: 2.856172 loss_class_dn: 0.339527 loss_bbox_dn: 0.207578 loss_giou_dn: 0.442944 loss_class_aux_dn: 1.780632 loss_bbox_aux_dn: 1.146196 loss_giou_aux_dn: 2.378381 loss: 15.960760 eta: 3 days, 6:03:27 batch_cost: 0.5726 data_cost: 0.0017 ips: 6.9853 images/s [04/07 21:08:18] ppdet.engine INFO: Epoch: [10] [3700/7329] learning_rate: 0.000100 loss_class: 0.632335 loss_bbox: 0.151050 loss_giou: 0.445038 loss_class_aux: 3.881976 loss_bbox_aux: 0.949145 loss_giou_aux: 2.878553 loss_class_dn: 0.362049 loss_bbox_dn: 0.179679 loss_giou_dn: 0.436703 loss_class_aux_dn: 1.954309 loss_bbox_aux_dn: 1.061642 loss_giou_aux_dn: 2.410908 loss: 16.568390 eta: 3 days, 6:03:05 batch_cost: 0.5642 data_cost: 0.0013 ips: 7.0894 images/s [04/07 21:09:19] ppdet.engine INFO: Epoch: [10] [3800/7329] learning_rate: 0.000100 loss_class: 0.650755 loss_bbox: 0.172117 loss_giou: 0.490119 loss_class_aux: 4.191381 loss_bbox_aux: 1.101075 loss_giou_aux: 3.122527 loss_class_dn: 0.374656 loss_bbox_dn: 0.215976 loss_giou_dn: 0.483138 loss_class_aux_dn: 1.988328 loss_bbox_aux_dn: 1.267555 loss_giou_aux_dn: 2.625857 loss: 17.138241 eta: 3 days, 6:02:33 batch_cost: 0.5504 data_cost: 0.0013 ips: 7.2671 images/s [04/07 21:10:16] ppdet.engine INFO: Epoch: [10] [3900/7329] learning_rate: 0.000100 loss_class: 0.616517 loss_bbox: 0.157818 loss_giou: 0.401125 loss_class_aux: 3.746712 loss_bbox_aux: 1.075103 loss_giou_aux: 2.624764 loss_class_dn: 0.351701 loss_bbox_dn: 0.190389 loss_giou_dn: 0.431624 loss_class_aux_dn: 1.880630 loss_bbox_aux_dn: 1.101140 loss_giou_aux_dn: 2.368274 loss: 15.711218 eta: 3 days, 6:01:29 batch_cost: 0.5049 data_cost: 0.0014 ips: 7.9226 images/s [04/07 21:11:12] ppdet.engine INFO: Epoch: [10] [4000/7329] learning_rate: 0.000100 loss_class: 0.689456 loss_bbox: 0.176745 loss_giou: 0.465801 loss_class_aux: 4.504601 loss_bbox_aux: 1.131441 loss_giou_aux: 2.940190 loss_class_dn: 0.371063 loss_bbox_dn: 0.221161 loss_giou_dn: 0.472480 loss_class_aux_dn: 1.959835 loss_bbox_aux_dn: 1.241961 loss_giou_aux_dn: 2.583100 loss: 17.104198 eta: 3 days, 6:00:21 batch_cost: 0.4996 data_cost: 0.0014 ips: 8.0066 images/s [04/07 21:12:11] ppdet.engine INFO: Epoch: [10] [4100/7329] learning_rate: 0.000100 loss_class: 0.614088 loss_bbox: 0.156650 loss_giou: 0.420052 loss_class_aux: 3.943826 loss_bbox_aux: 1.079237 loss_giou_aux: 2.611416 loss_class_dn: 0.368224 loss_bbox_dn: 0.191287 loss_giou_dn: 0.472576 loss_class_aux_dn: 1.964355 loss_bbox_aux_dn: 1.105150 loss_giou_aux_dn: 2.536150 loss: 15.949086 eta: 3 days, 5:59:31 batch_cost: 0.5250 data_cost: 0.0013 ips: 7.6183 images/s [04/07 21:13:14] ppdet.engine INFO: Epoch: [10] [4200/7329] learning_rate: 0.000100 loss_class: 0.695511 loss_bbox: 0.174889 loss_giou: 0.449321 loss_class_aux: 4.432320 loss_bbox_aux: 1.134639 loss_giou_aux: 2.870698 loss_class_dn: 0.359396 loss_bbox_dn: 0.209058 loss_giou_dn: 0.467890 loss_class_aux_dn: 1.908977 loss_bbox_aux_dn: 1.204230 loss_giou_aux_dn: 2.508568 loss: 16.320765 eta: 3 days, 5:59:06 batch_cost: 0.5604 data_cost: 0.0015 ips: 7.1380 images/s [04/07 21:14:20] ppdet.engine INFO: Epoch: [10] [4300/7329] learning_rate: 0.000100 loss_class: 0.677705 loss_bbox: 0.164094 loss_giou: 0.505423 loss_class_aux: 4.401896 loss_bbox_aux: 1.046042 loss_giou_aux: 3.084095 loss_class_dn: 0.387084 loss_bbox_dn: 0.201371 loss_giou_dn: 0.501469 loss_class_aux_dn: 2.046971 loss_bbox_aux_dn: 1.124588 loss_giou_aux_dn: 2.784801 loss: 17.438644 eta: 3 days, 5:58:55 batch_cost: 0.5803 data_cost: 0.0015 ips: 6.8932 images/s [04/07 21:15:19] ppdet.engine INFO: Epoch: [10] [4400/7329] learning_rate: 0.000100 loss_class: 0.693977 loss_bbox: 0.177922 loss_giou: 0.524876 loss_class_aux: 4.586245 loss_bbox_aux: 1.188303 loss_giou_aux: 3.342492 loss_class_dn: 0.396272 loss_bbox_dn: 0.234845 loss_giou_dn: 0.527993 loss_class_aux_dn: 2.075163 loss_bbox_aux_dn: 1.340246 loss_giou_aux_dn: 2.871802 loss: 17.747852 eta: 3 days, 5:58:03 batch_cost: 0.5221 data_cost: 0.0015 ips: 7.6618 images/s [04/07 21:16:21] ppdet.engine INFO: Epoch: [10] [4500/7329] learning_rate: 0.000100 loss_class: 0.687960 loss_bbox: 0.178240 loss_giou: 0.398041 loss_class_aux: 4.423254 loss_bbox_aux: 1.126374 loss_giou_aux: 2.591963 loss_class_dn: 0.342806 loss_bbox_dn: 0.210313 loss_giou_dn: 0.442632 loss_class_aux_dn: 1.870011 loss_bbox_aux_dn: 1.278444 loss_giou_aux_dn: 2.382422 loss: 15.938644 eta: 3 days, 5:57:33 batch_cost: 0.5538 data_cost: 0.0014 ips: 7.2232 images/s [04/07 21:17:18] ppdet.engine INFO: Epoch: [10] [4600/7329] learning_rate: 0.000100 loss_class: 0.671425 loss_bbox: 0.173861 loss_giou: 0.432055 loss_class_aux: 4.350071 loss_bbox_aux: 1.114764 loss_giou_aux: 2.752117 loss_class_dn: 0.363348 loss_bbox_dn: 0.203187 loss_giou_dn: 0.429915 loss_class_aux_dn: 1.945396 loss_bbox_aux_dn: 1.185360 loss_giou_aux_dn: 2.325106 loss: 16.195200 eta: 3 days, 5:56:31 batch_cost: 0.5080 data_cost: 0.0015 ips: 7.8740 images/s [04/07 21:18:13] ppdet.engine INFO: Epoch: [10] [4700/7329] learning_rate: 0.000100 loss_class: 0.609752 loss_bbox: 0.153437 loss_giou: 0.488185 loss_class_aux: 4.010589 loss_bbox_aux: 0.991881 loss_giou_aux: 3.078552 loss_class_dn: 0.367096 loss_bbox_dn: 0.185260 loss_giou_dn: 0.486920 loss_class_aux_dn: 1.959446 loss_bbox_aux_dn: 1.079365 loss_giou_aux_dn: 2.663392 loss: 16.335913 eta: 3 days, 5:55:17 batch_cost: 0.4901 data_cost: 0.0013 ips: 8.1618 images/s [04/07 21:19:16] ppdet.engine INFO: Epoch: [10] [4800/7329] learning_rate: 0.000100 loss_class: 0.649797 loss_bbox: 0.170898 loss_giou: 0.458869 loss_class_aux: 4.332596 loss_bbox_aux: 1.100316 loss_giou_aux: 2.859776 loss_class_dn: 0.377717 loss_bbox_dn: 0.194087 loss_giou_dn: 0.470366 loss_class_aux_dn: 2.023756 loss_bbox_aux_dn: 1.089940 loss_giou_aux_dn: 2.560898 loss: 16.984577 eta: 3 days, 5:54:51 batch_cost: 0.5604 data_cost: 0.0014 ips: 7.1379 images/s [04/07 21:20:14] ppdet.engine INFO: Epoch: [10] [4900/7329] learning_rate: 0.000100 loss_class: 0.608685 loss_bbox: 0.159728 loss_giou: 0.379642 loss_class_aux: 3.949160 loss_bbox_aux: 1.055025 loss_giou_aux: 2.431951 loss_class_dn: 0.311597 loss_bbox_dn: 0.206434 loss_giou_dn: 0.426023 loss_class_aux_dn: 1.685122 loss_bbox_aux_dn: 1.192745 loss_giou_aux_dn: 2.272352 loss: 14.984459 eta: 3 days, 5:53:55 batch_cost: 0.5166 data_cost: 0.0013 ips: 7.7430 images/s [04/07 21:21:09] ppdet.engine INFO: Epoch: [10] [5000/7329] learning_rate: 0.000100 loss_class: 0.574260 loss_bbox: 0.141927 loss_giou: 0.441430 loss_class_aux: 3.759047 loss_bbox_aux: 0.956089 loss_giou_aux: 2.944529 loss_class_dn: 0.345136 loss_bbox_dn: 0.171972 loss_giou_dn: 0.482613 loss_class_aux_dn: 1.865898 loss_bbox_aux_dn: 1.002782 loss_giou_aux_dn: 2.617402 loss: 15.828061 eta: 3 days, 5:52:42 batch_cost: 0.4914 data_cost: 0.0013 ips: 8.1401 images/s [04/07 21:22:05] ppdet.engine INFO: Epoch: [10] [5100/7329] learning_rate: 0.000100 loss_class: 0.576248 loss_bbox: 0.155056 loss_giou: 0.479196 loss_class_aux: 3.938153 loss_bbox_aux: 0.983685 loss_giou_aux: 2.930761 loss_class_dn: 0.345065 loss_bbox_dn: 0.198276 loss_giou_dn: 0.489979 loss_class_aux_dn: 1.854268 loss_bbox_aux_dn: 1.105246 loss_giou_aux_dn: 2.639522 loss: 16.393345 eta: 3 days, 5:51:42 batch_cost: 0.5100 data_cost: 0.0012 ips: 7.8436 images/s [04/07 21:23:00] ppdet.engine INFO: Epoch: [10] [5200/7329] learning_rate: 0.000100 loss_class: 0.698284 loss_bbox: 0.167344 loss_giou: 0.411432 loss_class_aux: 4.583075 loss_bbox_aux: 1.170361 loss_giou_aux: 2.674512 loss_class_dn: 0.375248 loss_bbox_dn: 0.226218 loss_giou_dn: 0.457063 loss_class_aux_dn: 1.977954 loss_bbox_aux_dn: 1.299996 loss_giou_aux_dn: 2.540633 loss: 16.718418 eta: 3 days, 5:50:28 batch_cost: 0.4891 data_cost: 0.0012 ips: 8.1788 images/s [04/07 21:23:56] ppdet.engine INFO: Epoch: [10] [5300/7329] learning_rate: 0.000100 loss_class: 0.701938 loss_bbox: 0.169395 loss_giou: 0.445866 loss_class_aux: 4.458535 loss_bbox_aux: 1.097664 loss_giou_aux: 2.892357 loss_class_dn: 0.364504 loss_bbox_dn: 0.208965 loss_giou_dn: 0.464654 loss_class_aux_dn: 1.977709 loss_bbox_aux_dn: 1.195080 loss_giou_aux_dn: 2.513014 loss: 16.875439 eta: 3 days, 5:49:21 batch_cost: 0.5005 data_cost: 0.0013 ips: 7.9918 images/s [04/07 21:24:55] ppdet.engine INFO: Epoch: [10] [5400/7329] learning_rate: 0.000100 loss_class: 0.658773 loss_bbox: 0.176683 loss_giou: 0.466666 loss_class_aux: 4.185608 loss_bbox_aux: 1.161499 loss_giou_aux: 2.975415 loss_class_dn: 0.386757 loss_bbox_dn: 0.212091 loss_giou_dn: 0.503738 loss_class_aux_dn: 2.051900 loss_bbox_aux_dn: 1.173031 loss_giou_aux_dn: 2.692531 loss: 17.217690 eta: 3 days, 5:48:29 batch_cost: 0.5216 data_cost: 0.0013 ips: 7.6690 images/s [04/07 21:25:56] ppdet.engine INFO: Epoch: [10] [5500/7329] learning_rate: 0.000100 loss_class: 0.654496 loss_bbox: 0.159676 loss_giou: 0.481612 loss_class_aux: 4.267288 loss_bbox_aux: 0.989247 loss_giou_aux: 2.995738 loss_class_dn: 0.362498 loss_bbox_dn: 0.197689 loss_giou_dn: 0.474687 loss_class_aux_dn: 1.969259 loss_bbox_aux_dn: 1.205625 loss_giou_aux_dn: 2.548810 loss: 15.717379 eta: 3 days, 5:47:51 batch_cost: 0.5429 data_cost: 0.0015 ips: 7.3675 images/s [04/07 21:26:54] ppdet.engine INFO: Epoch: [10] [5600/7329] learning_rate: 0.000100 loss_class: 0.606071 loss_bbox: 0.153628 loss_giou: 0.407287 loss_class_aux: 3.851064 loss_bbox_aux: 0.978858 loss_giou_aux: 2.588072 loss_class_dn: 0.341189 loss_bbox_dn: 0.176443 loss_giou_dn: 0.435703 loss_class_aux_dn: 1.762936 loss_bbox_aux_dn: 1.018458 loss_giou_aux_dn: 2.325083 loss: 15.307446 eta: 3 days, 5:46:57 batch_cost: 0.5190 data_cost: 0.0014 ips: 7.7067 images/s [04/07 21:27:54] ppdet.engine INFO: Epoch: [10] [5700/7329] learning_rate: 0.000100 loss_class: 0.648338 loss_bbox: 0.178926 loss_giou: 0.424816 loss_class_aux: 4.179742 loss_bbox_aux: 1.194592 loss_giou_aux: 2.735723 loss_class_dn: 0.384935 loss_bbox_dn: 0.196769 loss_giou_dn: 0.464310 loss_class_aux_dn: 2.067556 loss_bbox_aux_dn: 1.137747 loss_giou_aux_dn: 2.508192 loss: 17.053116 eta: 3 days, 5:46:14 batch_cost: 0.5345 data_cost: 0.0013 ips: 7.4832 images/s [04/07 21:28:55] ppdet.engine INFO: Epoch: [10] [5800/7329] learning_rate: 0.000100 loss_class: 0.652609 loss_bbox: 0.173059 loss_giou: 0.466823 loss_class_aux: 4.206532 loss_bbox_aux: 1.131930 loss_giou_aux: 2.917381 loss_class_dn: 0.357263 loss_bbox_dn: 0.207460 loss_giou_dn: 0.496575 loss_class_aux_dn: 1.898373 loss_bbox_aux_dn: 1.150865 loss_giou_aux_dn: 2.673156 loss: 16.208338 eta: 3 days, 5:45:40 batch_cost: 0.5486 data_cost: 0.0013 ips: 7.2912 images/s [04/07 21:29:59] ppdet.engine INFO: Epoch: [10] [5900/7329] learning_rate: 0.000100 loss_class: 0.585618 loss_bbox: 0.186522 loss_giou: 0.421029 loss_class_aux: 3.798750 loss_bbox_aux: 1.128840 loss_giou_aux: 2.585341 loss_class_dn: 0.339116 loss_bbox_dn: 0.210573 loss_giou_dn: 0.410567 loss_class_aux_dn: 1.846069 loss_bbox_aux_dn: 1.186536 loss_giou_aux_dn: 2.272573 loss: 15.798728 eta: 3 days, 5:45:32 batch_cost: 0.5868 data_cost: 0.0014 ips: 6.8167 images/s [04/07 21:30:57] ppdet.engine INFO: Epoch: [10] [6000/7329] learning_rate: 0.000100 loss_class: 0.615412 loss_bbox: 0.164063 loss_giou: 0.411902 loss_class_aux: 4.119390 loss_bbox_aux: 1.064697 loss_giou_aux: 2.552394 loss_class_dn: 0.363116 loss_bbox_dn: 0.200349 loss_giou_dn: 0.440733 loss_class_aux_dn: 1.932264 loss_bbox_aux_dn: 1.162992 loss_giou_aux_dn: 2.455992 loss: 16.144081 eta: 3 days, 5:44:35 batch_cost: 0.5153 data_cost: 0.0013 ips: 7.7621 images/s [04/07 21:31:54] ppdet.engine INFO: Epoch: [10] [6100/7329] learning_rate: 0.000100 loss_class: 0.643203 loss_bbox: 0.159983 loss_giou: 0.387355 loss_class_aux: 4.320727 loss_bbox_aux: 1.049017 loss_giou_aux: 2.401350 loss_class_dn: 0.349525 loss_bbox_dn: 0.228238 loss_giou_dn: 0.407291 loss_class_aux_dn: 1.862665 loss_bbox_aux_dn: 1.259210 loss_giou_aux_dn: 2.208918 loss: 15.587278 eta: 3 days, 5:43:33 batch_cost: 0.5070 data_cost: 0.0014 ips: 7.8896 images/s [04/07 21:32:56] ppdet.engine INFO: Epoch: [10] [6200/7329] learning_rate: 0.000100 loss_class: 0.648874 loss_bbox: 0.155263 loss_giou: 0.364900 loss_class_aux: 4.210265 loss_bbox_aux: 1.086970 loss_giou_aux: 2.291515 loss_class_dn: 0.345966 loss_bbox_dn: 0.207066 loss_giou_dn: 0.415610 loss_class_aux_dn: 1.848927 loss_bbox_aux_dn: 1.123643 loss_giou_aux_dn: 2.272938 loss: 16.253704 eta: 3 days, 5:43:02 batch_cost: 0.5532 data_cost: 0.0014 ips: 7.2309 images/s [04/07 21:33:54] ppdet.engine INFO: Epoch: [10] [6300/7329] learning_rate: 0.000100 loss_class: 0.667414 loss_bbox: 0.177806 loss_giou: 0.496236 loss_class_aux: 4.470450 loss_bbox_aux: 1.133194 loss_giou_aux: 3.122630 loss_class_dn: 0.374151 loss_bbox_dn: 0.218689 loss_giou_dn: 0.495561 loss_class_aux_dn: 2.003334 loss_bbox_aux_dn: 1.226706 loss_giou_aux_dn: 2.622811 loss: 16.734228 eta: 3 days, 5:42:08 batch_cost: 0.5191 data_cost: 0.0013 ips: 7.7062 images/s [04/07 21:34:52] ppdet.engine INFO: Epoch: [10] [6400/7329] learning_rate: 0.000100 loss_class: 0.678006 loss_bbox: 0.187217 loss_giou: 0.524470 loss_class_aux: 4.338315 loss_bbox_aux: 1.160468 loss_giou_aux: 3.191910 loss_class_dn: 0.392308 loss_bbox_dn: 0.222645 loss_giou_dn: 0.550222 loss_class_aux_dn: 2.066526 loss_bbox_aux_dn: 1.268887 loss_giou_aux_dn: 2.939503 loss: 17.902454 eta: 3 days, 5:41:08 batch_cost: 0.5106 data_cost: 0.0015 ips: 7.8346 images/s [04/07 21:35:53] ppdet.engine INFO: Epoch: [10] [6500/7329] learning_rate: 0.000100 loss_class: 0.633725 loss_bbox: 0.166495 loss_giou: 0.422489 loss_class_aux: 3.998062 loss_bbox_aux: 1.044521 loss_giou_aux: 2.688997 loss_class_dn: 0.352620 loss_bbox_dn: 0.218054 loss_giou_dn: 0.456631 loss_class_aux_dn: 1.883832 loss_bbox_aux_dn: 1.236091 loss_giou_aux_dn: 2.475334 loss: 15.922186 eta: 3 days, 5:40:26 batch_cost: 0.5368 data_cost: 0.0019 ips: 7.4515 images/s [04/07 21:36:49] ppdet.engine INFO: Epoch: [10] [6600/7329] learning_rate: 0.000100 loss_class: 0.595788 loss_bbox: 0.167914 loss_giou: 0.335834 loss_class_aux: 3.902459 loss_bbox_aux: 1.087321 loss_giou_aux: 2.168959 loss_class_dn: 0.320566 loss_bbox_dn: 0.239157 loss_giou_dn: 0.365998 loss_class_aux_dn: 1.688900 loss_bbox_aux_dn: 1.324349 loss_giou_aux_dn: 1.978411 loss: 15.176662 eta: 3 days, 5:39:19 batch_cost: 0.4996 data_cost: 0.0014 ips: 8.0063 images/s [04/07 21:37:52] ppdet.engine INFO: Epoch: [10] [6700/7329] learning_rate: 0.000100 loss_class: 0.644218 loss_bbox: 0.164026 loss_giou: 0.376555 loss_class_aux: 4.189878 loss_bbox_aux: 1.072929 loss_giou_aux: 2.490648 loss_class_dn: 0.345347 loss_bbox_dn: 0.196141 loss_giou_dn: 0.428891 loss_class_aux_dn: 1.876505 loss_bbox_aux_dn: 1.126764 loss_giou_aux_dn: 2.345253 loss: 15.867096 eta: 3 days, 5:38:51 batch_cost: 0.5576 data_cost: 0.0016 ips: 7.1739 images/s [04/07 21:38:54] ppdet.engine INFO: Epoch: [10] [6800/7329] learning_rate: 0.000100 loss_class: 0.680222 loss_bbox: 0.171527 loss_giou: 0.526422 loss_class_aux: 4.462697 loss_bbox_aux: 1.151001 loss_giou_aux: 3.450518 loss_class_dn: 0.374184 loss_bbox_dn: 0.221000 loss_giou_dn: 0.526412 loss_class_aux_dn: 1.941349 loss_bbox_aux_dn: 1.272213 loss_giou_aux_dn: 2.829777 loss: 16.760689 eta: 3 days, 5:38:19 batch_cost: 0.5529 data_cost: 0.0013 ips: 7.2351 images/s [04/07 21:39:51] ppdet.engine INFO: Epoch: [10] [6900/7329] learning_rate: 0.000100 loss_class: 0.660857 loss_bbox: 0.173160 loss_giou: 0.445365 loss_class_aux: 4.218641 loss_bbox_aux: 1.104218 loss_giou_aux: 2.794011 loss_class_dn: 0.371527 loss_bbox_dn: 0.207360 loss_giou_dn: 0.459399 loss_class_aux_dn: 1.969096 loss_bbox_aux_dn: 1.176193 loss_giou_aux_dn: 2.490558 loss: 17.630674 eta: 3 days, 5:37:19 batch_cost: 0.5101 data_cost: 0.0013 ips: 7.8423 images/s [04/07 21:40:46] ppdet.engine INFO: Epoch: [10] [7000/7329] learning_rate: 0.000100 loss_class: 0.661395 loss_bbox: 0.153512 loss_giou: 0.427592 loss_class_aux: 4.106194 loss_bbox_aux: 1.009902 loss_giou_aux: 2.756466 loss_class_dn: 0.373672 loss_bbox_dn: 0.191436 loss_giou_dn: 0.503391 loss_class_aux_dn: 1.968476 loss_bbox_aux_dn: 1.056894 loss_giou_aux_dn: 2.719878 loss: 17.189507 eta: 3 days, 5:36:05 batch_cost: 0.4894 data_cost: 0.0013 ips: 8.1726 images/s [04/07 21:41:46] ppdet.engine INFO: Epoch: [10] [7100/7329] learning_rate: 0.000100 loss_class: 0.677726 loss_bbox: 0.166605 loss_giou: 0.465472 loss_class_aux: 4.241334 loss_bbox_aux: 1.126017 loss_giou_aux: 2.832227 loss_class_dn: 0.380040 loss_bbox_dn: 0.225863 loss_giou_dn: 0.487585 loss_class_aux_dn: 1.993981 loss_bbox_aux_dn: 1.263846 loss_giou_aux_dn: 2.604429 loss: 16.991756 eta: 3 days, 5:35:22 batch_cost: 0.5361 data_cost: 0.0013 ips: 7.4618 images/s [04/07 21:42:45] ppdet.engine INFO: Epoch: [10] [7200/7329] learning_rate: 0.000100 loss_class: 0.666384 loss_bbox: 0.180037 loss_giou: 0.391578 loss_class_aux: 4.377208 loss_bbox_aux: 1.149073 loss_giou_aux: 2.519970 loss_class_dn: 0.373586 loss_bbox_dn: 0.243964 loss_giou_dn: 0.436652 loss_class_aux_dn: 1.974074 loss_bbox_aux_dn: 1.417262 loss_giou_aux_dn: 2.369545 loss: 16.343191 eta: 3 days, 5:34:37 batch_cost: 0.5315 data_cost: 0.0013 ips: 7.5252 images/s [04/07 21:43:41] ppdet.engine INFO: Epoch: [10] [7300/7329] learning_rate: 0.000100 loss_class: 0.664563 loss_bbox: 0.168862 loss_giou: 0.502423 loss_class_aux: 4.483556 loss_bbox_aux: 1.068866 loss_giou_aux: 3.320642 loss_class_dn: 0.394292 loss_bbox_dn: 0.203494 loss_giou_dn: 0.532571 loss_class_aux_dn: 2.130794 loss_bbox_aux_dn: 1.129429 loss_giou_aux_dn: 2.892201 loss: 18.796640 eta: 3 days, 5:33:31 batch_cost: 0.5015 data_cost: 0.0014 ips: 7.9761 images/s [04/07 21:44:03] ppdet.engine INFO: Eval iter: 0 [04/07 21:44:32] ppdet.engine INFO: Eval iter: 100 [04/07 21:44:58] ppdet.engine INFO: Eval iter: 200 [04/07 21:45:25] ppdet.engine INFO: Eval iter: 300 [04/07 21:45:51] ppdet.engine INFO: Eval iter: 400 [04/07 21:46:19] ppdet.engine INFO: Eval iter: 500 [04/07 21:46:46] ppdet.engine INFO: Eval iter: 600 [04/07 21:47:16] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [04/07 21:47:17] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.09s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=106.70s). Accumulating evaluation results... DONE (t=26.56s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.482 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.661 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.520 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.281 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.371 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.616 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.688 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.496 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.733 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.881 [04/07 21:49:54] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.36413794318621 [04/07 21:49:54] ppdet.engine INFO: Best test bbox ap is 0.482. [04/07 21:49:57] ppdet.engine INFO: Epoch: [11] [ 0/7329] learning_rate: 0.000100 loss_class: 0.653839 loss_bbox: 0.157825 loss_giou: 0.494603 loss_class_aux: 4.390403 loss_bbox_aux: 1.011967 loss_giou_aux: 3.309186 loss_class_dn: 0.388157 loss_bbox_dn: 0.183030 loss_giou_dn: 0.498670 loss_class_aux_dn: 2.080351 loss_bbox_aux_dn: 1.006326 loss_giou_aux_dn: 2.713606 loss: 17.435495 eta: 3 days, 5:33:18 batch_cost: 0.5050 data_cost: 0.0015 ips: 7.9214 images/s [04/07 21:50:54] ppdet.engine INFO: Epoch: [11] [ 100/7329] learning_rate: 0.000100 loss_class: 0.570622 loss_bbox: 0.165296 loss_giou: 0.436952 loss_class_aux: 3.665604 loss_bbox_aux: 1.066435 loss_giou_aux: 2.757207 loss_class_dn: 0.333659 loss_bbox_dn: 0.183413 loss_giou_dn: 0.461246 loss_class_aux_dn: 1.783491 loss_bbox_aux_dn: 1.047954 loss_giou_aux_dn: 2.530203 loss: 15.535221 eta: 3 days, 5:32:20 batch_cost: 0.5128 data_cost: 0.0014 ips: 7.8009 images/s [04/07 21:51:51] ppdet.engine INFO: Epoch: [11] [ 200/7329] learning_rate: 0.000100 loss_class: 0.647398 loss_bbox: 0.179199 loss_giou: 0.458062 loss_class_aux: 4.134348 loss_bbox_aux: 1.158296 loss_giou_aux: 2.925346 loss_class_dn: 0.372599 loss_bbox_dn: 0.219576 loss_giou_dn: 0.461690 loss_class_aux_dn: 1.969270 loss_bbox_aux_dn: 1.244580 loss_giou_aux_dn: 2.536420 loss: 17.319822 eta: 3 days, 5:31:19 batch_cost: 0.5089 data_cost: 0.0015 ips: 7.8594 images/s [04/07 21:52:49] ppdet.engine INFO: Epoch: [11] [ 300/7329] learning_rate: 0.000100 loss_class: 0.721894 loss_bbox: 0.187779 loss_giou: 0.510473 loss_class_aux: 4.715139 loss_bbox_aux: 1.270632 loss_giou_aux: 3.324153 loss_class_dn: 0.397851 loss_bbox_dn: 0.217916 loss_giou_dn: 0.534301 loss_class_aux_dn: 2.099936 loss_bbox_aux_dn: 1.296027 loss_giou_aux_dn: 2.856372 loss: 18.923157 eta: 3 days, 5:30:22 batch_cost: 0.5150 data_cost: 0.0014 ips: 7.7674 images/s [04/07 21:53:51] ppdet.engine INFO: Epoch: [11] [ 400/7329] learning_rate: 0.000100 loss_class: 0.645405 loss_bbox: 0.177272 loss_giou: 0.506114 loss_class_aux: 4.136983 loss_bbox_aux: 1.160736 loss_giou_aux: 3.257794 loss_class_dn: 0.358426 loss_bbox_dn: 0.216788 loss_giou_dn: 0.518593 loss_class_aux_dn: 1.950276 loss_bbox_aux_dn: 1.211424 loss_giou_aux_dn: 2.710929 loss: 16.531218 eta: 3 days, 5:29:48 batch_cost: 0.5489 data_cost: 0.0014 ips: 7.2873 images/s [04/07 21:54:54] ppdet.engine INFO: Epoch: [11] [ 500/7329] learning_rate: 0.000100 loss_class: 0.581401 loss_bbox: 0.168253 loss_giou: 0.412533 loss_class_aux: 3.959209 loss_bbox_aux: 1.120594 loss_giou_aux: 2.602661 loss_class_dn: 0.330631 loss_bbox_dn: 0.186277 loss_giou_dn: 0.439157 loss_class_aux_dn: 1.795582 loss_bbox_aux_dn: 1.074216 loss_giou_aux_dn: 2.328277 loss: 15.274562 eta: 3 days, 5:29:29 batch_cost: 0.5723 data_cost: 0.0014 ips: 6.9892 images/s [04/07 21:55:53] ppdet.engine INFO: Epoch: [11] [ 600/7329] learning_rate: 0.000100 loss_class: 0.575688 loss_bbox: 0.141486 loss_giou: 0.393690 loss_class_aux: 3.816113 loss_bbox_aux: 0.966457 loss_giou_aux: 2.485654 loss_class_dn: 0.332622 loss_bbox_dn: 0.190041 loss_giou_dn: 0.401856 loss_class_aux_dn: 1.809945 loss_bbox_aux_dn: 1.069027 loss_giou_aux_dn: 2.201342 loss: 15.196707 eta: 3 days, 5:28:41 batch_cost: 0.5289 data_cost: 0.0014 ips: 7.5623 images/s [04/07 21:56:51] ppdet.engine INFO: Epoch: [11] [ 700/7329] learning_rate: 0.000100 loss_class: 0.598616 loss_bbox: 0.178393 loss_giou: 0.459333 loss_class_aux: 3.880506 loss_bbox_aux: 1.122354 loss_giou_aux: 2.919656 loss_class_dn: 0.355578 loss_bbox_dn: 0.202346 loss_giou_dn: 0.481812 loss_class_aux_dn: 1.863363 loss_bbox_aux_dn: 1.139105 loss_giou_aux_dn: 2.593534 loss: 15.980683 eta: 3 days, 5:27:37 batch_cost: 0.5040 data_cost: 0.0023 ips: 7.9370 images/s [04/07 21:57:48] ppdet.engine INFO: Epoch: [11] [ 800/7329] learning_rate: 0.000100 loss_class: 0.660459 loss_bbox: 0.157009 loss_giou: 0.466577 loss_class_aux: 4.155576 loss_bbox_aux: 0.988784 loss_giou_aux: 2.976089 loss_class_dn: 0.375166 loss_bbox_dn: 0.198859 loss_giou_dn: 0.494741 loss_class_aux_dn: 2.013837 loss_bbox_aux_dn: 1.167855 loss_giou_aux_dn: 2.651510 loss: 16.866829 eta: 3 days, 5:26:41 batch_cost: 0.5161 data_cost: 0.0016 ips: 7.7503 images/s [04/07 21:58:46] ppdet.engine INFO: Epoch: [11] [ 900/7329] learning_rate: 0.000100 loss_class: 0.663607 loss_bbox: 0.173483 loss_giou: 0.470789 loss_class_aux: 4.442159 loss_bbox_aux: 1.188941 loss_giou_aux: 2.968219 loss_class_dn: 0.380842 loss_bbox_dn: 0.209051 loss_giou_dn: 0.459433 loss_class_aux_dn: 2.030782 loss_bbox_aux_dn: 1.219056 loss_giou_aux_dn: 2.537889 loss: 18.039207 eta: 3 days, 5:25:47 batch_cost: 0.5179 data_cost: 0.0013 ips: 7.7230 images/s [04/07 21:59:41] ppdet.engine INFO: Epoch: [11] [1000/7329] learning_rate: 0.000100 loss_class: 0.643188 loss_bbox: 0.167333 loss_giou: 0.456740 loss_class_aux: 4.051934 loss_bbox_aux: 1.023500 loss_giou_aux: 2.871837 loss_class_dn: 0.369631 loss_bbox_dn: 0.197419 loss_giou_dn: 0.485200 loss_class_aux_dn: 2.006880 loss_bbox_aux_dn: 1.085076 loss_giou_aux_dn: 2.632009 loss: 16.699553 eta: 3 days, 5:24:33 batch_cost: 0.4892 data_cost: 0.0013 ips: 8.1770 images/s [04/07 22:00:46] ppdet.engine INFO: Epoch: [11] [1100/7329] learning_rate: 0.000100 loss_class: 0.627881 loss_bbox: 0.163154 loss_giou: 0.413291 loss_class_aux: 4.120796 loss_bbox_aux: 1.082625 loss_giou_aux: 2.632511 loss_class_dn: 0.330182 loss_bbox_dn: 0.209600 loss_giou_dn: 0.427904 loss_class_aux_dn: 1.808066 loss_bbox_aux_dn: 1.206332 loss_giou_aux_dn: 2.311172 loss: 15.463663 eta: 3 days, 5:24:14 batch_cost: 0.5723 data_cost: 0.0016 ips: 6.9893 images/s [04/07 22:01:40] ppdet.engine INFO: Epoch: [11] [1200/7329] learning_rate: 0.000100 loss_class: 0.595764 loss_bbox: 0.141428 loss_giou: 0.462224 loss_class_aux: 3.795313 loss_bbox_aux: 0.943693 loss_giou_aux: 2.918284 loss_class_dn: 0.342930 loss_bbox_dn: 0.163394 loss_giou_dn: 0.486948 loss_class_aux_dn: 1.833561 loss_bbox_aux_dn: 0.898734 loss_giou_aux_dn: 2.646864 loss: 15.943924 eta: 3 days, 5:22:55 batch_cost: 0.4808 data_cost: 0.0014 ips: 8.3202 images/s [04/07 22:02:35] ppdet.engine INFO: Epoch: [11] [1300/7329] learning_rate: 0.000100 loss_class: 0.638565 loss_bbox: 0.163181 loss_giou: 0.441158 loss_class_aux: 4.272554 loss_bbox_aux: 1.073471 loss_giou_aux: 2.770587 loss_class_dn: 0.362067 loss_bbox_dn: 0.210566 loss_giou_dn: 0.464074 loss_class_aux_dn: 1.903257 loss_bbox_aux_dn: 1.186946 loss_giou_aux_dn: 2.576368 loss: 16.802439 eta: 3 days, 5:21:41 batch_cost: 0.4888 data_cost: 0.0014 ips: 8.1829 images/s [04/07 22:03:31] ppdet.engine INFO: Epoch: [11] [1400/7329] learning_rate: 0.000100 loss_class: 0.640314 loss_bbox: 0.160856 loss_giou: 0.541842 loss_class_aux: 4.161442 loss_bbox_aux: 1.054484 loss_giou_aux: 3.458324 loss_class_dn: 0.384752 loss_bbox_dn: 0.211820 loss_giou_dn: 0.568880 loss_class_aux_dn: 2.058211 loss_bbox_aux_dn: 1.221453 loss_giou_aux_dn: 3.054659 loss: 18.494499 eta: 3 days, 5:20:33 batch_cost: 0.4977 data_cost: 0.0014 ips: 8.0367 images/s [04/07 22:04:32] ppdet.engine INFO: Epoch: [11] [1500/7329] learning_rate: 0.000100 loss_class: 0.670355 loss_bbox: 0.154275 loss_giou: 0.455277 loss_class_aux: 4.195170 loss_bbox_aux: 1.051165 loss_giou_aux: 3.021810 loss_class_dn: 0.373946 loss_bbox_dn: 0.213125 loss_giou_dn: 0.469141 loss_class_aux_dn: 2.009916 loss_bbox_aux_dn: 1.207546 loss_giou_aux_dn: 2.562220 loss: 16.330818 eta: 3 days, 5:19:54 batch_cost: 0.5414 data_cost: 0.0016 ips: 7.3879 images/s [04/07 22:05:37] ppdet.engine INFO: Epoch: [11] [1600/7329] learning_rate: 0.000100 loss_class: 0.612018 loss_bbox: 0.160098 loss_giou: 0.469120 loss_class_aux: 4.082863 loss_bbox_aux: 1.039547 loss_giou_aux: 3.017472 loss_class_dn: 0.364649 loss_bbox_dn: 0.209228 loss_giou_dn: 0.484247 loss_class_aux_dn: 1.977696 loss_bbox_aux_dn: 1.186103 loss_giou_aux_dn: 2.627167 loss: 16.728195 eta: 3 days, 5:19:41 batch_cost: 0.5818 data_cost: 0.0016 ips: 6.8758 images/s [04/07 22:06:36] ppdet.engine INFO: Epoch: [11] [1700/7329] learning_rate: 0.000100 loss_class: 0.716564 loss_bbox: 0.179932 loss_giou: 0.505948 loss_class_aux: 4.564194 loss_bbox_aux: 1.163493 loss_giou_aux: 3.155804 loss_class_dn: 0.385654 loss_bbox_dn: 0.223962 loss_giou_dn: 0.512039 loss_class_aux_dn: 2.049539 loss_bbox_aux_dn: 1.289770 loss_giou_aux_dn: 2.857308 loss: 18.337063 eta: 3 days, 5:18:47 batch_cost: 0.5190 data_cost: 0.0017 ips: 7.7069 images/s [04/07 22:07:34] ppdet.engine INFO: Epoch: [11] [1800/7329] learning_rate: 0.000100 loss_class: 0.645866 loss_bbox: 0.168105 loss_giou: 0.458493 loss_class_aux: 4.176909 loss_bbox_aux: 1.096016 loss_giou_aux: 2.944327 loss_class_dn: 0.380015 loss_bbox_dn: 0.193036 loss_giou_dn: 0.486336 loss_class_aux_dn: 2.026159 loss_bbox_aux_dn: 1.141246 loss_giou_aux_dn: 2.757231 loss: 17.643450 eta: 3 days, 5:17:49 batch_cost: 0.5135 data_cost: 0.0015 ips: 7.7895 images/s [04/07 22:08:31] ppdet.engine INFO: Epoch: [11] [1900/7329] learning_rate: 0.000100 loss_class: 0.582542 loss_bbox: 0.156958 loss_giou: 0.430147 loss_class_aux: 3.837818 loss_bbox_aux: 1.023936 loss_giou_aux: 2.637663 loss_class_dn: 0.351284 loss_bbox_dn: 0.186056 loss_giou_dn: 0.441357 loss_class_aux_dn: 1.859669 loss_bbox_aux_dn: 1.024146 loss_giou_aux_dn: 2.341773 loss: 15.087296 eta: 3 days, 5:16:51 batch_cost: 0.5128 data_cost: 0.0013 ips: 7.8007 images/s [04/07 22:09:26] ppdet.engine INFO: Epoch: [11] [2000/7329] learning_rate: 0.000100 loss_class: 0.578707 loss_bbox: 0.152824 loss_giou: 0.371297 loss_class_aux: 3.671710 loss_bbox_aux: 0.994026 loss_giou_aux: 2.446739 loss_class_dn: 0.346042 loss_bbox_dn: 0.197339 loss_giou_dn: 0.429051 loss_class_aux_dn: 1.818249 loss_bbox_aux_dn: 1.116599 loss_giou_aux_dn: 2.318877 loss: 14.983065 eta: 3 days, 5:15:35 batch_cost: 0.4846 data_cost: 0.0013 ips: 8.2538 images/s [04/07 22:10:25] ppdet.engine INFO: Epoch: [11] [2100/7329] learning_rate: 0.000100 loss_class: 0.609992 loss_bbox: 0.170442 loss_giou: 0.400095 loss_class_aux: 4.111039 loss_bbox_aux: 1.093804 loss_giou_aux: 2.610201 loss_class_dn: 0.348780 loss_bbox_dn: 0.208970 loss_giou_dn: 0.440532 loss_class_aux_dn: 1.833010 loss_bbox_aux_dn: 1.236165 loss_giou_aux_dn: 2.394745 loss: 15.969284 eta: 3 days, 5:14:44 batch_cost: 0.5240 data_cost: 0.0013 ips: 7.6334 images/s [04/07 22:11:22] ppdet.engine INFO: Epoch: [11] [2200/7329] learning_rate: 0.000100 loss_class: 0.635164 loss_bbox: 0.160512 loss_giou: 0.448159 loss_class_aux: 4.049715 loss_bbox_aux: 0.983124 loss_giou_aux: 2.800735 loss_class_dn: 0.339881 loss_bbox_dn: 0.208008 loss_giou_dn: 0.460026 loss_class_aux_dn: 1.849594 loss_bbox_aux_dn: 1.140710 loss_giou_aux_dn: 2.512561 loss: 15.894306 eta: 3 days, 5:13:45 batch_cost: 0.5108 data_cost: 0.0013 ips: 7.8305 images/s [04/07 22:12:19] ppdet.engine INFO: Epoch: [11] [2300/7329] learning_rate: 0.000100 loss_class: 0.613497 loss_bbox: 0.171254 loss_giou: 0.402874 loss_class_aux: 3.779506 loss_bbox_aux: 1.074623 loss_giou_aux: 2.466115 loss_class_dn: 0.356176 loss_bbox_dn: 0.227501 loss_giou_dn: 0.449923 loss_class_aux_dn: 1.893510 loss_bbox_aux_dn: 1.318580 loss_giou_aux_dn: 2.415600 loss: 16.487900 eta: 3 days, 5:12:45 batch_cost: 0.5106 data_cost: 0.0016 ips: 7.8334 images/s [04/07 22:13:14] ppdet.engine INFO: Epoch: [11] [2400/7329] learning_rate: 0.000100 loss_class: 0.656060 loss_bbox: 0.177461 loss_giou: 0.467751 loss_class_aux: 4.313456 loss_bbox_aux: 1.221565 loss_giou_aux: 2.914798 loss_class_dn: 0.383593 loss_bbox_dn: 0.228347 loss_giou_dn: 0.487371 loss_class_aux_dn: 2.024537 loss_bbox_aux_dn: 1.265196 loss_giou_aux_dn: 2.665954 loss: 17.983967 eta: 3 days, 5:11:27 batch_cost: 0.4815 data_cost: 0.0013 ips: 8.3080 images/s [04/07 22:14:08] ppdet.engine INFO: Epoch: [11] [2500/7329] learning_rate: 0.000100 loss_class: 0.591673 loss_bbox: 0.151167 loss_giou: 0.425988 loss_class_aux: 3.739525 loss_bbox_aux: 0.999724 loss_giou_aux: 2.723644 loss_class_dn: 0.343887 loss_bbox_dn: 0.196424 loss_giou_dn: 0.447456 loss_class_aux_dn: 1.877288 loss_bbox_aux_dn: 1.093714 loss_giou_aux_dn: 2.410626 loss: 15.213509 eta: 3 days, 5:10:10 batch_cost: 0.4828 data_cost: 0.0014 ips: 8.2854 images/s [04/07 22:15:03] ppdet.engine INFO: Epoch: [11] [2600/7329] learning_rate: 0.000100 loss_class: 0.650410 loss_bbox: 0.170899 loss_giou: 0.495473 loss_class_aux: 4.155450 loss_bbox_aux: 1.103762 loss_giou_aux: 3.105956 loss_class_dn: 0.364762 loss_bbox_dn: 0.216436 loss_giou_dn: 0.496002 loss_class_aux_dn: 1.966676 loss_bbox_aux_dn: 1.202092 loss_giou_aux_dn: 2.592901 loss: 16.532990 eta: 3 days, 5:08:56 batch_cost: 0.4876 data_cost: 0.0014 ips: 8.2037 images/s [04/07 22:16:00] ppdet.engine INFO: Epoch: [11] [2700/7329] learning_rate: 0.000100 loss_class: 0.651251 loss_bbox: 0.167840 loss_giou: 0.429326 loss_class_aux: 4.220115 loss_bbox_aux: 1.155365 loss_giou_aux: 2.668653 loss_class_dn: 0.366735 loss_bbox_dn: 0.232245 loss_giou_dn: 0.425957 loss_class_aux_dn: 1.930943 loss_bbox_aux_dn: 1.320732 loss_giou_aux_dn: 2.370222 loss: 16.936718 eta: 3 days, 5:07:54 batch_cost: 0.5058 data_cost: 0.0015 ips: 7.9087 images/s [04/07 22:16:56] ppdet.engine INFO: Epoch: [11] [2800/7329] learning_rate: 0.000100 loss_class: 0.663925 loss_bbox: 0.182515 loss_giou: 0.583816 loss_class_aux: 4.213283 loss_bbox_aux: 1.167838 loss_giou_aux: 3.772598 loss_class_dn: 0.405437 loss_bbox_dn: 0.211898 loss_giou_dn: 0.601494 loss_class_aux_dn: 2.146087 loss_bbox_aux_dn: 1.198851 loss_giou_aux_dn: 3.199153 loss: 19.671387 eta: 3 days, 5:06:49 batch_cost: 0.5012 data_cost: 0.0013 ips: 7.9811 images/s [04/07 22:17:56] ppdet.engine INFO: Epoch: [11] [2900/7329] learning_rate: 0.000100 loss_class: 0.735059 loss_bbox: 0.172870 loss_giou: 0.475822 loss_class_aux: 4.546944 loss_bbox_aux: 1.125986 loss_giou_aux: 3.043954 loss_class_dn: 0.408401 loss_bbox_dn: 0.209920 loss_giou_dn: 0.520869 loss_class_aux_dn: 2.137938 loss_bbox_aux_dn: 1.199925 loss_giou_aux_dn: 2.758659 loss: 18.548250 eta: 3 days, 5:06:01 batch_cost: 0.5292 data_cost: 0.0014 ips: 7.5591 images/s [04/07 22:18:52] ppdet.engine INFO: Epoch: [11] [3000/7329] learning_rate: 0.000100 loss_class: 0.618156 loss_bbox: 0.178915 loss_giou: 0.417547 loss_class_aux: 4.076486 loss_bbox_aux: 1.127116 loss_giou_aux: 2.665084 loss_class_dn: 0.352097 loss_bbox_dn: 0.229297 loss_giou_dn: 0.479753 loss_class_aux_dn: 1.914705 loss_bbox_aux_dn: 1.279393 loss_giou_aux_dn: 2.571502 loss: 17.074196 eta: 3 days, 5:04:58 batch_cost: 0.5048 data_cost: 0.0013 ips: 7.9232 images/s [04/07 22:19:49] ppdet.engine INFO: Epoch: [11] [3100/7329] learning_rate: 0.000100 loss_class: 0.635326 loss_bbox: 0.182745 loss_giou: 0.449015 loss_class_aux: 4.182822 loss_bbox_aux: 1.132614 loss_giou_aux: 2.892112 loss_class_dn: 0.358530 loss_bbox_dn: 0.193433 loss_giou_dn: 0.444160 loss_class_aux_dn: 1.858486 loss_bbox_aux_dn: 1.076278 loss_giou_aux_dn: 2.409477 loss: 16.193417 eta: 3 days, 5:03:58 batch_cost: 0.5093 data_cost: 0.0014 ips: 7.8545 images/s [04/07 22:20:45] ppdet.engine INFO: Epoch: [11] [3200/7329] learning_rate: 0.000100 loss_class: 0.600747 loss_bbox: 0.149134 loss_giou: 0.333304 loss_class_aux: 3.989425 loss_bbox_aux: 1.001318 loss_giou_aux: 2.184123 loss_class_dn: 0.327367 loss_bbox_dn: 0.200337 loss_giou_dn: 0.387164 loss_class_aux_dn: 1.739027 loss_bbox_aux_dn: 1.182689 loss_giou_aux_dn: 2.093957 loss: 14.277481 eta: 3 days, 5:02:52 batch_cost: 0.4988 data_cost: 0.0013 ips: 8.0189 images/s [04/07 22:21:44] ppdet.engine INFO: Epoch: [11] [3300/7329] learning_rate: 0.000100 loss_class: 0.685684 loss_bbox: 0.158517 loss_giou: 0.428086 loss_class_aux: 4.572412 loss_bbox_aux: 1.044871 loss_giou_aux: 2.616967 loss_class_dn: 0.374058 loss_bbox_dn: 0.203792 loss_giou_dn: 0.437187 loss_class_aux_dn: 2.012888 loss_bbox_aux_dn: 1.133761 loss_giou_aux_dn: 2.419271 loss: 17.332645 eta: 3 days, 5:01:58 batch_cost: 0.5183 data_cost: 0.0016 ips: 7.7181 images/s [04/07 22:22:45] ppdet.engine INFO: Epoch: [11] [3400/7329] learning_rate: 0.000100 loss_class: 0.632340 loss_bbox: 0.168990 loss_giou: 0.421299 loss_class_aux: 4.104035 loss_bbox_aux: 1.155465 loss_giou_aux: 2.717201 loss_class_dn: 0.381419 loss_bbox_dn: 0.213913 loss_giou_dn: 0.457724 loss_class_aux_dn: 2.009918 loss_bbox_aux_dn: 1.203439 loss_giou_aux_dn: 2.526997 loss: 17.229750 eta: 3 days, 5:01:21 batch_cost: 0.5454 data_cost: 0.0017 ips: 7.3336 images/s [04/07 22:23:44] ppdet.engine INFO: Epoch: [11] [3500/7329] learning_rate: 0.000100 loss_class: 0.603787 loss_bbox: 0.167169 loss_giou: 0.432936 loss_class_aux: 3.987026 loss_bbox_aux: 1.052043 loss_giou_aux: 2.821824 loss_class_dn: 0.316578 loss_bbox_dn: 0.197913 loss_giou_dn: 0.439678 loss_class_aux_dn: 1.690318 loss_bbox_aux_dn: 1.137130 loss_giou_aux_dn: 2.390728 loss: 14.935044 eta: 3 days, 5:00:31 batch_cost: 0.5264 data_cost: 0.0013 ips: 7.5988 images/s [04/07 22:24:44] ppdet.engine INFO: Epoch: [11] [3600/7329] learning_rate: 0.000100 loss_class: 0.593439 loss_bbox: 0.147278 loss_giou: 0.408081 loss_class_aux: 3.877600 loss_bbox_aux: 1.002615 loss_giou_aux: 2.679531 loss_class_dn: 0.325414 loss_bbox_dn: 0.175514 loss_giou_dn: 0.399876 loss_class_aux_dn: 1.762608 loss_bbox_aux_dn: 1.026505 loss_giou_aux_dn: 2.146242 loss: 14.779911 eta: 3 days, 4:59:49 batch_cost: 0.5366 data_cost: 0.0013 ips: 7.4545 images/s [04/07 22:25:39] ppdet.engine INFO: Epoch: [11] [3700/7329] learning_rate: 0.000100 loss_class: 0.665030 loss_bbox: 0.169719 loss_giou: 0.451665 loss_class_aux: 4.234997 loss_bbox_aux: 1.122748 loss_giou_aux: 2.843677 loss_class_dn: 0.352035 loss_bbox_dn: 0.219214 loss_giou_dn: 0.455677 loss_class_aux_dn: 1.891888 loss_bbox_aux_dn: 1.274485 loss_giou_aux_dn: 2.446452 loss: 16.718044 eta: 3 days, 4:58:36 batch_cost: 0.4895 data_cost: 0.0013 ips: 8.1711 images/s [04/07 22:26:40] ppdet.engine INFO: Epoch: [11] [3800/7329] learning_rate: 0.000100 loss_class: 0.684755 loss_bbox: 0.158660 loss_giou: 0.506837 loss_class_aux: 4.389918 loss_bbox_aux: 1.049660 loss_giou_aux: 3.187459 loss_class_dn: 0.392212 loss_bbox_dn: 0.210161 loss_giou_dn: 0.512312 loss_class_aux_dn: 2.018422 loss_bbox_aux_dn: 1.195927 loss_giou_aux_dn: 2.760098 loss: 17.179790 eta: 3 days, 4:57:57 batch_cost: 0.5415 data_cost: 0.0017 ips: 7.3864 images/s [04/07 22:27:44] ppdet.engine INFO: Epoch: [11] [3900/7329] learning_rate: 0.000100 loss_class: 0.688432 loss_bbox: 0.172789 loss_giou: 0.477441 loss_class_aux: 4.421367 loss_bbox_aux: 1.065614 loss_giou_aux: 3.097872 loss_class_dn: 0.383050 loss_bbox_dn: 0.191817 loss_giou_dn: 0.517102 loss_class_aux_dn: 2.039412 loss_bbox_aux_dn: 1.105267 loss_giou_aux_dn: 2.767878 loss: 17.034649 eta: 3 days, 4:57:34 batch_cost: 0.5682 data_cost: 0.0016 ips: 7.0403 images/s [04/07 22:28:42] ppdet.engine INFO: Epoch: [11] [4000/7329] learning_rate: 0.000100 loss_class: 0.618011 loss_bbox: 0.165811 loss_giou: 0.453961 loss_class_aux: 3.984698 loss_bbox_aux: 1.030853 loss_giou_aux: 2.855034 loss_class_dn: 0.378870 loss_bbox_dn: 0.199995 loss_giou_dn: 0.473879 loss_class_aux_dn: 1.989597 loss_bbox_aux_dn: 1.150671 loss_giou_aux_dn: 2.548820 loss: 16.712135 eta: 3 days, 4:56:35 batch_cost: 0.5111 data_cost: 0.0014 ips: 7.8260 images/s [04/07 22:29:37] ppdet.engine INFO: Epoch: [11] [4100/7329] learning_rate: 0.000100 loss_class: 0.583992 loss_bbox: 0.165409 loss_giou: 0.450912 loss_class_aux: 3.795377 loss_bbox_aux: 1.103074 loss_giou_aux: 2.840415 loss_class_dn: 0.364935 loss_bbox_dn: 0.206289 loss_giou_dn: 0.490111 loss_class_aux_dn: 1.963826 loss_bbox_aux_dn: 1.181050 loss_giou_aux_dn: 2.630705 loss: 17.365017 eta: 3 days, 4:55:21 batch_cost: 0.4874 data_cost: 0.0014 ips: 8.2068 images/s [04/07 22:30:30] ppdet.engine INFO: Epoch: [11] [4200/7329] learning_rate: 0.000100 loss_class: 0.685045 loss_bbox: 0.169474 loss_giou: 0.448429 loss_class_aux: 4.424392 loss_bbox_aux: 1.094142 loss_giou_aux: 2.876198 loss_class_dn: 0.385662 loss_bbox_dn: 0.209649 loss_giou_dn: 0.496189 loss_class_aux_dn: 2.019087 loss_bbox_aux_dn: 1.209490 loss_giou_aux_dn: 2.695111 loss: 18.260555 eta: 3 days, 4:54:00 batch_cost: 0.4748 data_cost: 0.0014 ips: 8.4242 images/s [04/07 22:31:28] ppdet.engine INFO: Epoch: [11] [4300/7329] learning_rate: 0.000100 loss_class: 0.667542 loss_bbox: 0.155455 loss_giou: 0.390245 loss_class_aux: 4.099451 loss_bbox_aux: 1.083789 loss_giou_aux: 2.517266 loss_class_dn: 0.348061 loss_bbox_dn: 0.238418 loss_giou_dn: 0.431959 loss_class_aux_dn: 1.890833 loss_bbox_aux_dn: 1.348902 loss_giou_aux_dn: 2.345443 loss: 15.875923 eta: 3 days, 4:53:06 batch_cost: 0.5183 data_cost: 0.0013 ips: 7.7176 images/s [04/07 22:32:30] ppdet.engine INFO: Epoch: [11] [4400/7329] learning_rate: 0.000100 loss_class: 0.698029 loss_bbox: 0.172045 loss_giou: 0.496727 loss_class_aux: 4.376454 loss_bbox_aux: 1.162586 loss_giou_aux: 3.098953 loss_class_dn: 0.385175 loss_bbox_dn: 0.217938 loss_giou_dn: 0.526881 loss_class_aux_dn: 2.049814 loss_bbox_aux_dn: 1.260932 loss_giou_aux_dn: 2.857748 loss: 17.279034 eta: 3 days, 4:52:35 batch_cost: 0.5563 data_cost: 0.0013 ips: 7.1905 images/s [04/07 22:33:26] ppdet.engine INFO: Epoch: [11] [4500/7329] learning_rate: 0.000100 loss_class: 0.564761 loss_bbox: 0.149089 loss_giou: 0.410508 loss_class_aux: 3.679367 loss_bbox_aux: 1.010927 loss_giou_aux: 2.595422 loss_class_dn: 0.330759 loss_bbox_dn: 0.196710 loss_giou_dn: 0.401718 loss_class_aux_dn: 1.787451 loss_bbox_aux_dn: 1.172416 loss_giou_aux_dn: 2.215100 loss: 14.343633 eta: 3 days, 4:51:30 batch_cost: 0.4997 data_cost: 0.0014 ips: 8.0055 images/s [04/07 22:34:33] ppdet.engine INFO: Epoch: [11] [4600/7329] learning_rate: 0.000100 loss_class: 0.591886 loss_bbox: 0.150408 loss_giou: 0.376619 loss_class_aux: 3.824142 loss_bbox_aux: 1.031493 loss_giou_aux: 2.437592 loss_class_dn: 0.305446 loss_bbox_dn: 0.196515 loss_giou_dn: 0.376431 loss_class_aux_dn: 1.657148 loss_bbox_aux_dn: 1.114264 loss_giou_aux_dn: 2.028044 loss: 14.350948 eta: 3 days, 4:51:13 batch_cost: 0.5791 data_cost: 0.0015 ips: 6.9067 images/s [04/07 22:35:38] ppdet.engine INFO: Epoch: [11] [4700/7329] learning_rate: 0.000100 loss_class: 0.598890 loss_bbox: 0.161048 loss_giou: 0.462827 loss_class_aux: 4.007027 loss_bbox_aux: 1.094106 loss_giou_aux: 2.923289 loss_class_dn: 0.336037 loss_bbox_dn: 0.190283 loss_giou_dn: 0.479136 loss_class_aux_dn: 1.805062 loss_bbox_aux_dn: 1.079928 loss_giou_aux_dn: 2.613087 loss: 15.745164 eta: 3 days, 4:50:58 batch_cost: 0.5810 data_cost: 0.0016 ips: 6.8844 images/s [04/07 22:36:43] ppdet.engine INFO: Epoch: [11] [4800/7329] learning_rate: 0.000100 loss_class: 0.663065 loss_bbox: 0.170369 loss_giou: 0.458501 loss_class_aux: 4.324596 loss_bbox_aux: 1.129457 loss_giou_aux: 2.842746 loss_class_dn: 0.381135 loss_bbox_dn: 0.213993 loss_giou_dn: 0.501887 loss_class_aux_dn: 1.983322 loss_bbox_aux_dn: 1.201029 loss_giou_aux_dn: 2.693153 loss: 17.380482 eta: 3 days, 4:50:41 batch_cost: 0.5786 data_cost: 0.0014 ips: 6.9134 images/s [04/07 22:37:39] ppdet.engine INFO: Epoch: [11] [4900/7329] learning_rate: 0.000100 loss_class: 0.619449 loss_bbox: 0.128683 loss_giou: 0.367425 loss_class_aux: 3.979345 loss_bbox_aux: 0.860140 loss_giou_aux: 2.286280 loss_class_dn: 0.331113 loss_bbox_dn: 0.176697 loss_giou_dn: 0.390610 loss_class_aux_dn: 1.764425 loss_bbox_aux_dn: 1.010935 loss_giou_aux_dn: 2.187751 loss: 15.321554 eta: 3 days, 4:49:35 batch_cost: 0.4999 data_cost: 0.0014 ips: 8.0012 images/s [04/07 22:38:36] ppdet.engine INFO: Epoch: [11] [5000/7329] learning_rate: 0.000100 loss_class: 0.625133 loss_bbox: 0.157461 loss_giou: 0.464449 loss_class_aux: 3.904731 loss_bbox_aux: 0.997692 loss_giou_aux: 2.943730 loss_class_dn: 0.342817 loss_bbox_dn: 0.186523 loss_giou_dn: 0.465720 loss_class_aux_dn: 1.826976 loss_bbox_aux_dn: 1.076886 loss_giou_aux_dn: 2.512331 loss: 15.599142 eta: 3 days, 4:48:32 batch_cost: 0.5031 data_cost: 0.0014 ips: 7.9515 images/s [04/07 22:39:31] ppdet.engine INFO: Epoch: [11] [5100/7329] learning_rate: 0.000100 loss_class: 0.697435 loss_bbox: 0.163660 loss_giou: 0.473456 loss_class_aux: 4.515436 loss_bbox_aux: 1.045245 loss_giou_aux: 2.993519 loss_class_dn: 0.386522 loss_bbox_dn: 0.207808 loss_giou_dn: 0.516498 loss_class_aux_dn: 2.069381 loss_bbox_aux_dn: 1.199486 loss_giou_aux_dn: 2.787199 loss: 18.360107 eta: 3 days, 4:47:16 batch_cost: 0.4833 data_cost: 0.0013 ips: 8.2767 images/s [04/07 22:40:25] ppdet.engine INFO: Epoch: [11] [5200/7329] learning_rate: 0.000100 loss_class: 0.611257 loss_bbox: 0.161449 loss_giou: 0.459976 loss_class_aux: 4.069093 loss_bbox_aux: 1.038230 loss_giou_aux: 2.934930 loss_class_dn: 0.369138 loss_bbox_dn: 0.205362 loss_giou_dn: 0.518716 loss_class_aux_dn: 1.943730 loss_bbox_aux_dn: 1.162448 loss_giou_aux_dn: 2.805141 loss: 16.900719 eta: 3 days, 4:45:59 batch_cost: 0.4817 data_cost: 0.0013 ips: 8.3037 images/s [04/07 22:41:21] ppdet.engine INFO: Epoch: [11] [5300/7329] learning_rate: 0.000100 loss_class: 0.594724 loss_bbox: 0.160690 loss_giou: 0.381687 loss_class_aux: 3.846794 loss_bbox_aux: 1.086969 loss_giou_aux: 2.488694 loss_class_dn: 0.341343 loss_bbox_dn: 0.196956 loss_giou_dn: 0.427263 loss_class_aux_dn: 1.811639 loss_bbox_aux_dn: 1.073263 loss_giou_aux_dn: 2.330065 loss: 14.645608 eta: 3 days, 4:44:55 batch_cost: 0.5030 data_cost: 0.0013 ips: 7.9517 images/s [04/07 22:42:21] ppdet.engine INFO: Epoch: [11] [5400/7329] learning_rate: 0.000100 loss_class: 0.610222 loss_bbox: 0.153505 loss_giou: 0.404908 loss_class_aux: 3.956374 loss_bbox_aux: 1.024407 loss_giou_aux: 2.488638 loss_class_dn: 0.353725 loss_bbox_dn: 0.191227 loss_giou_dn: 0.410287 loss_class_aux_dn: 1.864750 loss_bbox_aux_dn: 1.141316 loss_giou_aux_dn: 2.240025 loss: 15.377099 eta: 3 days, 4:44:11 batch_cost: 0.5337 data_cost: 0.0014 ips: 7.4945 images/s [04/07 22:43:23] ppdet.engine INFO: Epoch: [11] [5500/7329] learning_rate: 0.000100 loss_class: 0.679746 loss_bbox: 0.157002 loss_giou: 0.367050 loss_class_aux: 4.336040 loss_bbox_aux: 1.102525 loss_giou_aux: 2.381504 loss_class_dn: 0.352844 loss_bbox_dn: 0.233868 loss_giou_dn: 0.422360 loss_class_aux_dn: 1.882609 loss_bbox_aux_dn: 1.313227 loss_giou_aux_dn: 2.331414 loss: 15.369496 eta: 3 days, 4:43:32 batch_cost: 0.5438 data_cost: 0.0018 ips: 7.3552 images/s [04/07 22:44:27] ppdet.engine INFO: Epoch: [11] [5600/7329] learning_rate: 0.000100 loss_class: 0.573083 loss_bbox: 0.157801 loss_giou: 0.371337 loss_class_aux: 3.792115 loss_bbox_aux: 1.056410 loss_giou_aux: 2.480700 loss_class_dn: 0.311122 loss_bbox_dn: 0.202571 loss_giou_dn: 0.392795 loss_class_aux_dn: 1.684969 loss_bbox_aux_dn: 1.164662 loss_giou_aux_dn: 2.245573 loss: 14.754757 eta: 3 days, 4:43:18 batch_cost: 0.5843 data_cost: 0.0014 ips: 6.8463 images/s [04/07 22:45:22] ppdet.engine INFO: Epoch: [11] [5700/7329] learning_rate: 0.000100 loss_class: 0.633923 loss_bbox: 0.162503 loss_giou: 0.453670 loss_class_aux: 3.944029 loss_bbox_aux: 1.045133 loss_giou_aux: 2.829857 loss_class_dn: 0.334961 loss_bbox_dn: 0.192421 loss_giou_dn: 0.497484 loss_class_aux_dn: 1.783595 loss_bbox_aux_dn: 1.068061 loss_giou_aux_dn: 2.603530 loss: 15.908791 eta: 3 days, 4:42:06 batch_cost: 0.4886 data_cost: 0.0013 ips: 8.1863 images/s [04/07 22:46:21] ppdet.engine INFO: Epoch: [11] [5800/7329] learning_rate: 0.000100 loss_class: 0.636410 loss_bbox: 0.176789 loss_giou: 0.453135 loss_class_aux: 4.191844 loss_bbox_aux: 1.132275 loss_giou_aux: 2.983839 loss_class_dn: 0.389089 loss_bbox_dn: 0.207427 loss_giou_dn: 0.498700 loss_class_aux_dn: 2.047765 loss_bbox_aux_dn: 1.167901 loss_giou_aux_dn: 2.656181 loss: 17.664989 eta: 3 days, 4:41:14 batch_cost: 0.5222 data_cost: 0.0014 ips: 7.6602 images/s [04/07 22:47:16] ppdet.engine INFO: Epoch: [11] [5900/7329] learning_rate: 0.000100 loss_class: 0.613899 loss_bbox: 0.159684 loss_giou: 0.401782 loss_class_aux: 4.012008 loss_bbox_aux: 0.908201 loss_giou_aux: 2.498349 loss_class_dn: 0.344439 loss_bbox_dn: 0.187741 loss_giou_dn: 0.438082 loss_class_aux_dn: 1.836547 loss_bbox_aux_dn: 1.063134 loss_giou_aux_dn: 2.370090 loss: 15.892876 eta: 3 days, 4:40:01 batch_cost: 0.4880 data_cost: 0.0014 ips: 8.1966 images/s [04/07 22:48:12] ppdet.engine INFO: Epoch: [11] [6000/7329] learning_rate: 0.000100 loss_class: 0.584193 loss_bbox: 0.173749 loss_giou: 0.362713 loss_class_aux: 3.935952 loss_bbox_aux: 1.115849 loss_giou_aux: 2.345985 loss_class_dn: 0.356993 loss_bbox_dn: 0.208498 loss_giou_dn: 0.427341 loss_class_aux_dn: 1.904986 loss_bbox_aux_dn: 1.173321 loss_giou_aux_dn: 2.308264 loss: 16.062931 eta: 3 days, 4:38:56 batch_cost: 0.5005 data_cost: 0.0013 ips: 7.9922 images/s [04/07 22:49:08] ppdet.engine INFO: Epoch: [11] [6100/7329] learning_rate: 0.000100 loss_class: 0.633515 loss_bbox: 0.171928 loss_giou: 0.435825 loss_class_aux: 4.090912 loss_bbox_aux: 1.116727 loss_giou_aux: 2.870486 loss_class_dn: 0.376612 loss_bbox_dn: 0.193887 loss_giou_dn: 0.480690 loss_class_aux_dn: 2.001400 loss_bbox_aux_dn: 1.106396 loss_giou_aux_dn: 2.574609 loss: 16.614079 eta: 3 days, 4:37:47 batch_cost: 0.4935 data_cost: 0.0013 ips: 8.1060 images/s [04/07 22:50:09] ppdet.engine INFO: Epoch: [11] [6200/7329] learning_rate: 0.000100 loss_class: 0.653914 loss_bbox: 0.191377 loss_giou: 0.475854 loss_class_aux: 4.281919 loss_bbox_aux: 1.208111 loss_giou_aux: 2.965126 loss_class_dn: 0.372735 loss_bbox_dn: 0.223203 loss_giou_dn: 0.487286 loss_class_aux_dn: 2.010226 loss_bbox_aux_dn: 1.279058 loss_giou_aux_dn: 2.653192 loss: 17.694384 eta: 3 days, 4:37:12 batch_cost: 0.5500 data_cost: 0.0013 ips: 7.2725 images/s [04/07 22:51:06] ppdet.engine INFO: Epoch: [11] [6300/7329] learning_rate: 0.000100 loss_class: 0.681712 loss_bbox: 0.162427 loss_giou: 0.487260 loss_class_aux: 4.517850 loss_bbox_aux: 0.989964 loss_giou_aux: 3.102080 loss_class_dn: 0.360631 loss_bbox_dn: 0.197914 loss_giou_dn: 0.480279 loss_class_aux_dn: 1.965124 loss_bbox_aux_dn: 1.158297 loss_giou_aux_dn: 2.552564 loss: 17.515381 eta: 3 days, 4:36:15 batch_cost: 0.5125 data_cost: 0.0013 ips: 7.8049 images/s [04/07 22:52:05] ppdet.engine INFO: Epoch: [11] [6400/7329] learning_rate: 0.000100 loss_class: 0.697710 loss_bbox: 0.162378 loss_giou: 0.477603 loss_class_aux: 4.350222 loss_bbox_aux: 1.086062 loss_giou_aux: 2.965120 loss_class_dn: 0.390393 loss_bbox_dn: 0.198497 loss_giou_dn: 0.516904 loss_class_aux_dn: 2.056333 loss_bbox_aux_dn: 1.167483 loss_giou_aux_dn: 2.741734 loss: 17.021469 eta: 3 days, 4:35:24 batch_cost: 0.5242 data_cost: 0.0013 ips: 7.6304 images/s [04/07 22:52:59] ppdet.engine INFO: Epoch: [11] [6500/7329] learning_rate: 0.000100 loss_class: 0.705873 loss_bbox: 0.184329 loss_giou: 0.455415 loss_class_aux: 4.469813 loss_bbox_aux: 1.216211 loss_giou_aux: 2.850447 loss_class_dn: 0.367731 loss_bbox_dn: 0.217260 loss_giou_dn: 0.477027 loss_class_aux_dn: 2.013936 loss_bbox_aux_dn: 1.264326 loss_giou_aux_dn: 2.575752 loss: 17.329830 eta: 3 days, 4:34:06 batch_cost: 0.4797 data_cost: 0.0014 ips: 8.3381 images/s [04/07 22:53:54] ppdet.engine INFO: Epoch: [11] [6600/7329] learning_rate: 0.000100 loss_class: 0.686952 loss_bbox: 0.178064 loss_giou: 0.394564 loss_class_aux: 4.375835 loss_bbox_aux: 1.150069 loss_giou_aux: 2.396050 loss_class_dn: 0.336618 loss_bbox_dn: 0.237017 loss_giou_dn: 0.410532 loss_class_aux_dn: 1.823098 loss_bbox_aux_dn: 1.367798 loss_giou_aux_dn: 2.246294 loss: 15.465790 eta: 3 days, 4:32:54 batch_cost: 0.4881 data_cost: 0.0013 ips: 8.1950 images/s [04/07 22:54:54] ppdet.engine INFO: Epoch: [11] [6700/7329] learning_rate: 0.000100 loss_class: 0.613216 loss_bbox: 0.165323 loss_giou: 0.424250 loss_class_aux: 4.029318 loss_bbox_aux: 1.055816 loss_giou_aux: 2.714454 loss_class_dn: 0.354675 loss_bbox_dn: 0.204238 loss_giou_dn: 0.439356 loss_class_aux_dn: 1.898178 loss_bbox_aux_dn: 1.192730 loss_giou_aux_dn: 2.392450 loss: 16.210621 eta: 3 days, 4:32:10 batch_cost: 0.5354 data_cost: 0.0014 ips: 7.4716 images/s [04/07 22:55:59] ppdet.engine INFO: Epoch: [11] [6800/7329] learning_rate: 0.000100 loss_class: 0.690092 loss_bbox: 0.178122 loss_giou: 0.540310 loss_class_aux: 4.326425 loss_bbox_aux: 1.179644 loss_giou_aux: 3.365402 loss_class_dn: 0.377719 loss_bbox_dn: 0.223371 loss_giou_dn: 0.492396 loss_class_aux_dn: 2.005193 loss_bbox_aux_dn: 1.278115 loss_giou_aux_dn: 2.681564 loss: 19.000700 eta: 3 days, 4:31:43 batch_cost: 0.5627 data_cost: 0.0019 ips: 7.1088 images/s [04/07 22:57:04] ppdet.engine INFO: Epoch: [11] [6900/7329] learning_rate: 0.000100 loss_class: 0.642437 loss_bbox: 0.171553 loss_giou: 0.449934 loss_class_aux: 4.255481 loss_bbox_aux: 1.169157 loss_giou_aux: 2.845087 loss_class_dn: 0.377703 loss_bbox_dn: 0.236480 loss_giou_dn: 0.479013 loss_class_aux_dn: 2.015131 loss_bbox_aux_dn: 1.344260 loss_giou_aux_dn: 2.619586 loss: 17.725246 eta: 3 days, 4:31:22 batch_cost: 0.5731 data_cost: 0.0017 ips: 6.9793 images/s [04/07 22:58:05] ppdet.engine INFO: Epoch: [11] [7000/7329] learning_rate: 0.000100 loss_class: 0.641802 loss_bbox: 0.175714 loss_giou: 0.473112 loss_class_aux: 4.167136 loss_bbox_aux: 1.121353 loss_giou_aux: 3.014317 loss_class_dn: 0.383440 loss_bbox_dn: 0.205980 loss_giou_dn: 0.469268 loss_class_aux_dn: 2.046608 loss_bbox_aux_dn: 1.203061 loss_giou_aux_dn: 2.553158 loss: 17.311987 eta: 3 days, 4:30:50 batch_cost: 0.5547 data_cost: 0.0014 ips: 7.2116 images/s [04/07 22:59:06] ppdet.engine INFO: Epoch: [11] [7100/7329] learning_rate: 0.000100 loss_class: 0.706907 loss_bbox: 0.162349 loss_giou: 0.502347 loss_class_aux: 4.524787 loss_bbox_aux: 1.084883 loss_giou_aux: 3.185276 loss_class_dn: 0.399741 loss_bbox_dn: 0.213630 loss_giou_dn: 0.506098 loss_class_aux_dn: 2.170518 loss_bbox_aux_dn: 1.187407 loss_giou_aux_dn: 2.759710 loss: 18.404861 eta: 3 days, 4:30:09 batch_cost: 0.5416 data_cost: 0.0014 ips: 7.3854 images/s [04/07 23:00:06] ppdet.engine INFO: Epoch: [11] [7200/7329] learning_rate: 0.000100 loss_class: 0.581624 loss_bbox: 0.159764 loss_giou: 0.413876 loss_class_aux: 3.751063 loss_bbox_aux: 1.107007 loss_giou_aux: 2.599361 loss_class_dn: 0.326661 loss_bbox_dn: 0.183419 loss_giou_dn: 0.448994 loss_class_aux_dn: 1.762662 loss_bbox_aux_dn: 1.080846 loss_giou_aux_dn: 2.400198 loss: 14.758020 eta: 3 days, 4:29:23 batch_cost: 0.5316 data_cost: 0.0013 ips: 7.5244 images/s [04/07 23:01:05] ppdet.engine INFO: Epoch: [11] [7300/7329] learning_rate: 0.000100 loss_class: 0.700112 loss_bbox: 0.173313 loss_giou: 0.478725 loss_class_aux: 4.528887 loss_bbox_aux: 1.192556 loss_giou_aux: 3.020861 loss_class_dn: 0.377377 loss_bbox_dn: 0.237585 loss_giou_dn: 0.492221 loss_class_aux_dn: 2.031610 loss_bbox_aux_dn: 1.388353 loss_giou_aux_dn: 2.669261 loss: 17.564735 eta: 3 days, 4:28:34 batch_cost: 0.5269 data_cost: 0.0016 ips: 7.5920 images/s [04/07 23:01:29] ppdet.engine INFO: Eval iter: 0 [04/07 23:01:58] ppdet.engine INFO: Eval iter: 100 [04/07 23:02:26] ppdet.engine INFO: Eval iter: 200 [04/07 23:02:54] ppdet.engine INFO: Eval iter: 300 [04/07 23:03:21] ppdet.engine INFO: Eval iter: 400 [04/07 23:03:48] ppdet.engine INFO: Eval iter: 500 [04/07 23:04:14] ppdet.engine INFO: Eval iter: 600 [04/07 23:04:45] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/07 23:04:45] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.87s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=112.51s). Accumulating evaluation results... DONE (t=28.29s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.485 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.666 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.287 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.666 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.371 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.619 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.689 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.497 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.733 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 [04/07 23:07:28] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.853259932071225 [04/07 23:07:28] ppdet.engine INFO: Best test bbox ap is 0.485. [04/07 23:07:31] ppdet.engine INFO: Epoch: [12] [ 0/7329] learning_rate: 0.000100 loss_class: 0.708205 loss_bbox: 0.173069 loss_giou: 0.474463 loss_class_aux: 4.470717 loss_bbox_aux: 1.181996 loss_giou_aux: 2.981078 loss_class_dn: 0.387044 loss_bbox_dn: 0.254640 loss_giou_dn: 0.500829 loss_class_aux_dn: 2.082161 loss_bbox_aux_dn: 1.439400 loss_giou_aux_dn: 2.692557 loss: 17.853550 eta: 3 days, 4:28:32 batch_cost: 0.5552 data_cost: 0.0018 ips: 7.2041 images/s [04/07 23:08:27] ppdet.engine INFO: Epoch: [12] [ 100/7329] learning_rate: 0.000100 loss_class: 0.662848 loss_bbox: 0.164653 loss_giou: 0.416355 loss_class_aux: 4.420341 loss_bbox_aux: 1.077451 loss_giou_aux: 2.653345 loss_class_dn: 0.367838 loss_bbox_dn: 0.205158 loss_giou_dn: 0.449935 loss_class_aux_dn: 1.929306 loss_bbox_aux_dn: 1.240936 loss_giou_aux_dn: 2.512701 loss: 16.639580 eta: 3 days, 4:27:29 batch_cost: 0.5045 data_cost: 0.0015 ips: 7.9292 images/s [04/07 23:09:25] ppdet.engine INFO: Epoch: [12] [ 200/7329] learning_rate: 0.000100 loss_class: 0.637183 loss_bbox: 0.156812 loss_giou: 0.445073 loss_class_aux: 4.100205 loss_bbox_aux: 1.042712 loss_giou_aux: 2.933285 loss_class_dn: 0.334808 loss_bbox_dn: 0.188474 loss_giou_dn: 0.458758 loss_class_aux_dn: 1.798415 loss_bbox_aux_dn: 1.069536 loss_giou_aux_dn: 2.518342 loss: 15.664904 eta: 3 days, 4:26:30 batch_cost: 0.5098 data_cost: 0.0015 ips: 7.8470 images/s [04/07 23:10:27] ppdet.engine INFO: Epoch: [12] [ 300/7329] learning_rate: 0.000100 loss_class: 0.722318 loss_bbox: 0.171594 loss_giou: 0.480084 loss_class_aux: 4.530366 loss_bbox_aux: 1.163049 loss_giou_aux: 3.026636 loss_class_dn: 0.385678 loss_bbox_dn: 0.211981 loss_giou_dn: 0.528894 loss_class_aux_dn: 2.087315 loss_bbox_aux_dn: 1.209848 loss_giou_aux_dn: 2.874386 loss: 18.917751 eta: 3 days, 4:25:51 batch_cost: 0.5435 data_cost: 0.0014 ips: 7.3596 images/s [04/07 23:11:28] ppdet.engine INFO: Epoch: [12] [ 400/7329] learning_rate: 0.000100 loss_class: 0.589210 loss_bbox: 0.175615 loss_giou: 0.410090 loss_class_aux: 3.967727 loss_bbox_aux: 1.076523 loss_giou_aux: 2.638424 loss_class_dn: 0.342780 loss_bbox_dn: 0.202925 loss_giou_dn: 0.429546 loss_class_aux_dn: 1.823251 loss_bbox_aux_dn: 1.099458 loss_giou_aux_dn: 2.325259 loss: 15.448581 eta: 3 days, 4:25:08 batch_cost: 0.5382 data_cost: 0.0015 ips: 7.4324 images/s [04/07 23:12:26] ppdet.engine INFO: Epoch: [12] [ 500/7329] learning_rate: 0.000100 loss_class: 0.653940 loss_bbox: 0.170069 loss_giou: 0.493803 loss_class_aux: 4.244966 loss_bbox_aux: 1.122385 loss_giou_aux: 3.130411 loss_class_dn: 0.386794 loss_bbox_dn: 0.203884 loss_giou_dn: 0.520955 loss_class_aux_dn: 2.092869 loss_bbox_aux_dn: 1.114264 loss_giou_aux_dn: 2.829192 loss: 18.591913 eta: 3 days, 4:24:17 batch_cost: 0.5230 data_cost: 0.0013 ips: 7.6475 images/s [04/07 23:13:31] ppdet.engine INFO: Epoch: [12] [ 600/7329] learning_rate: 0.000100 loss_class: 0.673361 loss_bbox: 0.159884 loss_giou: 0.484342 loss_class_aux: 4.256548 loss_bbox_aux: 1.063530 loss_giou_aux: 3.107721 loss_class_dn: 0.374129 loss_bbox_dn: 0.192353 loss_giou_dn: 0.496439 loss_class_aux_dn: 1.976556 loss_bbox_aux_dn: 1.090677 loss_giou_aux_dn: 2.678631 loss: 16.664116 eta: 3 days, 4:24:00 batch_cost: 0.5814 data_cost: 0.0014 ips: 6.8804 images/s [04/07 23:14:27] ppdet.engine INFO: Epoch: [12] [ 700/7329] learning_rate: 0.000100 loss_class: 0.656986 loss_bbox: 0.154502 loss_giou: 0.470544 loss_class_aux: 4.021554 loss_bbox_aux: 1.053630 loss_giou_aux: 2.959967 loss_class_dn: 0.371994 loss_bbox_dn: 0.181747 loss_giou_dn: 0.473184 loss_class_aux_dn: 1.965257 loss_bbox_aux_dn: 1.032280 loss_giou_aux_dn: 2.576780 loss: 16.721642 eta: 3 days, 4:22:56 batch_cost: 0.5024 data_cost: 0.0014 ips: 7.9612 images/s [04/07 23:15:23] ppdet.engine INFO: Epoch: [12] [ 800/7329] learning_rate: 0.000100 loss_class: 0.631879 loss_bbox: 0.155711 loss_giou: 0.368941 loss_class_aux: 4.098460 loss_bbox_aux: 1.031052 loss_giou_aux: 2.433289 loss_class_dn: 0.337338 loss_bbox_dn: 0.196692 loss_giou_dn: 0.421042 loss_class_aux_dn: 1.806561 loss_bbox_aux_dn: 1.104133 loss_giou_aux_dn: 2.290989 loss: 16.240398 eta: 3 days, 4:21:49 batch_cost: 0.4968 data_cost: 0.0014 ips: 8.0521 images/s [04/07 23:16:18] ppdet.engine INFO: Epoch: [12] [ 900/7329] learning_rate: 0.000100 loss_class: 0.628533 loss_bbox: 0.168680 loss_giou: 0.455317 loss_class_aux: 4.367769 loss_bbox_aux: 1.105450 loss_giou_aux: 2.807227 loss_class_dn: 0.360830 loss_bbox_dn: 0.204046 loss_giou_dn: 0.460330 loss_class_aux_dn: 1.958323 loss_bbox_aux_dn: 1.131929 loss_giou_aux_dn: 2.481666 loss: 15.816530 eta: 3 days, 4:20:39 batch_cost: 0.4905 data_cost: 0.0014 ips: 8.1556 images/s [04/07 23:17:16] ppdet.engine INFO: Epoch: [12] [1000/7329] learning_rate: 0.000100 loss_class: 0.617149 loss_bbox: 0.158332 loss_giou: 0.397408 loss_class_aux: 4.133427 loss_bbox_aux: 1.020674 loss_giou_aux: 2.522887 loss_class_dn: 0.351891 loss_bbox_dn: 0.197273 loss_giou_dn: 0.483469 loss_class_aux_dn: 1.902543 loss_bbox_aux_dn: 1.116240 loss_giou_aux_dn: 2.570610 loss: 16.404179 eta: 3 days, 4:19:42 batch_cost: 0.5137 data_cost: 0.0015 ips: 7.7862 images/s [04/07 23:18:18] ppdet.engine INFO: Epoch: [12] [1100/7329] learning_rate: 0.000100 loss_class: 0.615173 loss_bbox: 0.148398 loss_giou: 0.396400 loss_class_aux: 3.849618 loss_bbox_aux: 0.935020 loss_giou_aux: 2.612900 loss_class_dn: 0.316720 loss_bbox_dn: 0.186063 loss_giou_dn: 0.433409 loss_class_aux_dn: 1.739604 loss_bbox_aux_dn: 1.060854 loss_giou_aux_dn: 2.313199 loss: 15.183880 eta: 3 days, 4:18:59 batch_cost: 0.5371 data_cost: 0.0016 ips: 7.4475 images/s [04/07 23:19:20] ppdet.engine INFO: Epoch: [12] [1200/7329] learning_rate: 0.000100 loss_class: 0.598071 loss_bbox: 0.164230 loss_giou: 0.442013 loss_class_aux: 3.885162 loss_bbox_aux: 1.008936 loss_giou_aux: 2.802205 loss_class_dn: 0.333212 loss_bbox_dn: 0.192037 loss_giou_dn: 0.448228 loss_class_aux_dn: 1.815173 loss_bbox_aux_dn: 1.076338 loss_giou_aux_dn: 2.442098 loss: 14.960418 eta: 3 days, 4:18:28 batch_cost: 0.5576 data_cost: 0.0013 ips: 7.1732 images/s [04/07 23:20:18] ppdet.engine INFO: Epoch: [12] [1300/7329] learning_rate: 0.000100 loss_class: 0.600099 loss_bbox: 0.166461 loss_giou: 0.466200 loss_class_aux: 3.955050 loss_bbox_aux: 1.037175 loss_giou_aux: 2.938178 loss_class_dn: 0.359453 loss_bbox_dn: 0.200121 loss_giou_dn: 0.470484 loss_class_aux_dn: 1.915175 loss_bbox_aux_dn: 1.137410 loss_giou_aux_dn: 2.513559 loss: 16.727661 eta: 3 days, 4:17:28 batch_cost: 0.5096 data_cost: 0.0015 ips: 7.8499 images/s [04/07 23:21:16] ppdet.engine INFO: Epoch: [12] [1400/7329] learning_rate: 0.000100 loss_class: 0.596042 loss_bbox: 0.150836 loss_giou: 0.393861 loss_class_aux: 3.966476 loss_bbox_aux: 0.946454 loss_giou_aux: 2.485553 loss_class_dn: 0.316267 loss_bbox_dn: 0.182206 loss_giou_dn: 0.413816 loss_class_aux_dn: 1.699266 loss_bbox_aux_dn: 1.035866 loss_giou_aux_dn: 2.226473 loss: 14.923707 eta: 3 days, 4:16:31 batch_cost: 0.5136 data_cost: 0.0022 ips: 7.7879 images/s [04/07 23:22:15] ppdet.engine INFO: Epoch: [12] [1500/7329] learning_rate: 0.000100 loss_class: 0.631212 loss_bbox: 0.164513 loss_giou: 0.435962 loss_class_aux: 4.138111 loss_bbox_aux: 1.071923 loss_giou_aux: 2.659766 loss_class_dn: 0.360505 loss_bbox_dn: 0.234466 loss_giou_dn: 0.444436 loss_class_aux_dn: 1.919175 loss_bbox_aux_dn: 1.282495 loss_giou_aux_dn: 2.430879 loss: 16.166409 eta: 3 days, 4:15:39 batch_cost: 0.5221 data_cost: 0.0014 ips: 7.6618 images/s [04/07 23:23:15] ppdet.engine INFO: Epoch: [12] [1600/7329] learning_rate: 0.000100 loss_class: 0.671973 loss_bbox: 0.166240 loss_giou: 0.489907 loss_class_aux: 4.391079 loss_bbox_aux: 1.100539 loss_giou_aux: 3.156541 loss_class_dn: 0.400333 loss_bbox_dn: 0.199424 loss_giou_dn: 0.510041 loss_class_aux_dn: 2.137774 loss_bbox_aux_dn: 1.133573 loss_giou_aux_dn: 2.775037 loss: 18.538609 eta: 3 days, 4:14:54 batch_cost: 0.5326 data_cost: 0.0019 ips: 7.5100 images/s [04/07 23:24:15] ppdet.engine INFO: Epoch: [12] [1700/7329] learning_rate: 0.000100 loss_class: 0.662215 loss_bbox: 0.175909 loss_giou: 0.439292 loss_class_aux: 4.203588 loss_bbox_aux: 1.163908 loss_giou_aux: 2.919495 loss_class_dn: 0.362083 loss_bbox_dn: 0.198674 loss_giou_dn: 0.446512 loss_class_aux_dn: 1.900186 loss_bbox_aux_dn: 1.148442 loss_giou_aux_dn: 2.504830 loss: 16.356922 eta: 3 days, 4:14:13 batch_cost: 0.5416 data_cost: 0.0015 ips: 7.3860 images/s [04/07 23:25:12] ppdet.engine INFO: Epoch: [12] [1800/7329] learning_rate: 0.000100 loss_class: 0.592089 loss_bbox: 0.136127 loss_giou: 0.353313 loss_class_aux: 3.906654 loss_bbox_aux: 0.957874 loss_giou_aux: 2.259806 loss_class_dn: 0.332191 loss_bbox_dn: 0.175719 loss_giou_dn: 0.391065 loss_class_aux_dn: 1.786515 loss_bbox_aux_dn: 1.034411 loss_giou_aux_dn: 2.159195 loss: 14.534480 eta: 3 days, 4:13:13 batch_cost: 0.5092 data_cost: 0.0013 ips: 7.8552 images/s [04/07 23:26:12] ppdet.engine INFO: Epoch: [12] [1900/7329] learning_rate: 0.000100 loss_class: 0.603385 loss_bbox: 0.165549 loss_giou: 0.391258 loss_class_aux: 3.976706 loss_bbox_aux: 1.071782 loss_giou_aux: 2.483151 loss_class_dn: 0.370599 loss_bbox_dn: 0.182431 loss_giou_dn: 0.432519 loss_class_aux_dn: 1.907374 loss_bbox_aux_dn: 1.039674 loss_giou_aux_dn: 2.400677 loss: 16.400755 eta: 3 days, 4:12:26 batch_cost: 0.5298 data_cost: 0.0014 ips: 7.5500 images/s [04/07 23:27:16] ppdet.engine INFO: Epoch: [12] [2000/7329] learning_rate: 0.000100 loss_class: 0.627984 loss_bbox: 0.179576 loss_giou: 0.552266 loss_class_aux: 4.121192 loss_bbox_aux: 1.176280 loss_giou_aux: 3.391350 loss_class_dn: 0.374619 loss_bbox_dn: 0.199911 loss_giou_dn: 0.549170 loss_class_aux_dn: 1.945914 loss_bbox_aux_dn: 1.117681 loss_giou_aux_dn: 2.880096 loss: 17.217236 eta: 3 days, 4:12:07 batch_cost: 0.5789 data_cost: 0.0013 ips: 6.9092 images/s [04/07 23:28:23] ppdet.engine INFO: Epoch: [12] [2100/7329] learning_rate: 0.000100 loss_class: 0.636434 loss_bbox: 0.163422 loss_giou: 0.411450 loss_class_aux: 4.328606 loss_bbox_aux: 1.098534 loss_giou_aux: 2.686144 loss_class_dn: 0.355462 loss_bbox_dn: 0.195718 loss_giou_dn: 0.451113 loss_class_aux_dn: 1.908670 loss_bbox_aux_dn: 1.145673 loss_giou_aux_dn: 2.473908 loss: 16.456911 eta: 3 days, 4:11:59 batch_cost: 0.5969 data_cost: 0.0014 ips: 6.7012 images/s [04/07 23:29:24] ppdet.engine INFO: Epoch: [12] [2200/7329] learning_rate: 0.000100 loss_class: 0.643407 loss_bbox: 0.157042 loss_giou: 0.443320 loss_class_aux: 4.249584 loss_bbox_aux: 1.070335 loss_giou_aux: 2.730015 loss_class_dn: 0.356216 loss_bbox_dn: 0.173247 loss_giou_dn: 0.440920 loss_class_aux_dn: 1.852580 loss_bbox_aux_dn: 1.004961 loss_giou_aux_dn: 2.405744 loss: 16.087984 eta: 3 days, 4:11:18 batch_cost: 0.5409 data_cost: 0.0017 ips: 7.3950 images/s [04/07 23:30:21] ppdet.engine INFO: Epoch: [12] [2300/7329] learning_rate: 0.000100 loss_class: 0.611106 loss_bbox: 0.156332 loss_giou: 0.379976 loss_class_aux: 3.820465 loss_bbox_aux: 0.987749 loss_giou_aux: 2.450640 loss_class_dn: 0.323836 loss_bbox_dn: 0.192745 loss_giou_dn: 0.397619 loss_class_aux_dn: 1.749732 loss_bbox_aux_dn: 1.131867 loss_giou_aux_dn: 2.253882 loss: 15.271684 eta: 3 days, 4:10:16 batch_cost: 0.5055 data_cost: 0.0013 ips: 7.9133 images/s [04/07 23:31:22] ppdet.engine INFO: Epoch: [12] [2400/7329] learning_rate: 0.000100 loss_class: 0.636560 loss_bbox: 0.158138 loss_giou: 0.415423 loss_class_aux: 4.121959 loss_bbox_aux: 1.014502 loss_giou_aux: 2.672153 loss_class_dn: 0.377428 loss_bbox_dn: 0.207023 loss_giou_dn: 0.455305 loss_class_aux_dn: 1.981733 loss_bbox_aux_dn: 1.191466 loss_giou_aux_dn: 2.497845 loss: 15.859837 eta: 3 days, 4:09:31 batch_cost: 0.5344 data_cost: 0.0014 ips: 7.4856 images/s [04/07 23:32:19] ppdet.engine INFO: Epoch: [12] [2500/7329] learning_rate: 0.000100 loss_class: 0.661110 loss_bbox: 0.182869 loss_giou: 0.464670 loss_class_aux: 4.389667 loss_bbox_aux: 1.171470 loss_giou_aux: 2.958562 loss_class_dn: 0.396962 loss_bbox_dn: 0.221295 loss_giou_dn: 0.481209 loss_class_aux_dn: 2.157131 loss_bbox_aux_dn: 1.248502 loss_giou_aux_dn: 2.652024 loss: 17.781574 eta: 3 days, 4:08:36 batch_cost: 0.5170 data_cost: 0.0015 ips: 7.7375 images/s [04/07 23:33:22] ppdet.engine INFO: Epoch: [12] [2600/7329] learning_rate: 0.000100 loss_class: 0.593171 loss_bbox: 0.160899 loss_giou: 0.549780 loss_class_aux: 3.890766 loss_bbox_aux: 1.121621 loss_giou_aux: 3.463796 loss_class_dn: 0.365957 loss_bbox_dn: 0.211205 loss_giou_dn: 0.549892 loss_class_aux_dn: 1.972989 loss_bbox_aux_dn: 1.172367 loss_giou_aux_dn: 2.883174 loss: 17.551186 eta: 3 days, 4:08:08 batch_cost: 0.5634 data_cost: 0.0014 ips: 7.0996 images/s [04/07 23:34:21] ppdet.engine INFO: Epoch: [12] [2700/7329] learning_rate: 0.000100 loss_class: 0.566059 loss_bbox: 0.164642 loss_giou: 0.316927 loss_class_aux: 3.891184 loss_bbox_aux: 1.021478 loss_giou_aux: 2.089919 loss_class_dn: 0.301263 loss_bbox_dn: 0.199321 loss_giou_dn: 0.362568 loss_class_aux_dn: 1.634901 loss_bbox_aux_dn: 1.177902 loss_giou_aux_dn: 2.032871 loss: 13.485579 eta: 3 days, 4:07:20 batch_cost: 0.5303 data_cost: 0.0014 ips: 7.5426 images/s [04/07 23:35:31] ppdet.engine INFO: Epoch: [12] [2800/7329] learning_rate: 0.000100 loss_class: 0.708534 loss_bbox: 0.177623 loss_giou: 0.506140 loss_class_aux: 4.419668 loss_bbox_aux: 1.165643 loss_giou_aux: 3.292765 loss_class_dn: 0.374934 loss_bbox_dn: 0.225697 loss_giou_dn: 0.569180 loss_class_aux_dn: 2.020314 loss_bbox_aux_dn: 1.294072 loss_giou_aux_dn: 3.092344 loss: 18.148226 eta: 3 days, 4:07:31 batch_cost: 0.6299 data_cost: 0.0014 ips: 6.3507 images/s [04/07 23:36:30] ppdet.engine INFO: Epoch: [12] [2900/7329] learning_rate: 0.000100 loss_class: 0.575837 loss_bbox: 0.148549 loss_giou: 0.352419 loss_class_aux: 3.827177 loss_bbox_aux: 0.942779 loss_giou_aux: 2.311187 loss_class_dn: 0.304027 loss_bbox_dn: 0.181751 loss_giou_dn: 0.388285 loss_class_aux_dn: 1.658188 loss_bbox_aux_dn: 1.074444 loss_giou_aux_dn: 2.113564 loss: 14.781954 eta: 3 days, 4:06:42 batch_cost: 0.5287 data_cost: 0.0014 ips: 7.5654 images/s [04/07 23:37:35] ppdet.engine INFO: Epoch: [12] [3000/7329] learning_rate: 0.000100 loss_class: 0.619851 loss_bbox: 0.165602 loss_giou: 0.451365 loss_class_aux: 4.103889 loss_bbox_aux: 1.065893 loss_giou_aux: 2.898193 loss_class_dn: 0.355984 loss_bbox_dn: 0.210636 loss_giou_dn: 0.457992 loss_class_aux_dn: 1.890062 loss_bbox_aux_dn: 1.194762 loss_giou_aux_dn: 2.500777 loss: 16.307373 eta: 3 days, 4:06:20 batch_cost: 0.5746 data_cost: 0.0017 ips: 6.9611 images/s [04/07 23:38:33] ppdet.engine INFO: Epoch: [12] [3100/7329] learning_rate: 0.000100 loss_class: 0.624078 loss_bbox: 0.164215 loss_giou: 0.470085 loss_class_aux: 4.085883 loss_bbox_aux: 1.078325 loss_giou_aux: 3.081511 loss_class_dn: 0.377881 loss_bbox_dn: 0.183662 loss_giou_dn: 0.473395 loss_class_aux_dn: 2.018080 loss_bbox_aux_dn: 1.085594 loss_giou_aux_dn: 2.623291 loss: 17.004271 eta: 3 days, 4:05:25 batch_cost: 0.5167 data_cost: 0.0014 ips: 7.7408 images/s [04/07 23:39:32] ppdet.engine INFO: Epoch: [12] [3200/7329] learning_rate: 0.000100 loss_class: 0.648388 loss_bbox: 0.145103 loss_giou: 0.436324 loss_class_aux: 4.300694 loss_bbox_aux: 0.946530 loss_giou_aux: 2.918046 loss_class_dn: 0.376209 loss_bbox_dn: 0.195268 loss_giou_dn: 0.499435 loss_class_aux_dn: 1.972813 loss_bbox_aux_dn: 1.093556 loss_giou_aux_dn: 2.721498 loss: 16.711493 eta: 3 days, 4:04:34 batch_cost: 0.5249 data_cost: 0.0026 ips: 7.6211 images/s [04/07 23:40:35] ppdet.engine INFO: Epoch: [12] [3300/7329] learning_rate: 0.000100 loss_class: 0.721335 loss_bbox: 0.171935 loss_giou: 0.450886 loss_class_aux: 4.646999 loss_bbox_aux: 1.160352 loss_giou_aux: 2.767954 loss_class_dn: 0.369466 loss_bbox_dn: 0.233061 loss_giou_dn: 0.462105 loss_class_aux_dn: 1.947927 loss_bbox_aux_dn: 1.309359 loss_giou_aux_dn: 2.587377 loss: 17.365606 eta: 3 days, 4:03:55 batch_cost: 0.5440 data_cost: 0.0020 ips: 7.3528 images/s [04/07 23:41:42] ppdet.engine INFO: Epoch: [12] [3400/7329] learning_rate: 0.000100 loss_class: 0.627945 loss_bbox: 0.140689 loss_giou: 0.484468 loss_class_aux: 4.062954 loss_bbox_aux: 0.930408 loss_giou_aux: 3.092774 loss_class_dn: 0.351152 loss_bbox_dn: 0.160946 loss_giou_dn: 0.479836 loss_class_aux_dn: 1.881977 loss_bbox_aux_dn: 0.935857 loss_giou_aux_dn: 2.554112 loss: 15.940392 eta: 3 days, 4:03:37 batch_cost: 0.5833 data_cost: 0.0015 ips: 6.8572 images/s [04/07 23:42:43] ppdet.engine INFO: Epoch: [12] [3500/7329] learning_rate: 0.000100 loss_class: 0.670532 loss_bbox: 0.177885 loss_giou: 0.486789 loss_class_aux: 4.375166 loss_bbox_aux: 1.192869 loss_giou_aux: 3.046346 loss_class_dn: 0.398614 loss_bbox_dn: 0.193227 loss_giou_dn: 0.536874 loss_class_aux_dn: 2.160136 loss_bbox_aux_dn: 1.134449 loss_giou_aux_dn: 2.876810 loss: 18.192980 eta: 3 days, 4:03:00 batch_cost: 0.5490 data_cost: 0.0013 ips: 7.2860 images/s [04/07 23:43:37] ppdet.engine INFO: Epoch: [12] [3600/7329] learning_rate: 0.000100 loss_class: 0.660206 loss_bbox: 0.179769 loss_giou: 0.465185 loss_class_aux: 4.167324 loss_bbox_aux: 1.185545 loss_giou_aux: 2.986439 loss_class_dn: 0.366684 loss_bbox_dn: 0.219012 loss_giou_dn: 0.456890 loss_class_aux_dn: 1.949484 loss_bbox_aux_dn: 1.272939 loss_giou_aux_dn: 2.498498 loss: 16.589027 eta: 3 days, 4:01:47 batch_cost: 0.4853 data_cost: 0.0013 ips: 8.2425 images/s [04/07 23:44:34] ppdet.engine INFO: Epoch: [12] [3700/7329] learning_rate: 0.000100 loss_class: 0.697127 loss_bbox: 0.185964 loss_giou: 0.492720 loss_class_aux: 4.588364 loss_bbox_aux: 1.174956 loss_giou_aux: 3.136881 loss_class_dn: 0.415491 loss_bbox_dn: 0.219562 loss_giou_dn: 0.552569 loss_class_aux_dn: 2.245112 loss_bbox_aux_dn: 1.230312 loss_giou_aux_dn: 2.949396 loss: 18.923780 eta: 3 days, 4:00:44 batch_cost: 0.5037 data_cost: 0.0013 ips: 7.9411 images/s [04/07 23:45:36] ppdet.engine INFO: Epoch: [12] [3800/7329] learning_rate: 0.000100 loss_class: 0.606888 loss_bbox: 0.142031 loss_giou: 0.363088 loss_class_aux: 4.029896 loss_bbox_aux: 1.004869 loss_giou_aux: 2.429227 loss_class_dn: 0.310589 loss_bbox_dn: 0.186833 loss_giou_dn: 0.401482 loss_class_aux_dn: 1.675166 loss_bbox_aux_dn: 1.104962 loss_giou_aux_dn: 2.161979 loss: 14.322608 eta: 3 days, 4:00:14 batch_cost: 0.5611 data_cost: 0.0014 ips: 7.1291 images/s [04/07 23:46:37] ppdet.engine INFO: Epoch: [12] [3900/7329] learning_rate: 0.000100 loss_class: 0.700501 loss_bbox: 0.161512 loss_giou: 0.484123 loss_class_aux: 4.571557 loss_bbox_aux: 1.082860 loss_giou_aux: 3.100883 loss_class_dn: 0.395498 loss_bbox_dn: 0.201162 loss_giou_dn: 0.478056 loss_class_aux_dn: 2.099056 loss_bbox_aux_dn: 1.151815 loss_giou_aux_dn: 2.603250 loss: 18.120344 eta: 3 days, 3:59:32 batch_cost: 0.5404 data_cost: 0.0016 ips: 7.4013 images/s [04/07 23:47:36] ppdet.engine INFO: Epoch: [12] [4000/7329] learning_rate: 0.000100 loss_class: 0.630079 loss_bbox: 0.151663 loss_giou: 0.469610 loss_class_aux: 4.134707 loss_bbox_aux: 0.997894 loss_giou_aux: 2.953683 loss_class_dn: 0.377785 loss_bbox_dn: 0.172391 loss_giou_dn: 0.473781 loss_class_aux_dn: 2.035755 loss_bbox_aux_dn: 0.982073 loss_giou_aux_dn: 2.589100 loss: 16.741579 eta: 3 days, 3:58:40 batch_cost: 0.5222 data_cost: 0.0014 ips: 7.6606 images/s [04/07 23:48:31] ppdet.engine INFO: Epoch: [12] [4100/7329] learning_rate: 0.000100 loss_class: 0.638632 loss_bbox: 0.155570 loss_giou: 0.429630 loss_class_aux: 4.240911 loss_bbox_aux: 1.076083 loss_giou_aux: 2.724072 loss_class_dn: 0.361807 loss_bbox_dn: 0.218357 loss_giou_dn: 0.481017 loss_class_aux_dn: 1.922866 loss_bbox_aux_dn: 1.249796 loss_giou_aux_dn: 2.576353 loss: 16.820782 eta: 3 days, 3:57:28 batch_cost: 0.4882 data_cost: 0.0014 ips: 8.1934 images/s [04/07 23:49:28] ppdet.engine INFO: Epoch: [12] [4200/7329] learning_rate: 0.000100 loss_class: 0.684297 loss_bbox: 0.201614 loss_giou: 0.486416 loss_class_aux: 4.391580 loss_bbox_aux: 1.299705 loss_giou_aux: 3.045502 loss_class_dn: 0.370517 loss_bbox_dn: 0.255826 loss_giou_dn: 0.504892 loss_class_aux_dn: 1.959506 loss_bbox_aux_dn: 1.378780 loss_giou_aux_dn: 2.732637 loss: 17.823326 eta: 3 days, 3:56:26 batch_cost: 0.5036 data_cost: 0.0022 ips: 7.9425 images/s [04/07 23:50:30] ppdet.engine INFO: Epoch: [12] [4300/7329] learning_rate: 0.000100 loss_class: 0.640533 loss_bbox: 0.160377 loss_giou: 0.404049 loss_class_aux: 4.155556 loss_bbox_aux: 1.073096 loss_giou_aux: 2.575089 loss_class_dn: 0.367604 loss_bbox_dn: 0.206439 loss_giou_dn: 0.456617 loss_class_aux_dn: 1.979649 loss_bbox_aux_dn: 1.208814 loss_giou_aux_dn: 2.505991 loss: 16.710125 eta: 3 days, 3:55:44 batch_cost: 0.5415 data_cost: 0.0016 ips: 7.3871 images/s [04/07 23:51:28] ppdet.engine INFO: Epoch: [12] [4400/7329] learning_rate: 0.000100 loss_class: 0.580816 loss_bbox: 0.151229 loss_giou: 0.406824 loss_class_aux: 3.861282 loss_bbox_aux: 1.021576 loss_giou_aux: 2.527648 loss_class_dn: 0.351934 loss_bbox_dn: 0.194262 loss_giou_dn: 0.422311 loss_class_aux_dn: 1.854060 loss_bbox_aux_dn: 1.142136 loss_giou_aux_dn: 2.355394 loss: 15.549428 eta: 3 days, 3:54:53 batch_cost: 0.5237 data_cost: 0.0013 ips: 7.6383 images/s [04/07 23:52:31] ppdet.engine INFO: Epoch: [12] [4500/7329] learning_rate: 0.000100 loss_class: 0.621267 loss_bbox: 0.171224 loss_giou: 0.421461 loss_class_aux: 3.935668 loss_bbox_aux: 1.031637 loss_giou_aux: 2.723547 loss_class_dn: 0.335913 loss_bbox_dn: 0.211545 loss_giou_dn: 0.450541 loss_class_aux_dn: 1.875572 loss_bbox_aux_dn: 1.212576 loss_giou_aux_dn: 2.402649 loss: 15.951843 eta: 3 days, 3:54:22 batch_cost: 0.5605 data_cost: 0.0014 ips: 7.1362 images/s [04/07 23:53:28] ppdet.engine INFO: Epoch: [12] [4600/7329] learning_rate: 0.000100 loss_class: 0.607113 loss_bbox: 0.176109 loss_giou: 0.432545 loss_class_aux: 3.992456 loss_bbox_aux: 1.124863 loss_giou_aux: 2.746362 loss_class_dn: 0.343516 loss_bbox_dn: 0.213756 loss_giou_dn: 0.445044 loss_class_aux_dn: 1.856473 loss_bbox_aux_dn: 1.209705 loss_giou_aux_dn: 2.328407 loss: 16.585056 eta: 3 days, 3:53:20 batch_cost: 0.5050 data_cost: 0.0014 ips: 7.9203 images/s [04/07 23:54:30] ppdet.engine INFO: Epoch: [12] [4700/7329] learning_rate: 0.000100 loss_class: 0.606003 loss_bbox: 0.164228 loss_giou: 0.373631 loss_class_aux: 4.049684 loss_bbox_aux: 1.087735 loss_giou_aux: 2.465815 loss_class_dn: 0.319693 loss_bbox_dn: 0.195631 loss_giou_dn: 0.421592 loss_class_aux_dn: 1.730628 loss_bbox_aux_dn: 1.067923 loss_giou_aux_dn: 2.278306 loss: 14.943861 eta: 3 days, 3:52:47 batch_cost: 0.5551 data_cost: 0.0014 ips: 7.2065 images/s [04/07 23:55:33] ppdet.engine INFO: Epoch: [12] [4800/7329] learning_rate: 0.000100 loss_class: 0.640874 loss_bbox: 0.153382 loss_giou: 0.461661 loss_class_aux: 4.253136 loss_bbox_aux: 1.043371 loss_giou_aux: 2.925971 loss_class_dn: 0.362035 loss_bbox_dn: 0.200993 loss_giou_dn: 0.503066 loss_class_aux_dn: 1.935212 loss_bbox_aux_dn: 1.124626 loss_giou_aux_dn: 2.709854 loss: 17.020031 eta: 3 days, 3:52:17 batch_cost: 0.5633 data_cost: 0.0013 ips: 7.1016 images/s [04/07 23:56:36] ppdet.engine INFO: Epoch: [12] [4900/7329] learning_rate: 0.000100 loss_class: 0.618640 loss_bbox: 0.163734 loss_giou: 0.424217 loss_class_aux: 3.985566 loss_bbox_aux: 1.084575 loss_giou_aux: 2.735969 loss_class_dn: 0.352595 loss_bbox_dn: 0.197497 loss_giou_dn: 0.457515 loss_class_aux_dn: 1.877894 loss_bbox_aux_dn: 1.131779 loss_giou_aux_dn: 2.454631 loss: 15.928785 eta: 3 days, 3:51:49 batch_cost: 0.5655 data_cost: 0.0013 ips: 7.0739 images/s [04/07 23:57:30] ppdet.engine INFO: Epoch: [12] [5000/7329] learning_rate: 0.000100 loss_class: 0.682605 loss_bbox: 0.188953 loss_giou: 0.498735 loss_class_aux: 4.138026 loss_bbox_aux: 1.213800 loss_giou_aux: 3.180599 loss_class_dn: 0.364595 loss_bbox_dn: 0.221578 loss_giou_dn: 0.500251 loss_class_aux_dn: 1.946684 loss_bbox_aux_dn: 1.233040 loss_giou_aux_dn: 2.688873 loss: 17.079935 eta: 3 days, 3:50:35 batch_cost: 0.4836 data_cost: 0.0013 ips: 8.2707 images/s [04/07 23:58:27] ppdet.engine INFO: Epoch: [12] [5100/7329] learning_rate: 0.000100 loss_class: 0.612594 loss_bbox: 0.165011 loss_giou: 0.498201 loss_class_aux: 3.956304 loss_bbox_aux: 1.072929 loss_giou_aux: 3.125810 loss_class_dn: 0.373308 loss_bbox_dn: 0.198887 loss_giou_dn: 0.476967 loss_class_aux_dn: 2.001825 loss_bbox_aux_dn: 1.100301 loss_giou_aux_dn: 2.657767 loss: 17.091106 eta: 3 days, 3:49:33 batch_cost: 0.5037 data_cost: 0.0013 ips: 7.9410 images/s [04/07 23:59:21] ppdet.engine INFO: Epoch: [12] [5200/7329] learning_rate: 0.000100 loss_class: 0.667522 loss_bbox: 0.156814 loss_giou: 0.527210 loss_class_aux: 4.608924 loss_bbox_aux: 1.034154 loss_giou_aux: 3.312735 loss_class_dn: 0.415583 loss_bbox_dn: 0.191071 loss_giou_dn: 0.544963 loss_class_aux_dn: 2.255630 loss_bbox_aux_dn: 1.101143 loss_giou_aux_dn: 2.978435 loss: 19.495213 eta: 3 days, 3:48:17 batch_cost: 0.4807 data_cost: 0.0014 ips: 8.3215 images/s [04/08 00:00:15] ppdet.engine INFO: Epoch: [12] [5300/7329] learning_rate: 0.000100 loss_class: 0.677656 loss_bbox: 0.165768 loss_giou: 0.398329 loss_class_aux: 4.293856 loss_bbox_aux: 1.091481 loss_giou_aux: 2.515399 loss_class_dn: 0.357804 loss_bbox_dn: 0.199934 loss_giou_dn: 0.421180 loss_class_aux_dn: 1.935918 loss_bbox_aux_dn: 1.163069 loss_giou_aux_dn: 2.283408 loss: 15.476957 eta: 3 days, 3:47:01 batch_cost: 0.4804 data_cost: 0.0013 ips: 8.3265 images/s [04/08 00:01:10] ppdet.engine INFO: Epoch: [12] [5400/7329] learning_rate: 0.000100 loss_class: 0.634810 loss_bbox: 0.154344 loss_giou: 0.415594 loss_class_aux: 4.277125 loss_bbox_aux: 0.992715 loss_giou_aux: 2.663239 loss_class_dn: 0.350113 loss_bbox_dn: 0.193835 loss_giou_dn: 0.454086 loss_class_aux_dn: 1.850680 loss_bbox_aux_dn: 1.093239 loss_giou_aux_dn: 2.452428 loss: 15.996233 eta: 3 days, 3:45:52 batch_cost: 0.4912 data_cost: 0.0014 ips: 8.1425 images/s [04/08 00:02:12] ppdet.engine INFO: Epoch: [12] [5500/7329] learning_rate: 0.000100 loss_class: 0.639869 loss_bbox: 0.163459 loss_giou: 0.476942 loss_class_aux: 4.161478 loss_bbox_aux: 1.080523 loss_giou_aux: 3.062273 loss_class_dn: 0.363815 loss_bbox_dn: 0.197640 loss_giou_dn: 0.509592 loss_class_aux_dn: 1.933191 loss_bbox_aux_dn: 1.099810 loss_giou_aux_dn: 2.769039 loss: 16.881336 eta: 3 days, 3:45:21 batch_cost: 0.5611 data_cost: 0.0013 ips: 7.1286 images/s [04/08 00:03:09] ppdet.engine INFO: Epoch: [12] [5600/7329] learning_rate: 0.000100 loss_class: 0.656342 loss_bbox: 0.177433 loss_giou: 0.483580 loss_class_aux: 4.375345 loss_bbox_aux: 1.207580 loss_giou_aux: 3.089618 loss_class_dn: 0.390897 loss_bbox_dn: 0.209586 loss_giou_dn: 0.492056 loss_class_aux_dn: 2.054948 loss_bbox_aux_dn: 1.189616 loss_giou_aux_dn: 2.664954 loss: 17.455837 eta: 3 days, 3:44:17 batch_cost: 0.5014 data_cost: 0.0014 ips: 7.9782 images/s [04/08 00:04:03] ppdet.engine INFO: Epoch: [12] [5700/7329] learning_rate: 0.000100 loss_class: 0.670917 loss_bbox: 0.167040 loss_giou: 0.488962 loss_class_aux: 4.298403 loss_bbox_aux: 1.088036 loss_giou_aux: 3.080936 loss_class_dn: 0.386107 loss_bbox_dn: 0.217931 loss_giou_dn: 0.461280 loss_class_aux_dn: 2.083652 loss_bbox_aux_dn: 1.202654 loss_giou_aux_dn: 2.625322 loss: 16.477417 eta: 3 days, 3:43:03 batch_cost: 0.4823 data_cost: 0.0013 ips: 8.2942 images/s [04/08 00:05:01] ppdet.engine INFO: Epoch: [12] [5800/7329] learning_rate: 0.000100 loss_class: 0.653840 loss_bbox: 0.149302 loss_giou: 0.409710 loss_class_aux: 4.252632 loss_bbox_aux: 1.000727 loss_giou_aux: 2.625308 loss_class_dn: 0.365122 loss_bbox_dn: 0.200956 loss_giou_dn: 0.431972 loss_class_aux_dn: 1.935424 loss_bbox_aux_dn: 1.166937 loss_giou_aux_dn: 2.405416 loss: 16.300388 eta: 3 days, 3:42:03 batch_cost: 0.5091 data_cost: 0.0014 ips: 7.8572 images/s [04/08 00:05:57] ppdet.engine INFO: Epoch: [12] [5900/7329] learning_rate: 0.000100 loss_class: 0.609486 loss_bbox: 0.145369 loss_giou: 0.365906 loss_class_aux: 3.899079 loss_bbox_aux: 0.961820 loss_giou_aux: 2.269658 loss_class_dn: 0.309747 loss_bbox_dn: 0.172883 loss_giou_dn: 0.397937 loss_class_aux_dn: 1.663363 loss_bbox_aux_dn: 0.991075 loss_giou_aux_dn: 2.130921 loss: 14.267207 eta: 3 days, 3:40:56 batch_cost: 0.4952 data_cost: 0.0013 ips: 8.0777 images/s [04/08 00:06:54] ppdet.engine INFO: Epoch: [12] [6000/7329] learning_rate: 0.000100 loss_class: 0.653974 loss_bbox: 0.178310 loss_giou: 0.414444 loss_class_aux: 4.217339 loss_bbox_aux: 1.157248 loss_giou_aux: 2.529338 loss_class_dn: 0.358983 loss_bbox_dn: 0.227582 loss_giou_dn: 0.422972 loss_class_aux_dn: 1.919622 loss_bbox_aux_dn: 1.297065 loss_giou_aux_dn: 2.302127 loss: 16.359787 eta: 3 days, 3:39:56 batch_cost: 0.5081 data_cost: 0.0013 ips: 7.8731 images/s [04/08 00:07:58] ppdet.engine INFO: Epoch: [12] [6100/7329] learning_rate: 0.000100 loss_class: 0.645704 loss_bbox: 0.165897 loss_giou: 0.435403 loss_class_aux: 4.199969 loss_bbox_aux: 1.090412 loss_giou_aux: 2.848297 loss_class_dn: 0.353349 loss_bbox_dn: 0.203881 loss_giou_dn: 0.473584 loss_class_aux_dn: 1.933577 loss_bbox_aux_dn: 1.169513 loss_giou_aux_dn: 2.562795 loss: 16.337126 eta: 3 days, 3:39:34 batch_cost: 0.5768 data_cost: 0.0013 ips: 6.9351 images/s [04/08 00:09:01] ppdet.engine INFO: Epoch: [12] [6200/7329] learning_rate: 0.000100 loss_class: 0.582560 loss_bbox: 0.164854 loss_giou: 0.429264 loss_class_aux: 3.692771 loss_bbox_aux: 1.110646 loss_giou_aux: 2.686965 loss_class_dn: 0.347862 loss_bbox_dn: 0.201696 loss_giou_dn: 0.479209 loss_class_aux_dn: 1.864305 loss_bbox_aux_dn: 1.100698 loss_giou_aux_dn: 2.574436 loss: 16.907511 eta: 3 days, 3:39:05 batch_cost: 0.5637 data_cost: 0.0016 ips: 7.0965 images/s [04/08 00:09:59] ppdet.engine INFO: Epoch: [12] [6300/7329] learning_rate: 0.000100 loss_class: 0.579451 loss_bbox: 0.165395 loss_giou: 0.371659 loss_class_aux: 3.875684 loss_bbox_aux: 1.067769 loss_giou_aux: 2.344836 loss_class_dn: 0.332211 loss_bbox_dn: 0.198475 loss_giou_dn: 0.385729 loss_class_aux_dn: 1.752469 loss_bbox_aux_dn: 1.158773 loss_giou_aux_dn: 2.113440 loss: 14.775001 eta: 3 days, 3:38:13 batch_cost: 0.5222 data_cost: 0.0018 ips: 7.6592 images/s [04/08 00:10:55] ppdet.engine INFO: Epoch: [12] [6400/7329] learning_rate: 0.000100 loss_class: 0.577192 loss_bbox: 0.157229 loss_giou: 0.414632 loss_class_aux: 3.809220 loss_bbox_aux: 0.989570 loss_giou_aux: 2.577289 loss_class_dn: 0.344852 loss_bbox_dn: 0.179548 loss_giou_dn: 0.420987 loss_class_aux_dn: 1.813278 loss_bbox_aux_dn: 1.069301 loss_giou_aux_dn: 2.330728 loss: 15.467529 eta: 3 days, 3:37:07 batch_cost: 0.4980 data_cost: 0.0014 ips: 8.0315 images/s [04/08 00:11:57] ppdet.engine INFO: Epoch: [12] [6500/7329] learning_rate: 0.000100 loss_class: 0.624101 loss_bbox: 0.175758 loss_giou: 0.374948 loss_class_aux: 4.009075 loss_bbox_aux: 1.123674 loss_giou_aux: 2.352162 loss_class_dn: 0.374236 loss_bbox_dn: 0.206423 loss_giou_dn: 0.398415 loss_class_aux_dn: 2.023577 loss_bbox_aux_dn: 1.203237 loss_giou_aux_dn: 2.280758 loss: 16.661289 eta: 3 days, 3:36:29 batch_cost: 0.5485 data_cost: 0.0017 ips: 7.2929 images/s [04/08 00:12:55] ppdet.engine INFO: Epoch: [12] [6600/7329] learning_rate: 0.000100 loss_class: 0.624753 loss_bbox: 0.162797 loss_giou: 0.512430 loss_class_aux: 4.028228 loss_bbox_aux: 1.016359 loss_giou_aux: 3.293047 loss_class_dn: 0.369282 loss_bbox_dn: 0.190022 loss_giou_dn: 0.522560 loss_class_aux_dn: 1.967239 loss_bbox_aux_dn: 1.101477 loss_giou_aux_dn: 2.749704 loss: 16.281792 eta: 3 days, 3:35:35 batch_cost: 0.5178 data_cost: 0.0014 ips: 7.7256 images/s [04/08 00:13:54] ppdet.engine INFO: Epoch: [12] [6700/7329] learning_rate: 0.000100 loss_class: 0.706564 loss_bbox: 0.186117 loss_giou: 0.482700 loss_class_aux: 4.574989 loss_bbox_aux: 1.200589 loss_giou_aux: 3.115399 loss_class_dn: 0.376423 loss_bbox_dn: 0.248020 loss_giou_dn: 0.507714 loss_class_aux_dn: 1.960993 loss_bbox_aux_dn: 1.313684 loss_giou_aux_dn: 2.734864 loss: 17.869915 eta: 3 days, 3:34:46 batch_cost: 0.5283 data_cost: 0.0013 ips: 7.5716 images/s [04/08 00:14:50] ppdet.engine INFO: Epoch: [12] [6800/7329] learning_rate: 0.000100 loss_class: 0.583135 loss_bbox: 0.174289 loss_giou: 0.397444 loss_class_aux: 3.866840 loss_bbox_aux: 1.144002 loss_giou_aux: 2.641886 loss_class_dn: 0.350207 loss_bbox_dn: 0.185484 loss_giou_dn: 0.434501 loss_class_aux_dn: 1.872606 loss_bbox_aux_dn: 1.099970 loss_giou_aux_dn: 2.424684 loss: 16.410606 eta: 3 days, 3:33:40 batch_cost: 0.4981 data_cost: 0.0013 ips: 8.0299 images/s [04/08 00:15:47] ppdet.engine INFO: Epoch: [12] [6900/7329] learning_rate: 0.000100 loss_class: 0.632384 loss_bbox: 0.162831 loss_giou: 0.430889 loss_class_aux: 4.280835 loss_bbox_aux: 1.113857 loss_giou_aux: 2.723520 loss_class_dn: 0.354322 loss_bbox_dn: 0.207512 loss_giou_dn: 0.460376 loss_class_aux_dn: 1.911753 loss_bbox_aux_dn: 1.163278 loss_giou_aux_dn: 2.472028 loss: 16.233950 eta: 3 days, 3:32:39 batch_cost: 0.5060 data_cost: 0.0013 ips: 7.9050 images/s [04/08 00:16:41] ppdet.engine INFO: Epoch: [12] [7000/7329] learning_rate: 0.000100 loss_class: 0.616436 loss_bbox: 0.152113 loss_giou: 0.423824 loss_class_aux: 4.089906 loss_bbox_aux: 0.978183 loss_giou_aux: 2.729645 loss_class_dn: 0.352863 loss_bbox_dn: 0.176102 loss_giou_dn: 0.460654 loss_class_aux_dn: 1.889591 loss_bbox_aux_dn: 1.018387 loss_giou_aux_dn: 2.437811 loss: 15.774000 eta: 3 days, 3:31:25 batch_cost: 0.4821 data_cost: 0.0013 ips: 8.2978 images/s [04/08 00:17:39] ppdet.engine INFO: Epoch: [12] [7100/7329] learning_rate: 0.000100 loss_class: 0.578058 loss_bbox: 0.151495 loss_giou: 0.465221 loss_class_aux: 3.742260 loss_bbox_aux: 0.969708 loss_giou_aux: 3.044272 loss_class_dn: 0.353670 loss_bbox_dn: 0.153241 loss_giou_dn: 0.468866 loss_class_aux_dn: 1.849015 loss_bbox_aux_dn: 0.904476 loss_giou_aux_dn: 2.535834 loss: 15.855137 eta: 3 days, 3:30:32 batch_cost: 0.5200 data_cost: 0.0013 ips: 7.6918 images/s [04/08 00:18:36] ppdet.engine INFO: Epoch: [12] [7200/7329] learning_rate: 0.000100 loss_class: 0.620985 loss_bbox: 0.158681 loss_giou: 0.419421 loss_class_aux: 4.103829 loss_bbox_aux: 1.095273 loss_giou_aux: 2.586001 loss_class_dn: 0.346536 loss_bbox_dn: 0.191006 loss_giou_dn: 0.421728 loss_class_aux_dn: 1.856636 loss_bbox_aux_dn: 1.064111 loss_giou_aux_dn: 2.249131 loss: 16.182968 eta: 3 days, 3:29:29 batch_cost: 0.5041 data_cost: 0.0017 ips: 7.9347 images/s [04/08 00:19:34] ppdet.engine INFO: Epoch: [12] [7300/7329] learning_rate: 0.000100 loss_class: 0.626094 loss_bbox: 0.157515 loss_giou: 0.401082 loss_class_aux: 4.196819 loss_bbox_aux: 0.998955 loss_giou_aux: 2.561638 loss_class_dn: 0.349683 loss_bbox_dn: 0.194817 loss_giou_dn: 0.394548 loss_class_aux_dn: 1.887555 loss_bbox_aux_dn: 1.116739 loss_giou_aux_dn: 2.077922 loss: 15.266669 eta: 3 days, 3:28:31 batch_cost: 0.5109 data_cost: 0.0016 ips: 7.8290 images/s [04/08 00:19:55] ppdet.engine INFO: Eval iter: 0 [04/08 00:20:22] ppdet.engine INFO: Eval iter: 100 [04/08 00:20:48] ppdet.engine INFO: Eval iter: 200 [04/08 00:21:14] ppdet.engine INFO: Eval iter: 300 [04/08 00:21:41] ppdet.engine INFO: Eval iter: 400 [04/08 00:22:09] ppdet.engine INFO: Eval iter: 500 [04/08 00:22:36] ppdet.engine INFO: Eval iter: 600 [04/08 00:23:07] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.59s) creating index... index created! [04/08 00:23:08] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.39s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.24s). Accumulating evaluation results... DONE (t=26.71s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.490 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.669 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.289 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.536 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.672 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.372 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.622 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.691 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.501 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.737 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.881 [04/08 00:25:50] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.450964097451774 [04/08 00:25:50] ppdet.engine INFO: Best test bbox ap is 0.490. [04/08 00:25:53] ppdet.engine INFO: Epoch: [13] [ 0/7329] learning_rate: 0.000100 loss_class: 0.631714 loss_bbox: 0.156880 loss_giou: 0.397243 loss_class_aux: 3.968360 loss_bbox_aux: 0.998955 loss_giou_aux: 2.454569 loss_class_dn: 0.345833 loss_bbox_dn: 0.184849 loss_giou_dn: 0.390245 loss_class_aux_dn: 1.837834 loss_bbox_aux_dn: 1.103810 loss_giou_aux_dn: 2.077922 loss: 15.374804 eta: 3 days, 3:28:12 batch_cost: 0.5056 data_cost: 0.0014 ips: 7.9112 images/s [04/08 00:26:49] ppdet.engine INFO: Epoch: [13] [ 100/7329] learning_rate: 0.000100 loss_class: 0.673419 loss_bbox: 0.172075 loss_giou: 0.545274 loss_class_aux: 4.376647 loss_bbox_aux: 1.135237 loss_giou_aux: 3.461386 loss_class_dn: 0.387469 loss_bbox_dn: 0.221196 loss_giou_dn: 0.524813 loss_class_aux_dn: 2.039023 loss_bbox_aux_dn: 1.257049 loss_giou_aux_dn: 2.907311 loss: 18.430748 eta: 3 days, 3:27:04 batch_cost: 0.4943 data_cost: 0.0014 ips: 8.0917 images/s [04/08 00:27:47] ppdet.engine INFO: Epoch: [13] [ 200/7329] learning_rate: 0.000100 loss_class: 0.617111 loss_bbox: 0.158534 loss_giou: 0.387895 loss_class_aux: 4.126161 loss_bbox_aux: 1.071954 loss_giou_aux: 2.451590 loss_class_dn: 0.351856 loss_bbox_dn: 0.206231 loss_giou_dn: 0.409558 loss_class_aux_dn: 1.886519 loss_bbox_aux_dn: 1.150847 loss_giou_aux_dn: 2.247611 loss: 15.635498 eta: 3 days, 3:26:06 batch_cost: 0.5110 data_cost: 0.0014 ips: 7.8283 images/s [04/08 00:28:47] ppdet.engine INFO: Epoch: [13] [ 300/7329] learning_rate: 0.000100 loss_class: 0.685410 loss_bbox: 0.177327 loss_giou: 0.420203 loss_class_aux: 4.478375 loss_bbox_aux: 1.211194 loss_giou_aux: 2.695204 loss_class_dn: 0.352188 loss_bbox_dn: 0.235070 loss_giou_dn: 0.465965 loss_class_aux_dn: 1.924862 loss_bbox_aux_dn: 1.354924 loss_giou_aux_dn: 2.521718 loss: 17.215607 eta: 3 days, 3:25:22 batch_cost: 0.5376 data_cost: 0.0019 ips: 7.4410 images/s [04/08 00:29:44] ppdet.engine INFO: Epoch: [13] [ 400/7329] learning_rate: 0.000100 loss_class: 0.548825 loss_bbox: 0.159477 loss_giou: 0.344110 loss_class_aux: 3.533530 loss_bbox_aux: 1.022525 loss_giou_aux: 2.235234 loss_class_dn: 0.326083 loss_bbox_dn: 0.174011 loss_giou_dn: 0.375724 loss_class_aux_dn: 1.695986 loss_bbox_aux_dn: 1.026758 loss_giou_aux_dn: 2.095208 loss: 14.599437 eta: 3 days, 3:24:24 batch_cost: 0.5111 data_cost: 0.0013 ips: 7.8255 images/s [04/08 00:30:42] ppdet.engine INFO: Epoch: [13] [ 500/7329] learning_rate: 0.000100 loss_class: 0.645931 loss_bbox: 0.159018 loss_giou: 0.451296 loss_class_aux: 4.293500 loss_bbox_aux: 1.111056 loss_giou_aux: 2.894868 loss_class_dn: 0.369828 loss_bbox_dn: 0.191872 loss_giou_dn: 0.487227 loss_class_aux_dn: 1.951733 loss_bbox_aux_dn: 1.099259 loss_giou_aux_dn: 2.620464 loss: 16.981373 eta: 3 days, 3:23:32 batch_cost: 0.5221 data_cost: 0.0013 ips: 7.6609 images/s [04/08 00:31:45] ppdet.engine INFO: Epoch: [13] [ 600/7329] learning_rate: 0.000100 loss_class: 0.643350 loss_bbox: 0.152483 loss_giou: 0.446734 loss_class_aux: 4.302172 loss_bbox_aux: 1.050802 loss_giou_aux: 2.798791 loss_class_dn: 0.371979 loss_bbox_dn: 0.203269 loss_giou_dn: 0.443512 loss_class_aux_dn: 1.983420 loss_bbox_aux_dn: 1.137741 loss_giou_aux_dn: 2.413519 loss: 16.811691 eta: 3 days, 3:23:03 batch_cost: 0.5649 data_cost: 0.0014 ips: 7.0815 images/s [04/08 00:32:42] ppdet.engine INFO: Epoch: [13] [ 700/7329] learning_rate: 0.000100 loss_class: 0.653658 loss_bbox: 0.162071 loss_giou: 0.401107 loss_class_aux: 4.114228 loss_bbox_aux: 1.072520 loss_giou_aux: 2.591892 loss_class_dn: 0.367417 loss_bbox_dn: 0.212524 loss_giou_dn: 0.425517 loss_class_aux_dn: 1.914610 loss_bbox_aux_dn: 1.200547 loss_giou_aux_dn: 2.289532 loss: 15.974808 eta: 3 days, 3:21:59 batch_cost: 0.5007 data_cost: 0.0015 ips: 7.9891 images/s [04/08 00:33:38] ppdet.engine INFO: Epoch: [13] [ 800/7329] learning_rate: 0.000100 loss_class: 0.558738 loss_bbox: 0.159258 loss_giou: 0.444744 loss_class_aux: 3.617814 loss_bbox_aux: 0.978222 loss_giou_aux: 2.909521 loss_class_dn: 0.332970 loss_bbox_dn: 0.177543 loss_giou_dn: 0.439700 loss_class_aux_dn: 1.769739 loss_bbox_aux_dn: 1.040958 loss_giou_aux_dn: 2.424714 loss: 15.318830 eta: 3 days, 3:20:55 batch_cost: 0.4998 data_cost: 0.0014 ips: 8.0039 images/s [04/08 00:34:41] ppdet.engine INFO: Epoch: [13] [ 900/7329] learning_rate: 0.000100 loss_class: 0.660123 loss_bbox: 0.171734 loss_giou: 0.526977 loss_class_aux: 4.225160 loss_bbox_aux: 1.111629 loss_giou_aux: 3.471827 loss_class_dn: 0.385057 loss_bbox_dn: 0.193023 loss_giou_dn: 0.533552 loss_class_aux_dn: 1.963013 loss_bbox_aux_dn: 1.098585 loss_giou_aux_dn: 2.903559 loss: 17.432594 eta: 3 days, 3:20:27 batch_cost: 0.5679 data_cost: 0.0013 ips: 7.0440 images/s [04/08 00:35:48] ppdet.engine INFO: Epoch: [13] [1000/7329] learning_rate: 0.000100 loss_class: 0.647653 loss_bbox: 0.183301 loss_giou: 0.422259 loss_class_aux: 4.180355 loss_bbox_aux: 1.210818 loss_giou_aux: 2.585407 loss_class_dn: 0.359802 loss_bbox_dn: 0.229428 loss_giou_dn: 0.434620 loss_class_aux_dn: 1.886247 loss_bbox_aux_dn: 1.351579 loss_giou_aux_dn: 2.374464 loss: 16.631918 eta: 3 days, 3:20:18 batch_cost: 0.6010 data_cost: 0.0013 ips: 6.6556 images/s [04/08 00:36:44] ppdet.engine INFO: Epoch: [13] [1100/7329] learning_rate: 0.000100 loss_class: 0.648872 loss_bbox: 0.172025 loss_giou: 0.419353 loss_class_aux: 4.280321 loss_bbox_aux: 1.079906 loss_giou_aux: 2.742568 loss_class_dn: 0.364352 loss_bbox_dn: 0.220043 loss_giou_dn: 0.425613 loss_class_aux_dn: 1.929847 loss_bbox_aux_dn: 1.270474 loss_giou_aux_dn: 2.281376 loss: 16.089983 eta: 3 days, 3:19:16 batch_cost: 0.5049 data_cost: 0.0013 ips: 7.9222 images/s [04/08 00:37:46] ppdet.engine INFO: Epoch: [13] [1200/7329] learning_rate: 0.000100 loss_class: 0.630260 loss_bbox: 0.159498 loss_giou: 0.422841 loss_class_aux: 4.037675 loss_bbox_aux: 1.053467 loss_giou_aux: 2.734892 loss_class_dn: 0.367276 loss_bbox_dn: 0.198809 loss_giou_dn: 0.446946 loss_class_aux_dn: 1.930301 loss_bbox_aux_dn: 1.112901 loss_giou_aux_dn: 2.483819 loss: 16.223190 eta: 3 days, 3:18:34 batch_cost: 0.5412 data_cost: 0.0015 ips: 7.3911 images/s [04/08 00:38:43] ppdet.engine INFO: Epoch: [13] [1300/7329] learning_rate: 0.000100 loss_class: 0.551604 loss_bbox: 0.159434 loss_giou: 0.387256 loss_class_aux: 3.630858 loss_bbox_aux: 1.065399 loss_giou_aux: 2.496238 loss_class_dn: 0.297384 loss_bbox_dn: 0.202330 loss_giou_dn: 0.395124 loss_class_aux_dn: 1.621228 loss_bbox_aux_dn: 1.145711 loss_giou_aux_dn: 2.187105 loss: 14.072716 eta: 3 days, 3:17:33 batch_cost: 0.5053 data_cost: 0.0014 ips: 7.9164 images/s [04/08 00:39:38] ppdet.engine INFO: Epoch: [13] [1400/7329] learning_rate: 0.000100 loss_class: 0.611977 loss_bbox: 0.160151 loss_giou: 0.449580 loss_class_aux: 4.115263 loss_bbox_aux: 1.082186 loss_giou_aux: 2.822692 loss_class_dn: 0.370725 loss_bbox_dn: 0.214110 loss_giou_dn: 0.460865 loss_class_aux_dn: 2.012414 loss_bbox_aux_dn: 1.223304 loss_giou_aux_dn: 2.486924 loss: 15.953485 eta: 3 days, 3:16:20 batch_cost: 0.4843 data_cost: 0.0014 ips: 8.2598 images/s [04/08 00:40:40] ppdet.engine INFO: Epoch: [13] [1500/7329] learning_rate: 0.000100 loss_class: 0.606839 loss_bbox: 0.155575 loss_giou: 0.404432 loss_class_aux: 4.005425 loss_bbox_aux: 1.051149 loss_giou_aux: 2.585776 loss_class_dn: 0.341283 loss_bbox_dn: 0.206416 loss_giou_dn: 0.414557 loss_class_aux_dn: 1.811930 loss_bbox_aux_dn: 1.223451 loss_giou_aux_dn: 2.277235 loss: 15.410958 eta: 3 days, 3:15:44 batch_cost: 0.5525 data_cost: 0.0014 ips: 7.2395 images/s [04/08 00:41:38] ppdet.engine INFO: Epoch: [13] [1600/7329] learning_rate: 0.000100 loss_class: 0.641685 loss_bbox: 0.168139 loss_giou: 0.444451 loss_class_aux: 4.193128 loss_bbox_aux: 1.066928 loss_giou_aux: 2.823300 loss_class_dn: 0.354368 loss_bbox_dn: 0.203112 loss_giou_dn: 0.474754 loss_class_aux_dn: 1.912497 loss_bbox_aux_dn: 1.185636 loss_giou_aux_dn: 2.532993 loss: 16.500286 eta: 3 days, 3:14:50 batch_cost: 0.5177 data_cost: 0.0014 ips: 7.7260 images/s [04/08 00:42:38] ppdet.engine INFO: Epoch: [13] [1700/7329] learning_rate: 0.000100 loss_class: 0.550343 loss_bbox: 0.158816 loss_giou: 0.350030 loss_class_aux: 3.503245 loss_bbox_aux: 0.996375 loss_giou_aux: 2.256069 loss_class_dn: 0.305298 loss_bbox_dn: 0.181691 loss_giou_dn: 0.385099 loss_class_aux_dn: 1.619782 loss_bbox_aux_dn: 1.028891 loss_giou_aux_dn: 2.135208 loss: 14.042311 eta: 3 days, 3:14:06 batch_cost: 0.5375 data_cost: 0.0013 ips: 7.4416 images/s [04/08 00:43:36] ppdet.engine INFO: Epoch: [13] [1800/7329] learning_rate: 0.000100 loss_class: 0.599225 loss_bbox: 0.144965 loss_giou: 0.446651 loss_class_aux: 3.751602 loss_bbox_aux: 0.952457 loss_giou_aux: 2.756382 loss_class_dn: 0.351347 loss_bbox_dn: 0.176885 loss_giou_dn: 0.452182 loss_class_aux_dn: 1.868410 loss_bbox_aux_dn: 1.022300 loss_giou_aux_dn: 2.475171 loss: 15.948565 eta: 3 days, 3:13:10 batch_cost: 0.5156 data_cost: 0.0013 ips: 7.7576 images/s [04/08 00:44:36] ppdet.engine INFO: Epoch: [13] [1900/7329] learning_rate: 0.000100 loss_class: 0.648839 loss_bbox: 0.174351 loss_giou: 0.410180 loss_class_aux: 4.222686 loss_bbox_aux: 1.139287 loss_giou_aux: 2.645780 loss_class_dn: 0.350639 loss_bbox_dn: 0.210964 loss_giou_dn: 0.445534 loss_class_aux_dn: 1.885121 loss_bbox_aux_dn: 1.191418 loss_giou_aux_dn: 2.426560 loss: 16.134747 eta: 3 days, 3:12:24 batch_cost: 0.5342 data_cost: 0.0015 ips: 7.4883 images/s [04/08 00:45:35] ppdet.engine INFO: Epoch: [13] [2000/7329] learning_rate: 0.000100 loss_class: 0.583442 loss_bbox: 0.157783 loss_giou: 0.336790 loss_class_aux: 3.764192 loss_bbox_aux: 1.005498 loss_giou_aux: 2.123367 loss_class_dn: 0.310345 loss_bbox_dn: 0.186805 loss_giou_dn: 0.377792 loss_class_aux_dn: 1.672216 loss_bbox_aux_dn: 1.079830 loss_giou_aux_dn: 2.101464 loss: 15.291079 eta: 3 days, 3:11:38 batch_cost: 0.5335 data_cost: 0.0013 ips: 7.4977 images/s [04/08 00:46:35] ppdet.engine INFO: Epoch: [13] [2100/7329] learning_rate: 0.000100 loss_class: 0.602641 loss_bbox: 0.145182 loss_giou: 0.375785 loss_class_aux: 3.899343 loss_bbox_aux: 0.975097 loss_giou_aux: 2.364568 loss_class_dn: 0.298668 loss_bbox_dn: 0.181918 loss_giou_dn: 0.369793 loss_class_aux_dn: 1.643773 loss_bbox_aux_dn: 1.065991 loss_giou_aux_dn: 2.010938 loss: 14.420002 eta: 3 days, 3:10:53 batch_cost: 0.5366 data_cost: 0.0013 ips: 7.4548 images/s [04/08 00:47:42] ppdet.engine INFO: Epoch: [13] [2200/7329] learning_rate: 0.000100 loss_class: 0.623963 loss_bbox: 0.161642 loss_giou: 0.381562 loss_class_aux: 4.063038 loss_bbox_aux: 1.087645 loss_giou_aux: 2.388388 loss_class_dn: 0.336624 loss_bbox_dn: 0.190868 loss_giou_dn: 0.417386 loss_class_aux_dn: 1.825604 loss_bbox_aux_dn: 1.065732 loss_giou_aux_dn: 2.290245 loss: 15.644573 eta: 3 days, 3:10:35 batch_cost: 0.5860 data_cost: 0.0017 ips: 6.8261 images/s [04/08 00:48:41] ppdet.engine INFO: Epoch: [13] [2300/7329] learning_rate: 0.000100 loss_class: 0.654952 loss_bbox: 0.167984 loss_giou: 0.552727 loss_class_aux: 4.274645 loss_bbox_aux: 1.086043 loss_giou_aux: 3.505568 loss_class_dn: 0.400888 loss_bbox_dn: 0.198324 loss_giou_dn: 0.580496 loss_class_aux_dn: 2.137889 loss_bbox_aux_dn: 1.169158 loss_giou_aux_dn: 3.154563 loss: 18.324699 eta: 3 days, 3:09:44 batch_cost: 0.5239 data_cost: 0.0014 ips: 7.6350 images/s [04/08 00:49:38] ppdet.engine INFO: Epoch: [13] [2400/7329] learning_rate: 0.000100 loss_class: 0.593069 loss_bbox: 0.165520 loss_giou: 0.428901 loss_class_aux: 3.800116 loss_bbox_aux: 1.032649 loss_giou_aux: 2.714401 loss_class_dn: 0.362148 loss_bbox_dn: 0.179885 loss_giou_dn: 0.452705 loss_class_aux_dn: 1.973265 loss_bbox_aux_dn: 1.124450 loss_giou_aux_dn: 2.485379 loss: 16.500269 eta: 3 days, 3:08:44 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8691 images/s [04/08 00:50:35] ppdet.engine INFO: Epoch: [13] [2500/7329] learning_rate: 0.000100 loss_class: 0.653015 loss_bbox: 0.169183 loss_giou: 0.385865 loss_class_aux: 4.109173 loss_bbox_aux: 1.116731 loss_giou_aux: 2.507918 loss_class_dn: 0.347384 loss_bbox_dn: 0.225306 loss_giou_dn: 0.440792 loss_class_aux_dn: 1.901121 loss_bbox_aux_dn: 1.323438 loss_giou_aux_dn: 2.338042 loss: 16.168325 eta: 3 days, 3:07:47 batch_cost: 0.5140 data_cost: 0.0014 ips: 7.7822 images/s [04/08 00:51:30] ppdet.engine INFO: Epoch: [13] [2600/7329] learning_rate: 0.000100 loss_class: 0.614136 loss_bbox: 0.166157 loss_giou: 0.411254 loss_class_aux: 4.006450 loss_bbox_aux: 1.101446 loss_giou_aux: 2.646128 loss_class_dn: 0.362448 loss_bbox_dn: 0.215330 loss_giou_dn: 0.461028 loss_class_aux_dn: 1.937073 loss_bbox_aux_dn: 1.188356 loss_giou_aux_dn: 2.524949 loss: 16.283203 eta: 3 days, 3:06:35 batch_cost: 0.4851 data_cost: 0.0013 ips: 8.2463 images/s [04/08 00:52:25] ppdet.engine INFO: Epoch: [13] [2700/7329] learning_rate: 0.000100 loss_class: 0.639571 loss_bbox: 0.156708 loss_giou: 0.434389 loss_class_aux: 3.892450 loss_bbox_aux: 1.042677 loss_giou_aux: 2.708467 loss_class_dn: 0.368235 loss_bbox_dn: 0.194924 loss_giou_dn: 0.460284 loss_class_aux_dn: 1.964389 loss_bbox_aux_dn: 1.108817 loss_giou_aux_dn: 2.516135 loss: 16.553446 eta: 3 days, 3:05:28 batch_cost: 0.4937 data_cost: 0.0013 ips: 8.1018 images/s [04/08 00:53:22] ppdet.engine INFO: Epoch: [13] [2800/7329] learning_rate: 0.000100 loss_class: 0.643150 loss_bbox: 0.156664 loss_giou: 0.381833 loss_class_aux: 4.113376 loss_bbox_aux: 1.053848 loss_giou_aux: 2.510101 loss_class_dn: 0.340931 loss_bbox_dn: 0.173261 loss_giou_dn: 0.420247 loss_class_aux_dn: 1.845054 loss_bbox_aux_dn: 0.991295 loss_giou_aux_dn: 2.292303 loss: 15.281261 eta: 3 days, 3:04:24 batch_cost: 0.5005 data_cost: 0.0013 ips: 7.9928 images/s [04/08 00:54:21] ppdet.engine INFO: Epoch: [13] [2900/7329] learning_rate: 0.000100 loss_class: 0.688834 loss_bbox: 0.159460 loss_giou: 0.432435 loss_class_aux: 4.226127 loss_bbox_aux: 1.026752 loss_giou_aux: 2.723913 loss_class_dn: 0.374361 loss_bbox_dn: 0.201515 loss_giou_dn: 0.457936 loss_class_aux_dn: 1.998860 loss_bbox_aux_dn: 1.170042 loss_giou_aux_dn: 2.441702 loss: 16.309156 eta: 3 days, 3:03:39 batch_cost: 0.5342 data_cost: 0.0013 ips: 7.4875 images/s [04/08 00:55:24] ppdet.engine INFO: Epoch: [13] [3000/7329] learning_rate: 0.000100 loss_class: 0.567813 loss_bbox: 0.148218 loss_giou: 0.345437 loss_class_aux: 3.817858 loss_bbox_aux: 0.987550 loss_giou_aux: 2.221040 loss_class_dn: 0.330410 loss_bbox_dn: 0.186198 loss_giou_dn: 0.380372 loss_class_aux_dn: 1.779343 loss_bbox_aux_dn: 1.067942 loss_giou_aux_dn: 2.144239 loss: 14.976229 eta: 3 days, 3:03:09 batch_cost: 0.5663 data_cost: 0.0014 ips: 7.0640 images/s [04/08 00:56:25] ppdet.engine INFO: Epoch: [13] [3100/7329] learning_rate: 0.000100 loss_class: 0.602961 loss_bbox: 0.150950 loss_giou: 0.428571 loss_class_aux: 4.007165 loss_bbox_aux: 1.025732 loss_giou_aux: 2.848372 loss_class_dn: 0.350283 loss_bbox_dn: 0.186055 loss_giou_dn: 0.459864 loss_class_aux_dn: 1.880836 loss_bbox_aux_dn: 1.037080 loss_giou_aux_dn: 2.506787 loss: 15.953968 eta: 3 days, 3:02:31 batch_cost: 0.5481 data_cost: 0.0015 ips: 7.2975 images/s [04/08 00:57:24] ppdet.engine INFO: Epoch: [13] [3200/7329] learning_rate: 0.000100 loss_class: 0.640226 loss_bbox: 0.174584 loss_giou: 0.399998 loss_class_aux: 4.040081 loss_bbox_aux: 1.141078 loss_giou_aux: 2.542127 loss_class_dn: 0.351753 loss_bbox_dn: 0.193492 loss_giou_dn: 0.449676 loss_class_aux_dn: 1.886365 loss_bbox_aux_dn: 1.096612 loss_giou_aux_dn: 2.380339 loss: 16.024830 eta: 3 days, 3:01:44 batch_cost: 0.5316 data_cost: 0.0013 ips: 7.5249 images/s [04/08 00:58:26] ppdet.engine INFO: Epoch: [13] [3300/7329] learning_rate: 0.000100 loss_class: 0.654390 loss_bbox: 0.168020 loss_giou: 0.470967 loss_class_aux: 4.183772 loss_bbox_aux: 1.074249 loss_giou_aux: 3.003306 loss_class_dn: 0.358579 loss_bbox_dn: 0.187347 loss_giou_dn: 0.484635 loss_class_aux_dn: 1.951457 loss_bbox_aux_dn: 1.092789 loss_giou_aux_dn: 2.566699 loss: 15.968274 eta: 3 days, 3:01:07 batch_cost: 0.5526 data_cost: 0.0015 ips: 7.2383 images/s [04/08 00:59:29] ppdet.engine INFO: Epoch: [13] [3400/7329] learning_rate: 0.000100 loss_class: 0.627328 loss_bbox: 0.148266 loss_giou: 0.387066 loss_class_aux: 4.069669 loss_bbox_aux: 0.996691 loss_giou_aux: 2.479544 loss_class_dn: 0.365637 loss_bbox_dn: 0.190269 loss_giou_dn: 0.410259 loss_class_aux_dn: 1.917692 loss_bbox_aux_dn: 1.082668 loss_giou_aux_dn: 2.226317 loss: 15.780160 eta: 3 days, 3:00:32 batch_cost: 0.5540 data_cost: 0.0017 ips: 7.2198 images/s [04/08 01:00:25] ppdet.engine INFO: Epoch: [13] [3500/7329] learning_rate: 0.000100 loss_class: 0.591587 loss_bbox: 0.172031 loss_giou: 0.423625 loss_class_aux: 3.865878 loss_bbox_aux: 1.145064 loss_giou_aux: 2.721788 loss_class_dn: 0.338024 loss_bbox_dn: 0.221947 loss_giou_dn: 0.472200 loss_class_aux_dn: 1.798313 loss_bbox_aux_dn: 1.238864 loss_giou_aux_dn: 2.575526 loss: 16.022451 eta: 3 days, 2:59:25 batch_cost: 0.4954 data_cost: 0.0015 ips: 8.0746 images/s [04/08 01:01:19] ppdet.engine INFO: Epoch: [13] [3600/7329] learning_rate: 0.000100 loss_class: 0.654145 loss_bbox: 0.149556 loss_giou: 0.469228 loss_class_aux: 4.158065 loss_bbox_aux: 1.000995 loss_giou_aux: 2.985551 loss_class_dn: 0.374377 loss_bbox_dn: 0.183340 loss_giou_dn: 0.483971 loss_class_aux_dn: 1.970313 loss_bbox_aux_dn: 1.077741 loss_giou_aux_dn: 2.591315 loss: 16.998634 eta: 3 days, 2:58:10 batch_cost: 0.4789 data_cost: 0.0013 ips: 8.3520 images/s [04/08 01:02:15] ppdet.engine INFO: Epoch: [13] [3700/7329] learning_rate: 0.000100 loss_class: 0.620630 loss_bbox: 0.143027 loss_giou: 0.438471 loss_class_aux: 4.015050 loss_bbox_aux: 0.914363 loss_giou_aux: 2.781411 loss_class_dn: 0.370456 loss_bbox_dn: 0.187700 loss_giou_dn: 0.418161 loss_class_aux_dn: 2.014374 loss_bbox_aux_dn: 1.061676 loss_giou_aux_dn: 2.280704 loss: 15.914921 eta: 3 days, 2:57:05 batch_cost: 0.4979 data_cost: 0.0013 ips: 8.0339 images/s [04/08 01:03:10] ppdet.engine INFO: Epoch: [13] [3800/7329] learning_rate: 0.000100 loss_class: 0.595874 loss_bbox: 0.160357 loss_giou: 0.447204 loss_class_aux: 3.846372 loss_bbox_aux: 1.034185 loss_giou_aux: 2.861231 loss_class_dn: 0.358162 loss_bbox_dn: 0.181437 loss_giou_dn: 0.497395 loss_class_aux_dn: 1.914406 loss_bbox_aux_dn: 1.012081 loss_giou_aux_dn: 2.658958 loss: 16.950335 eta: 3 days, 2:55:53 batch_cost: 0.4845 data_cost: 0.0014 ips: 8.2559 images/s [04/08 01:04:06] ppdet.engine INFO: Epoch: [13] [3900/7329] learning_rate: 0.000100 loss_class: 0.563707 loss_bbox: 0.150384 loss_giou: 0.390278 loss_class_aux: 3.744159 loss_bbox_aux: 0.966155 loss_giou_aux: 2.471769 loss_class_dn: 0.321576 loss_bbox_dn: 0.193802 loss_giou_dn: 0.418273 loss_class_aux_dn: 1.805161 loss_bbox_aux_dn: 1.103496 loss_giou_aux_dn: 2.384065 loss: 15.444424 eta: 3 days, 2:54:50 batch_cost: 0.5002 data_cost: 0.0016 ips: 7.9963 images/s [04/08 01:05:09] ppdet.engine INFO: Epoch: [13] [4000/7329] learning_rate: 0.000100 loss_class: 0.675711 loss_bbox: 0.167749 loss_giou: 0.431050 loss_class_aux: 4.294137 loss_bbox_aux: 1.117746 loss_giou_aux: 2.734853 loss_class_dn: 0.356195 loss_bbox_dn: 0.211971 loss_giou_dn: 0.479813 loss_class_aux_dn: 1.871650 loss_bbox_aux_dn: 1.243775 loss_giou_aux_dn: 2.603704 loss: 16.380581 eta: 3 days, 2:54:11 batch_cost: 0.5477 data_cost: 0.0023 ips: 7.3027 images/s [04/08 01:06:11] ppdet.engine INFO: Epoch: [13] [4100/7329] learning_rate: 0.000100 loss_class: 0.554880 loss_bbox: 0.134269 loss_giou: 0.368813 loss_class_aux: 3.463278 loss_bbox_aux: 0.884347 loss_giou_aux: 2.419046 loss_class_dn: 0.328718 loss_bbox_dn: 0.191649 loss_giou_dn: 0.401250 loss_class_aux_dn: 1.760893 loss_bbox_aux_dn: 1.078544 loss_giou_aux_dn: 2.151583 loss: 15.228483 eta: 3 days, 2:53:34 batch_cost: 0.5512 data_cost: 0.0013 ips: 7.2574 images/s [04/08 01:07:13] ppdet.engine INFO: Epoch: [13] [4200/7329] learning_rate: 0.000100 loss_class: 0.709203 loss_bbox: 0.167382 loss_giou: 0.530174 loss_class_aux: 4.501579 loss_bbox_aux: 1.114192 loss_giou_aux: 3.270891 loss_class_dn: 0.364082 loss_bbox_dn: 0.196208 loss_giou_dn: 0.518473 loss_class_aux_dn: 1.949142 loss_bbox_aux_dn: 1.134576 loss_giou_aux_dn: 2.805733 loss: 17.115648 eta: 3 days, 2:53:01 batch_cost: 0.5603 data_cost: 0.0013 ips: 7.1390 images/s [04/08 01:08:10] ppdet.engine INFO: Epoch: [13] [4300/7329] learning_rate: 0.000100 loss_class: 0.604278 loss_bbox: 0.168363 loss_giou: 0.451164 loss_class_aux: 3.756464 loss_bbox_aux: 1.036309 loss_giou_aux: 2.923792 loss_class_dn: 0.346645 loss_bbox_dn: 0.188849 loss_giou_dn: 0.463708 loss_class_aux_dn: 1.822682 loss_bbox_aux_dn: 1.085888 loss_giou_aux_dn: 2.456828 loss: 15.925271 eta: 3 days, 2:52:01 batch_cost: 0.5065 data_cost: 0.0014 ips: 7.8973 images/s [04/08 01:09:09] ppdet.engine INFO: Epoch: [13] [4400/7329] learning_rate: 0.000100 loss_class: 0.531760 loss_bbox: 0.147262 loss_giou: 0.395014 loss_class_aux: 3.549087 loss_bbox_aux: 0.965208 loss_giou_aux: 2.523490 loss_class_dn: 0.308441 loss_bbox_dn: 0.185874 loss_giou_dn: 0.384016 loss_class_aux_dn: 1.671671 loss_bbox_aux_dn: 1.073868 loss_giou_aux_dn: 2.118189 loss: 14.338148 eta: 3 days, 2:51:10 batch_cost: 0.5253 data_cost: 0.0014 ips: 7.6143 images/s [04/08 01:10:12] ppdet.engine INFO: Epoch: [13] [4500/7329] learning_rate: 0.000100 loss_class: 0.634229 loss_bbox: 0.157050 loss_giou: 0.439532 loss_class_aux: 4.021368 loss_bbox_aux: 1.031714 loss_giou_aux: 2.791044 loss_class_dn: 0.371549 loss_bbox_dn: 0.179745 loss_giou_dn: 0.452443 loss_class_aux_dn: 1.969479 loss_bbox_aux_dn: 1.036839 loss_giou_aux_dn: 2.431305 loss: 16.351274 eta: 3 days, 2:50:33 batch_cost: 0.5519 data_cost: 0.0015 ips: 7.2479 images/s [04/08 01:11:15] ppdet.engine INFO: Epoch: [13] [4600/7329] learning_rate: 0.000100 loss_class: 0.567094 loss_bbox: 0.146744 loss_giou: 0.391151 loss_class_aux: 3.808168 loss_bbox_aux: 0.948038 loss_giou_aux: 2.599811 loss_class_dn: 0.332656 loss_bbox_dn: 0.172212 loss_giou_dn: 0.424834 loss_class_aux_dn: 1.758469 loss_bbox_aux_dn: 1.044763 loss_giou_aux_dn: 2.396017 loss: 14.960473 eta: 3 days, 2:50:04 batch_cost: 0.5661 data_cost: 0.0014 ips: 7.0661 images/s [04/08 01:12:25] ppdet.engine INFO: Epoch: [13] [4700/7329] learning_rate: 0.000100 loss_class: 0.610124 loss_bbox: 0.154495 loss_giou: 0.398390 loss_class_aux: 3.969800 loss_bbox_aux: 1.005514 loss_giou_aux: 2.580456 loss_class_dn: 0.331739 loss_bbox_dn: 0.173203 loss_giou_dn: 0.404084 loss_class_aux_dn: 1.771904 loss_bbox_aux_dn: 0.980837 loss_giou_aux_dn: 2.152841 loss: 15.623232 eta: 3 days, 2:49:58 batch_cost: 0.6123 data_cost: 0.0015 ips: 6.5327 images/s [04/08 01:13:25] ppdet.engine INFO: Epoch: [13] [4800/7329] learning_rate: 0.000100 loss_class: 0.615781 loss_bbox: 0.149016 loss_giou: 0.384231 loss_class_aux: 4.064221 loss_bbox_aux: 1.017362 loss_giou_aux: 2.435049 loss_class_dn: 0.337626 loss_bbox_dn: 0.227552 loss_giou_dn: 0.426923 loss_class_aux_dn: 1.836935 loss_bbox_aux_dn: 1.257826 loss_giou_aux_dn: 2.341094 loss: 15.209801 eta: 3 days, 2:49:17 batch_cost: 0.5438 data_cost: 0.0013 ips: 7.3558 images/s [04/08 01:14:25] ppdet.engine INFO: Epoch: [13] [4900/7329] learning_rate: 0.000100 loss_class: 0.584110 loss_bbox: 0.151180 loss_giou: 0.444058 loss_class_aux: 3.772858 loss_bbox_aux: 0.998622 loss_giou_aux: 2.720793 loss_class_dn: 0.329915 loss_bbox_dn: 0.173183 loss_giou_dn: 0.444557 loss_class_aux_dn: 1.761200 loss_bbox_aux_dn: 1.011503 loss_giou_aux_dn: 2.395601 loss: 15.375549 eta: 3 days, 2:48:29 batch_cost: 0.5321 data_cost: 0.0014 ips: 7.5172 images/s [04/08 01:15:24] ppdet.engine INFO: Epoch: [13] [5000/7329] learning_rate: 0.000100 loss_class: 0.587670 loss_bbox: 0.152115 loss_giou: 0.427741 loss_class_aux: 3.823088 loss_bbox_aux: 0.995024 loss_giou_aux: 2.729052 loss_class_dn: 0.339918 loss_bbox_dn: 0.182372 loss_giou_dn: 0.444140 loss_class_aux_dn: 1.789141 loss_bbox_aux_dn: 1.068301 loss_giou_aux_dn: 2.381824 loss: 15.327432 eta: 3 days, 2:47:38 batch_cost: 0.5238 data_cost: 0.0015 ips: 7.6361 images/s [04/08 01:16:18] ppdet.engine INFO: Epoch: [13] [5100/7329] learning_rate: 0.000100 loss_class: 0.659886 loss_bbox: 0.177918 loss_giou: 0.429811 loss_class_aux: 4.288978 loss_bbox_aux: 1.145974 loss_giou_aux: 2.832031 loss_class_dn: 0.361936 loss_bbox_dn: 0.199315 loss_giou_dn: 0.457769 loss_class_aux_dn: 1.919817 loss_bbox_aux_dn: 1.164170 loss_giou_aux_dn: 2.508090 loss: 17.389782 eta: 3 days, 2:46:26 batch_cost: 0.4843 data_cost: 0.0014 ips: 8.2586 images/s [04/08 01:17:18] ppdet.engine INFO: Epoch: [13] [5200/7329] learning_rate: 0.000100 loss_class: 0.647852 loss_bbox: 0.144373 loss_giou: 0.408916 loss_class_aux: 4.161238 loss_bbox_aux: 0.988757 loss_giou_aux: 2.582421 loss_class_dn: 0.349658 loss_bbox_dn: 0.187044 loss_giou_dn: 0.438694 loss_class_aux_dn: 1.896571 loss_bbox_aux_dn: 1.076624 loss_giou_aux_dn: 2.384530 loss: 15.845814 eta: 3 days, 2:45:39 batch_cost: 0.5323 data_cost: 0.0017 ips: 7.5152 images/s [04/08 01:18:21] ppdet.engine INFO: Epoch: [13] [5300/7329] learning_rate: 0.000100 loss_class: 0.622762 loss_bbox: 0.157236 loss_giou: 0.450645 loss_class_aux: 4.007915 loss_bbox_aux: 1.062438 loss_giou_aux: 2.886457 loss_class_dn: 0.351565 loss_bbox_dn: 0.175895 loss_giou_dn: 0.473821 loss_class_aux_dn: 1.874817 loss_bbox_aux_dn: 1.033187 loss_giou_aux_dn: 2.528334 loss: 15.534912 eta: 3 days, 2:45:00 batch_cost: 0.5497 data_cost: 0.0015 ips: 7.2771 images/s [04/08 01:19:18] ppdet.engine INFO: Epoch: [13] [5400/7329] learning_rate: 0.000100 loss_class: 0.615925 loss_bbox: 0.168385 loss_giou: 0.457917 loss_class_aux: 3.919112 loss_bbox_aux: 1.077824 loss_giou_aux: 2.858062 loss_class_dn: 0.352430 loss_bbox_dn: 0.208284 loss_giou_dn: 0.446689 loss_class_aux_dn: 1.865014 loss_bbox_aux_dn: 1.170368 loss_giou_aux_dn: 2.430226 loss: 16.338680 eta: 3 days, 2:44:05 batch_cost: 0.5155 data_cost: 0.0013 ips: 7.7597 images/s [04/08 01:20:14] ppdet.engine INFO: Epoch: [13] [5500/7329] learning_rate: 0.000100 loss_class: 0.557709 loss_bbox: 0.144474 loss_giou: 0.383371 loss_class_aux: 3.557754 loss_bbox_aux: 0.962946 loss_giou_aux: 2.527652 loss_class_dn: 0.328456 loss_bbox_dn: 0.178181 loss_giou_dn: 0.398490 loss_class_aux_dn: 1.756619 loss_bbox_aux_dn: 1.029623 loss_giou_aux_dn: 2.125434 loss: 14.325948 eta: 3 days, 2:42:55 batch_cost: 0.4878 data_cost: 0.0014 ips: 8.2004 images/s [04/08 01:21:09] ppdet.engine INFO: Epoch: [13] [5600/7329] learning_rate: 0.000100 loss_class: 0.695620 loss_bbox: 0.177360 loss_giou: 0.422535 loss_class_aux: 4.461964 loss_bbox_aux: 1.125876 loss_giou_aux: 2.763635 loss_class_dn: 0.368327 loss_bbox_dn: 0.197668 loss_giou_dn: 0.487670 loss_class_aux_dn: 1.954100 loss_bbox_aux_dn: 1.116992 loss_giou_aux_dn: 2.610974 loss: 17.028765 eta: 3 days, 2:41:48 batch_cost: 0.4946 data_cost: 0.0015 ips: 8.0870 images/s [04/08 01:22:04] ppdet.engine INFO: Epoch: [13] [5700/7329] learning_rate: 0.000100 loss_class: 0.595309 loss_bbox: 0.147420 loss_giou: 0.411952 loss_class_aux: 3.738768 loss_bbox_aux: 0.923134 loss_giou_aux: 2.655604 loss_class_dn: 0.339416 loss_bbox_dn: 0.163466 loss_giou_dn: 0.413142 loss_class_aux_dn: 1.802732 loss_bbox_aux_dn: 0.966148 loss_giou_aux_dn: 2.270190 loss: 15.071825 eta: 3 days, 2:40:34 batch_cost: 0.4801 data_cost: 0.0013 ips: 8.3318 images/s [04/08 01:23:00] ppdet.engine INFO: Epoch: [13] [5800/7329] learning_rate: 0.000100 loss_class: 0.601447 loss_bbox: 0.142718 loss_giou: 0.487276 loss_class_aux: 3.890740 loss_bbox_aux: 0.965679 loss_giou_aux: 3.032411 loss_class_dn: 0.339208 loss_bbox_dn: 0.168021 loss_giou_dn: 0.500299 loss_class_aux_dn: 1.863630 loss_bbox_aux_dn: 0.980039 loss_giou_aux_dn: 2.750092 loss: 17.264194 eta: 3 days, 2:39:32 batch_cost: 0.5026 data_cost: 0.0014 ips: 7.9585 images/s [04/08 01:23:57] ppdet.engine INFO: Epoch: [13] [5900/7329] learning_rate: 0.000100 loss_class: 0.629494 loss_bbox: 0.173523 loss_giou: 0.490805 loss_class_aux: 4.370834 loss_bbox_aux: 1.076884 loss_giou_aux: 3.096011 loss_class_dn: 0.353353 loss_bbox_dn: 0.183433 loss_giou_dn: 0.485136 loss_class_aux_dn: 1.874938 loss_bbox_aux_dn: 1.058618 loss_giou_aux_dn: 2.642774 loss: 16.809246 eta: 3 days, 2:38:33 batch_cost: 0.5085 data_cost: 0.0013 ips: 7.8661 images/s [04/08 01:24:58] ppdet.engine INFO: Epoch: [13] [6000/7329] learning_rate: 0.000100 loss_class: 0.561002 loss_bbox: 0.148178 loss_giou: 0.369102 loss_class_aux: 3.713263 loss_bbox_aux: 0.979498 loss_giou_aux: 2.441552 loss_class_dn: 0.308690 loss_bbox_dn: 0.193398 loss_giou_dn: 0.362676 loss_class_aux_dn: 1.603953 loss_bbox_aux_dn: 1.160546 loss_giou_aux_dn: 2.040106 loss: 12.930382 eta: 3 days, 2:37:53 batch_cost: 0.5464 data_cost: 0.0016 ips: 7.3202 images/s [04/08 01:25:57] ppdet.engine INFO: Epoch: [13] [6100/7329] learning_rate: 0.000100 loss_class: 0.658647 loss_bbox: 0.168518 loss_giou: 0.460834 loss_class_aux: 4.258481 loss_bbox_aux: 1.119232 loss_giou_aux: 2.968526 loss_class_dn: 0.393560 loss_bbox_dn: 0.235619 loss_giou_dn: 0.484159 loss_class_aux_dn: 2.086303 loss_bbox_aux_dn: 1.270349 loss_giou_aux_dn: 2.600926 loss: 16.603863 eta: 3 days, 2:37:02 batch_cost: 0.5258 data_cost: 0.0013 ips: 7.6072 images/s [04/08 01:26:56] ppdet.engine INFO: Epoch: [13] [6200/7329] learning_rate: 0.000100 loss_class: 0.677093 loss_bbox: 0.166133 loss_giou: 0.417172 loss_class_aux: 4.171690 loss_bbox_aux: 1.079760 loss_giou_aux: 2.671504 loss_class_dn: 0.378275 loss_bbox_dn: 0.199957 loss_giou_dn: 0.463835 loss_class_aux_dn: 1.977829 loss_bbox_aux_dn: 1.111024 loss_giou_aux_dn: 2.461848 loss: 16.415342 eta: 3 days, 2:36:11 batch_cost: 0.5237 data_cost: 0.0017 ips: 7.6385 images/s [04/08 01:27:52] ppdet.engine INFO: Epoch: [13] [6300/7329] learning_rate: 0.000100 loss_class: 0.646172 loss_bbox: 0.166906 loss_giou: 0.421644 loss_class_aux: 4.158979 loss_bbox_aux: 1.092946 loss_giou_aux: 2.705477 loss_class_dn: 0.358106 loss_bbox_dn: 0.203670 loss_giou_dn: 0.435051 loss_class_aux_dn: 1.936048 loss_bbox_aux_dn: 1.192159 loss_giou_aux_dn: 2.361511 loss: 15.864641 eta: 3 days, 2:35:07 batch_cost: 0.4991 data_cost: 0.0014 ips: 8.0150 images/s [04/08 01:28:50] ppdet.engine INFO: Epoch: [13] [6400/7329] learning_rate: 0.000100 loss_class: 0.617207 loss_bbox: 0.159750 loss_giou: 0.431459 loss_class_aux: 4.127379 loss_bbox_aux: 1.068289 loss_giou_aux: 2.779506 loss_class_dn: 0.364509 loss_bbox_dn: 0.193531 loss_giou_dn: 0.473415 loss_class_aux_dn: 1.895133 loss_bbox_aux_dn: 1.084143 loss_giou_aux_dn: 2.541121 loss: 15.982830 eta: 3 days, 2:34:12 batch_cost: 0.5164 data_cost: 0.0013 ips: 7.7457 images/s [04/08 01:29:55] ppdet.engine INFO: Epoch: [13] [6500/7329] learning_rate: 0.000100 loss_class: 0.625828 loss_bbox: 0.166908 loss_giou: 0.388385 loss_class_aux: 4.065958 loss_bbox_aux: 1.112933 loss_giou_aux: 2.464497 loss_class_dn: 0.327190 loss_bbox_dn: 0.219301 loss_giou_dn: 0.376791 loss_class_aux_dn: 1.710076 loss_bbox_aux_dn: 1.214061 loss_giou_aux_dn: 2.018730 loss: 15.166924 eta: 3 days, 2:33:48 batch_cost: 0.5791 data_cost: 0.0014 ips: 6.9074 images/s [04/08 01:30:53] ppdet.engine INFO: Epoch: [13] [6600/7329] learning_rate: 0.000100 loss_class: 0.641899 loss_bbox: 0.160430 loss_giou: 0.454290 loss_class_aux: 4.191568 loss_bbox_aux: 1.059323 loss_giou_aux: 2.762093 loss_class_dn: 0.375948 loss_bbox_dn: 0.203898 loss_giou_dn: 0.462858 loss_class_aux_dn: 2.016726 loss_bbox_aux_dn: 1.193502 loss_giou_aux_dn: 2.466034 loss: 16.428705 eta: 3 days, 2:32:52 batch_cost: 0.5149 data_cost: 0.0013 ips: 7.7691 images/s [04/08 01:31:50] ppdet.engine INFO: Epoch: [13] [6700/7329] learning_rate: 0.000100 loss_class: 0.638906 loss_bbox: 0.143881 loss_giou: 0.422483 loss_class_aux: 4.160674 loss_bbox_aux: 0.955507 loss_giou_aux: 2.704285 loss_class_dn: 0.357092 loss_bbox_dn: 0.173426 loss_giou_dn: 0.454814 loss_class_aux_dn: 1.890383 loss_bbox_aux_dn: 0.972311 loss_giou_aux_dn: 2.448200 loss: 15.301788 eta: 3 days, 2:31:53 batch_cost: 0.5084 data_cost: 0.0014 ips: 7.8678 images/s [04/08 01:32:44] ppdet.engine INFO: Epoch: [13] [6800/7329] learning_rate: 0.000100 loss_class: 0.651154 loss_bbox: 0.179407 loss_giou: 0.495624 loss_class_aux: 4.198623 loss_bbox_aux: 1.191134 loss_giou_aux: 3.106156 loss_class_dn: 0.373687 loss_bbox_dn: 0.205551 loss_giou_dn: 0.461848 loss_class_aux_dn: 2.009503 loss_bbox_aux_dn: 1.130187 loss_giou_aux_dn: 2.529689 loss: 16.840633 eta: 3 days, 2:30:42 batch_cost: 0.4857 data_cost: 0.0013 ips: 8.2347 images/s [04/08 01:33:41] ppdet.engine INFO: Epoch: [13] [6900/7329] learning_rate: 0.000100 loss_class: 0.646081 loss_bbox: 0.153276 loss_giou: 0.459743 loss_class_aux: 4.024924 loss_bbox_aux: 0.994054 loss_giou_aux: 2.860452 loss_class_dn: 0.367142 loss_bbox_dn: 0.196280 loss_giou_dn: 0.478394 loss_class_aux_dn: 1.982523 loss_bbox_aux_dn: 1.100669 loss_giou_aux_dn: 2.573264 loss: 16.264692 eta: 3 days, 2:29:40 batch_cost: 0.5035 data_cost: 0.0013 ips: 7.9443 images/s [04/08 01:34:39] ppdet.engine INFO: Epoch: [13] [7000/7329] learning_rate: 0.000100 loss_class: 0.607180 loss_bbox: 0.159337 loss_giou: 0.407643 loss_class_aux: 3.742864 loss_bbox_aux: 1.062986 loss_giou_aux: 2.597801 loss_class_dn: 0.331859 loss_bbox_dn: 0.207201 loss_giou_dn: 0.450409 loss_class_aux_dn: 1.799542 loss_bbox_aux_dn: 1.172544 loss_giou_aux_dn: 2.429007 loss: 15.035004 eta: 3 days, 2:28:41 batch_cost: 0.5089 data_cost: 0.0016 ips: 7.8594 images/s [04/08 01:35:34] ppdet.engine INFO: Epoch: [13] [7100/7329] learning_rate: 0.000100 loss_class: 0.612977 loss_bbox: 0.148076 loss_giou: 0.486317 loss_class_aux: 4.090406 loss_bbox_aux: 0.981507 loss_giou_aux: 3.228885 loss_class_dn: 0.397770 loss_bbox_dn: 0.190745 loss_giou_dn: 0.509814 loss_class_aux_dn: 2.134871 loss_bbox_aux_dn: 1.041907 loss_giou_aux_dn: 2.817038 loss: 16.932499 eta: 3 days, 2:27:36 batch_cost: 0.4960 data_cost: 0.0014 ips: 8.0642 images/s [04/08 01:36:32] ppdet.engine INFO: Epoch: [13] [7200/7329] learning_rate: 0.000100 loss_class: 0.596964 loss_bbox: 0.132391 loss_giou: 0.392617 loss_class_aux: 3.916033 loss_bbox_aux: 0.884180 loss_giou_aux: 2.442808 loss_class_dn: 0.344229 loss_bbox_dn: 0.191904 loss_giou_dn: 0.414669 loss_class_aux_dn: 1.793810 loss_bbox_aux_dn: 1.140129 loss_giou_aux_dn: 2.209463 loss: 14.804605 eta: 3 days, 2:26:38 batch_cost: 0.5108 data_cost: 0.0013 ips: 7.8313 images/s [04/08 01:37:32] ppdet.engine INFO: Epoch: [13] [7300/7329] learning_rate: 0.000100 loss_class: 0.710219 loss_bbox: 0.177213 loss_giou: 0.467811 loss_class_aux: 4.589745 loss_bbox_aux: 1.129852 loss_giou_aux: 2.953875 loss_class_dn: 0.364515 loss_bbox_dn: 0.212976 loss_giou_dn: 0.498158 loss_class_aux_dn: 1.935885 loss_bbox_aux_dn: 1.214043 loss_giou_aux_dn: 2.694134 loss: 17.377985 eta: 3 days, 2:25:52 batch_cost: 0.5348 data_cost: 0.0016 ips: 7.4790 images/s [04/08 01:37:52] ppdet.engine INFO: Eval iter: 0 [04/08 01:38:19] ppdet.engine INFO: Eval iter: 100 [04/08 01:38:45] ppdet.engine INFO: Eval iter: 200 [04/08 01:39:12] ppdet.engine INFO: Eval iter: 300 [04/08 01:39:39] ppdet.engine INFO: Eval iter: 400 [04/08 01:40:07] ppdet.engine INFO: Eval iter: 500 [04/08 01:40:35] ppdet.engine INFO: Eval iter: 600 [04/08 01:41:07] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/08 01:41:08] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.62s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=120.18s). Accumulating evaluation results... DONE (t=30.26s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.492 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.672 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.293 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.672 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.375 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.624 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.695 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.507 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.740 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.883 [04/08 01:43:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.42292366887984 [04/08 01:44:00] ppdet.engine INFO: Best test bbox ap is 0.492. [04/08 01:44:02] ppdet.engine INFO: Epoch: [14] [ 0/7329] learning_rate: 0.000100 loss_class: 0.664091 loss_bbox: 0.163642 loss_giou: 0.436289 loss_class_aux: 4.353430 loss_bbox_aux: 1.064097 loss_giou_aux: 2.797914 loss_class_dn: 0.356183 loss_bbox_dn: 0.199070 loss_giou_dn: 0.436924 loss_class_aux_dn: 1.885720 loss_bbox_aux_dn: 1.130380 loss_giou_aux_dn: 2.393734 loss: 16.406570 eta: 3 days, 2:25:31 batch_cost: 0.5038 data_cost: 0.0016 ips: 7.9401 images/s [04/08 01:44:59] ppdet.engine INFO: Epoch: [14] [ 100/7329] learning_rate: 0.000100 loss_class: 0.653315 loss_bbox: 0.165581 loss_giou: 0.404062 loss_class_aux: 4.172497 loss_bbox_aux: 1.159059 loss_giou_aux: 2.566137 loss_class_dn: 0.377707 loss_bbox_dn: 0.208451 loss_giou_dn: 0.452789 loss_class_aux_dn: 2.018275 loss_bbox_aux_dn: 1.183565 loss_giou_aux_dn: 2.470159 loss: 16.497055 eta: 3 days, 2:24:27 batch_cost: 0.4978 data_cost: 0.0015 ips: 8.0360 images/s [04/08 01:45:55] ppdet.engine INFO: Epoch: [14] [ 200/7329] learning_rate: 0.000100 loss_class: 0.712155 loss_bbox: 0.157557 loss_giou: 0.462387 loss_class_aux: 4.507821 loss_bbox_aux: 1.084469 loss_giou_aux: 2.993055 loss_class_dn: 0.361810 loss_bbox_dn: 0.205319 loss_giou_dn: 0.502437 loss_class_aux_dn: 1.922343 loss_bbox_aux_dn: 1.185971 loss_giou_aux_dn: 2.737904 loss: 17.194855 eta: 3 days, 2:23:24 batch_cost: 0.5002 data_cost: 0.0014 ips: 7.9969 images/s [04/08 01:46:51] ppdet.engine INFO: Epoch: [14] [ 300/7329] learning_rate: 0.000100 loss_class: 0.640397 loss_bbox: 0.158985 loss_giou: 0.408712 loss_class_aux: 4.185751 loss_bbox_aux: 1.039744 loss_giou_aux: 2.654855 loss_class_dn: 0.332547 loss_bbox_dn: 0.220353 loss_giou_dn: 0.401370 loss_class_aux_dn: 1.779370 loss_bbox_aux_dn: 1.263102 loss_giou_aux_dn: 2.169766 loss: 14.923404 eta: 3 days, 2:22:20 batch_cost: 0.4998 data_cost: 0.0014 ips: 8.0036 images/s [04/08 01:47:50] ppdet.engine INFO: Epoch: [14] [ 400/7329] learning_rate: 0.000100 loss_class: 0.667182 loss_bbox: 0.149825 loss_giou: 0.412170 loss_class_aux: 4.347059 loss_bbox_aux: 1.007333 loss_giou_aux: 2.735998 loss_class_dn: 0.364217 loss_bbox_dn: 0.183774 loss_giou_dn: 0.458097 loss_class_aux_dn: 1.947406 loss_bbox_aux_dn: 1.128284 loss_giou_aux_dn: 2.498242 loss: 16.775517 eta: 3 days, 2:21:25 batch_cost: 0.5152 data_cost: 0.0019 ips: 7.7646 images/s [04/08 01:48:50] ppdet.engine INFO: Epoch: [14] [ 500/7329] learning_rate: 0.000100 loss_class: 0.600526 loss_bbox: 0.164889 loss_giou: 0.415951 loss_class_aux: 3.799250 loss_bbox_aux: 1.106973 loss_giou_aux: 2.686674 loss_class_dn: 0.348631 loss_bbox_dn: 0.203928 loss_giou_dn: 0.443049 loss_class_aux_dn: 1.862039 loss_bbox_aux_dn: 1.163663 loss_giou_aux_dn: 2.366399 loss: 16.122316 eta: 3 days, 2:20:37 batch_cost: 0.5315 data_cost: 0.0013 ips: 7.5265 images/s [04/08 01:49:52] ppdet.engine INFO: Epoch: [14] [ 600/7329] learning_rate: 0.000100 loss_class: 0.606716 loss_bbox: 0.150518 loss_giou: 0.440064 loss_class_aux: 3.982991 loss_bbox_aux: 0.992223 loss_giou_aux: 2.767718 loss_class_dn: 0.343202 loss_bbox_dn: 0.187979 loss_giou_dn: 0.434613 loss_class_aux_dn: 1.857509 loss_bbox_aux_dn: 1.073115 loss_giou_aux_dn: 2.365418 loss: 15.262020 eta: 3 days, 2:19:59 batch_cost: 0.5517 data_cost: 0.0013 ips: 7.2508 images/s [04/08 01:50:46] ppdet.engine INFO: Epoch: [14] [ 700/7329] learning_rate: 0.000100 loss_class: 0.637494 loss_bbox: 0.156555 loss_giou: 0.530602 loss_class_aux: 4.143219 loss_bbox_aux: 1.032210 loss_giou_aux: 3.323659 loss_class_dn: 0.406396 loss_bbox_dn: 0.185978 loss_giou_dn: 0.557999 loss_class_aux_dn: 2.112700 loss_bbox_aux_dn: 1.034079 loss_giou_aux_dn: 2.957994 loss: 17.812569 eta: 3 days, 2:18:48 batch_cost: 0.4835 data_cost: 0.0013 ips: 8.2735 images/s [04/08 01:51:40] ppdet.engine INFO: Epoch: [14] [ 800/7329] learning_rate: 0.000100 loss_class: 0.553961 loss_bbox: 0.128073 loss_giou: 0.348735 loss_class_aux: 3.598268 loss_bbox_aux: 0.862342 loss_giou_aux: 2.335886 loss_class_dn: 0.300869 loss_bbox_dn: 0.177902 loss_giou_dn: 0.340086 loss_class_aux_dn: 1.588837 loss_bbox_aux_dn: 0.995640 loss_giou_aux_dn: 1.956452 loss: 13.461914 eta: 3 days, 2:17:37 batch_cost: 0.4834 data_cost: 0.0013 ips: 8.2743 images/s [04/08 01:52:39] ppdet.engine INFO: Epoch: [14] [ 900/7329] learning_rate: 0.000100 loss_class: 0.635072 loss_bbox: 0.164839 loss_giou: 0.446820 loss_class_aux: 4.217832 loss_bbox_aux: 1.104894 loss_giou_aux: 2.834422 loss_class_dn: 0.380914 loss_bbox_dn: 0.192943 loss_giou_dn: 0.453513 loss_class_aux_dn: 2.039708 loss_bbox_aux_dn: 1.141324 loss_giou_aux_dn: 2.490719 loss: 16.832745 eta: 3 days, 2:16:42 batch_cost: 0.5180 data_cost: 0.0014 ips: 7.7223 images/s [04/08 01:53:37] ppdet.engine INFO: Epoch: [14] [1000/7329] learning_rate: 0.000100 loss_class: 0.645348 loss_bbox: 0.144374 loss_giou: 0.433049 loss_class_aux: 4.249837 loss_bbox_aux: 0.926557 loss_giou_aux: 2.792741 loss_class_dn: 0.367953 loss_bbox_dn: 0.194972 loss_giou_dn: 0.473664 loss_class_aux_dn: 1.999656 loss_bbox_aux_dn: 1.133196 loss_giou_aux_dn: 2.539659 loss: 16.515068 eta: 3 days, 2:15:47 batch_cost: 0.5166 data_cost: 0.0014 ips: 7.7424 images/s [04/08 01:54:39] ppdet.engine INFO: Epoch: [14] [1100/7329] learning_rate: 0.000100 loss_class: 0.675888 loss_bbox: 0.160805 loss_giou: 0.400195 loss_class_aux: 4.315615 loss_bbox_aux: 1.010790 loss_giou_aux: 2.511375 loss_class_dn: 0.363951 loss_bbox_dn: 0.189332 loss_giou_dn: 0.425084 loss_class_aux_dn: 1.950557 loss_bbox_aux_dn: 1.088498 loss_giou_aux_dn: 2.268663 loss: 15.851192 eta: 3 days, 2:15:16 batch_cost: 0.5644 data_cost: 0.0014 ips: 7.0866 images/s [04/08 01:55:38] ppdet.engine INFO: Epoch: [14] [1200/7329] learning_rate: 0.000100 loss_class: 0.656278 loss_bbox: 0.148715 loss_giou: 0.402850 loss_class_aux: 4.096299 loss_bbox_aux: 0.978030 loss_giou_aux: 2.580555 loss_class_dn: 0.342637 loss_bbox_dn: 0.191318 loss_giou_dn: 0.426011 loss_class_aux_dn: 1.882470 loss_bbox_aux_dn: 1.141506 loss_giou_aux_dn: 2.294944 loss: 15.569336 eta: 3 days, 2:14:24 batch_cost: 0.5220 data_cost: 0.0013 ips: 7.6629 images/s [04/08 01:56:37] ppdet.engine INFO: Epoch: [14] [1300/7329] learning_rate: 0.000100 loss_class: 0.651795 loss_bbox: 0.160359 loss_giou: 0.437202 loss_class_aux: 4.250168 loss_bbox_aux: 1.030096 loss_giou_aux: 2.748112 loss_class_dn: 0.389165 loss_bbox_dn: 0.200695 loss_giou_dn: 0.474849 loss_class_aux_dn: 2.031662 loss_bbox_aux_dn: 1.143179 loss_giou_aux_dn: 2.634643 loss: 17.330753 eta: 3 days, 2:13:37 batch_cost: 0.5340 data_cost: 0.0013 ips: 7.4905 images/s [04/08 01:57:36] ppdet.engine INFO: Epoch: [14] [1400/7329] learning_rate: 0.000100 loss_class: 0.579539 loss_bbox: 0.137206 loss_giou: 0.404317 loss_class_aux: 3.724594 loss_bbox_aux: 0.930623 loss_giou_aux: 2.622961 loss_class_dn: 0.330080 loss_bbox_dn: 0.169508 loss_giou_dn: 0.442719 loss_class_aux_dn: 1.761122 loss_bbox_aux_dn: 0.947865 loss_giou_aux_dn: 2.471970 loss: 15.084919 eta: 3 days, 2:12:47 batch_cost: 0.5257 data_cost: 0.0014 ips: 7.6096 images/s [04/08 01:58:36] ppdet.engine INFO: Epoch: [14] [1500/7329] learning_rate: 0.000100 loss_class: 0.640819 loss_bbox: 0.160149 loss_giou: 0.455504 loss_class_aux: 4.237134 loss_bbox_aux: 1.024179 loss_giou_aux: 2.866716 loss_class_dn: 0.378895 loss_bbox_dn: 0.189628 loss_giou_dn: 0.457386 loss_class_aux_dn: 2.020302 loss_bbox_aux_dn: 1.106196 loss_giou_aux_dn: 2.476399 loss: 16.728115 eta: 3 days, 2:11:58 batch_cost: 0.5289 data_cost: 0.0017 ips: 7.5622 images/s [04/08 01:59:31] ppdet.engine INFO: Epoch: [14] [1600/7329] learning_rate: 0.000100 loss_class: 0.690235 loss_bbox: 0.165929 loss_giou: 0.477672 loss_class_aux: 4.395815 loss_bbox_aux: 1.107587 loss_giou_aux: 3.084723 loss_class_dn: 0.372650 loss_bbox_dn: 0.190003 loss_giou_dn: 0.510519 loss_class_aux_dn: 1.999146 loss_bbox_aux_dn: 1.065651 loss_giou_aux_dn: 2.724212 loss: 17.413456 eta: 3 days, 2:10:50 batch_cost: 0.4897 data_cost: 0.0013 ips: 8.1676 images/s [04/08 02:00:30] ppdet.engine INFO: Epoch: [14] [1700/7329] learning_rate: 0.000100 loss_class: 0.628249 loss_bbox: 0.162854 loss_giou: 0.483003 loss_class_aux: 4.208926 loss_bbox_aux: 1.054810 loss_giou_aux: 2.993505 loss_class_dn: 0.372358 loss_bbox_dn: 0.195741 loss_giou_dn: 0.477490 loss_class_aux_dn: 1.974036 loss_bbox_aux_dn: 1.101097 loss_giou_aux_dn: 2.623346 loss: 17.087238 eta: 3 days, 2:10:01 batch_cost: 0.5298 data_cost: 0.0014 ips: 7.5503 images/s [04/08 02:01:28] ppdet.engine INFO: Epoch: [14] [1800/7329] learning_rate: 0.000100 loss_class: 0.638060 loss_bbox: 0.181822 loss_giou: 0.448606 loss_class_aux: 4.191532 loss_bbox_aux: 1.169764 loss_giou_aux: 2.888908 loss_class_dn: 0.395526 loss_bbox_dn: 0.205026 loss_giou_dn: 0.479139 loss_class_aux_dn: 2.062101 loss_bbox_aux_dn: 1.146644 loss_giou_aux_dn: 2.599760 loss: 17.233505 eta: 3 days, 2:09:04 batch_cost: 0.5125 data_cost: 0.0014 ips: 7.8044 images/s [04/08 02:02:29] ppdet.engine INFO: Epoch: [14] [1900/7329] learning_rate: 0.000100 loss_class: 0.559179 loss_bbox: 0.141970 loss_giou: 0.381509 loss_class_aux: 3.596130 loss_bbox_aux: 0.929911 loss_giou_aux: 2.466306 loss_class_dn: 0.304562 loss_bbox_dn: 0.173035 loss_giou_dn: 0.401397 loss_class_aux_dn: 1.666788 loss_bbox_aux_dn: 0.971490 loss_giou_aux_dn: 2.271357 loss: 13.967369 eta: 3 days, 2:08:20 batch_cost: 0.5374 data_cost: 0.0015 ips: 7.4439 images/s [04/08 02:03:27] ppdet.engine INFO: Epoch: [14] [2000/7329] learning_rate: 0.000100 loss_class: 0.561445 loss_bbox: 0.155286 loss_giou: 0.379603 loss_class_aux: 3.602985 loss_bbox_aux: 1.030732 loss_giou_aux: 2.431394 loss_class_dn: 0.307737 loss_bbox_dn: 0.180426 loss_giou_dn: 0.403440 loss_class_aux_dn: 1.632525 loss_bbox_aux_dn: 1.042832 loss_giou_aux_dn: 2.229797 loss: 13.560844 eta: 3 days, 2:07:24 batch_cost: 0.5159 data_cost: 0.0014 ips: 7.7541 images/s [04/08 02:04:27] ppdet.engine INFO: Epoch: [14] [2100/7329] learning_rate: 0.000100 loss_class: 0.683884 loss_bbox: 0.168271 loss_giou: 0.444952 loss_class_aux: 4.101570 loss_bbox_aux: 1.052274 loss_giou_aux: 2.774105 loss_class_dn: 0.362108 loss_bbox_dn: 0.195297 loss_giou_dn: 0.443368 loss_class_aux_dn: 1.930788 loss_bbox_aux_dn: 1.084698 loss_giou_aux_dn: 2.382009 loss: 15.908937 eta: 3 days, 2:06:39 batch_cost: 0.5364 data_cost: 0.0013 ips: 7.4564 images/s [04/08 02:05:33] ppdet.engine INFO: Epoch: [14] [2200/7329] learning_rate: 0.000100 loss_class: 0.642197 loss_bbox: 0.172757 loss_giou: 0.425342 loss_class_aux: 3.996042 loss_bbox_aux: 1.095770 loss_giou_aux: 2.755855 loss_class_dn: 0.355269 loss_bbox_dn: 0.204223 loss_giou_dn: 0.462482 loss_class_aux_dn: 1.886691 loss_bbox_aux_dn: 1.180569 loss_giou_aux_dn: 2.451506 loss: 16.355459 eta: 3 days, 2:06:20 batch_cost: 0.5901 data_cost: 0.0021 ips: 6.7787 images/s [04/08 02:06:35] ppdet.engine INFO: Epoch: [14] [2300/7329] learning_rate: 0.000100 loss_class: 0.692288 loss_bbox: 0.184186 loss_giou: 0.461684 loss_class_aux: 4.404672 loss_bbox_aux: 1.160354 loss_giou_aux: 2.988646 loss_class_dn: 0.373775 loss_bbox_dn: 0.226045 loss_giou_dn: 0.486279 loss_class_aux_dn: 1.972500 loss_bbox_aux_dn: 1.301589 loss_giou_aux_dn: 2.596569 loss: 17.155884 eta: 3 days, 2:05:43 batch_cost: 0.5530 data_cost: 0.0013 ips: 7.2327 images/s [04/08 02:07:29] ppdet.engine INFO: Epoch: [14] [2400/7329] learning_rate: 0.000100 loss_class: 0.609138 loss_bbox: 0.159556 loss_giou: 0.461438 loss_class_aux: 4.010346 loss_bbox_aux: 1.005115 loss_giou_aux: 2.910199 loss_class_dn: 0.340341 loss_bbox_dn: 0.197108 loss_giou_dn: 0.462410 loss_class_aux_dn: 1.821975 loss_bbox_aux_dn: 1.169032 loss_giou_aux_dn: 2.492147 loss: 16.246361 eta: 3 days, 2:04:30 batch_cost: 0.4810 data_cost: 0.0013 ips: 8.3157 images/s [04/08 02:08:28] ppdet.engine INFO: Epoch: [14] [2500/7329] learning_rate: 0.000100 loss_class: 0.631621 loss_bbox: 0.156999 loss_giou: 0.389307 loss_class_aux: 4.067354 loss_bbox_aux: 0.996712 loss_giou_aux: 2.468283 loss_class_dn: 0.349822 loss_bbox_dn: 0.172474 loss_giou_dn: 0.426313 loss_class_aux_dn: 1.895899 loss_bbox_aux_dn: 1.036121 loss_giou_aux_dn: 2.263814 loss: 15.472927 eta: 3 days, 2:03:37 batch_cost: 0.5201 data_cost: 0.0015 ips: 7.6904 images/s [04/08 02:09:29] ppdet.engine INFO: Epoch: [14] [2600/7329] learning_rate: 0.000100 loss_class: 0.690798 loss_bbox: 0.168506 loss_giou: 0.407053 loss_class_aux: 4.346300 loss_bbox_aux: 1.071659 loss_giou_aux: 2.553534 loss_class_dn: 0.387211 loss_bbox_dn: 0.214393 loss_giou_dn: 0.442292 loss_class_aux_dn: 2.059878 loss_bbox_aux_dn: 1.238327 loss_giou_aux_dn: 2.441765 loss: 16.520985 eta: 3 days, 2:02:56 batch_cost: 0.5446 data_cost: 0.0015 ips: 7.3449 images/s [04/08 02:10:35] ppdet.engine INFO: Epoch: [14] [2700/7329] learning_rate: 0.000100 loss_class: 0.698466 loss_bbox: 0.146365 loss_giou: 0.443107 loss_class_aux: 4.522760 loss_bbox_aux: 1.066437 loss_giou_aux: 2.856500 loss_class_dn: 0.389528 loss_bbox_dn: 0.214848 loss_giou_dn: 0.466865 loss_class_aux_dn: 2.111022 loss_bbox_aux_dn: 1.250838 loss_giou_aux_dn: 2.587327 loss: 17.092829 eta: 3 days, 2:02:40 batch_cost: 0.5968 data_cost: 0.0013 ips: 6.7021 images/s [04/08 02:11:33] ppdet.engine INFO: Epoch: [14] [2800/7329] learning_rate: 0.000100 loss_class: 0.528149 loss_bbox: 0.142886 loss_giou: 0.361135 loss_class_aux: 3.542870 loss_bbox_aux: 0.921613 loss_giou_aux: 2.247960 loss_class_dn: 0.309625 loss_bbox_dn: 0.175787 loss_giou_dn: 0.365059 loss_class_aux_dn: 1.667092 loss_bbox_aux_dn: 1.034539 loss_giou_aux_dn: 2.010638 loss: 14.125544 eta: 3 days, 2:01:45 batch_cost: 0.5169 data_cost: 0.0014 ips: 7.7382 images/s [04/08 02:12:32] ppdet.engine INFO: Epoch: [14] [2900/7329] learning_rate: 0.000100 loss_class: 0.675265 loss_bbox: 0.165121 loss_giou: 0.452995 loss_class_aux: 4.269285 loss_bbox_aux: 1.143865 loss_giou_aux: 2.917854 loss_class_dn: 0.360207 loss_bbox_dn: 0.215076 loss_giou_dn: 0.499940 loss_class_aux_dn: 1.922054 loss_bbox_aux_dn: 1.208604 loss_giou_aux_dn: 2.688070 loss: 16.488400 eta: 3 days, 2:00:52 batch_cost: 0.5209 data_cost: 0.0014 ips: 7.6788 images/s [04/08 02:13:32] ppdet.engine INFO: Epoch: [14] [3000/7329] learning_rate: 0.000100 loss_class: 0.659645 loss_bbox: 0.166753 loss_giou: 0.430439 loss_class_aux: 4.379815 loss_bbox_aux: 1.097265 loss_giou_aux: 2.629232 loss_class_dn: 0.362378 loss_bbox_dn: 0.196986 loss_giou_dn: 0.442154 loss_class_aux_dn: 1.936424 loss_bbox_aux_dn: 1.115130 loss_giou_aux_dn: 2.393518 loss: 16.364235 eta: 3 days, 2:00:09 batch_cost: 0.5414 data_cost: 0.0014 ips: 7.3882 images/s [04/08 02:14:27] ppdet.engine INFO: Epoch: [14] [3100/7329] learning_rate: 0.000100 loss_class: 0.611984 loss_bbox: 0.165869 loss_giou: 0.403146 loss_class_aux: 4.120671 loss_bbox_aux: 1.111050 loss_giou_aux: 2.602541 loss_class_dn: 0.354073 loss_bbox_dn: 0.189935 loss_giou_dn: 0.419388 loss_class_aux_dn: 1.911888 loss_bbox_aux_dn: 1.090827 loss_giou_aux_dn: 2.350289 loss: 16.280537 eta: 3 days, 1:59:01 batch_cost: 0.4908 data_cost: 0.0014 ips: 8.1499 images/s [04/08 02:15:23] ppdet.engine INFO: Epoch: [14] [3200/7329] learning_rate: 0.000100 loss_class: 0.692338 loss_bbox: 0.189618 loss_giou: 0.445062 loss_class_aux: 4.503595 loss_bbox_aux: 1.215614 loss_giou_aux: 2.979673 loss_class_dn: 0.386794 loss_bbox_dn: 0.231188 loss_giou_dn: 0.481374 loss_class_aux_dn: 2.056333 loss_bbox_aux_dn: 1.241294 loss_giou_aux_dn: 2.656348 loss: 18.299629 eta: 3 days, 1:57:53 batch_cost: 0.4895 data_cost: 0.0013 ips: 8.1724 images/s [04/08 02:16:24] ppdet.engine INFO: Epoch: [14] [3300/7329] learning_rate: 0.000100 loss_class: 0.587644 loss_bbox: 0.148287 loss_giou: 0.439273 loss_class_aux: 3.820740 loss_bbox_aux: 1.000724 loss_giou_aux: 2.751780 loss_class_dn: 0.340287 loss_bbox_dn: 0.180380 loss_giou_dn: 0.443026 loss_class_aux_dn: 1.830387 loss_bbox_aux_dn: 1.066445 loss_giou_aux_dn: 2.410929 loss: 15.291134 eta: 3 days, 1:57:09 batch_cost: 0.5394 data_cost: 0.0018 ips: 7.4162 images/s [04/08 02:17:27] ppdet.engine INFO: Epoch: [14] [3400/7329] learning_rate: 0.000100 loss_class: 0.584957 loss_bbox: 0.164500 loss_giou: 0.442457 loss_class_aux: 3.815098 loss_bbox_aux: 1.056767 loss_giou_aux: 2.771185 loss_class_dn: 0.357975 loss_bbox_dn: 0.168547 loss_giou_dn: 0.455452 loss_class_aux_dn: 1.880791 loss_bbox_aux_dn: 0.971886 loss_giou_aux_dn: 2.436721 loss: 15.508162 eta: 3 days, 1:56:32 batch_cost: 0.5534 data_cost: 0.0016 ips: 7.2280 images/s [04/08 02:18:22] ppdet.engine INFO: Epoch: [14] [3500/7329] learning_rate: 0.000100 loss_class: 0.603850 loss_bbox: 0.149772 loss_giou: 0.387251 loss_class_aux: 3.901572 loss_bbox_aux: 0.948549 loss_giou_aux: 2.503729 loss_class_dn: 0.338680 loss_bbox_dn: 0.191529 loss_giou_dn: 0.395780 loss_class_aux_dn: 1.849084 loss_bbox_aux_dn: 1.091632 loss_giou_aux_dn: 2.142184 loss: 14.695511 eta: 3 days, 1:55:21 batch_cost: 0.4832 data_cost: 0.0014 ips: 8.2779 images/s [04/08 02:19:21] ppdet.engine INFO: Epoch: [14] [3600/7329] learning_rate: 0.000100 loss_class: 0.584727 loss_bbox: 0.156904 loss_giou: 0.461685 loss_class_aux: 4.002548 loss_bbox_aux: 1.082434 loss_giou_aux: 2.911037 loss_class_dn: 0.351043 loss_bbox_dn: 0.188461 loss_giou_dn: 0.456398 loss_class_aux_dn: 1.869439 loss_bbox_aux_dn: 1.119722 loss_giou_aux_dn: 2.529768 loss: 15.943359 eta: 3 days, 1:54:27 batch_cost: 0.5194 data_cost: 0.0013 ips: 7.7006 images/s [04/08 02:20:17] ppdet.engine INFO: Epoch: [14] [3700/7329] learning_rate: 0.000100 loss_class: 0.607151 loss_bbox: 0.154135 loss_giou: 0.438598 loss_class_aux: 3.921897 loss_bbox_aux: 0.999049 loss_giou_aux: 2.862429 loss_class_dn: 0.348999 loss_bbox_dn: 0.182942 loss_giou_dn: 0.453156 loss_class_aux_dn: 1.861212 loss_bbox_aux_dn: 1.055968 loss_giou_aux_dn: 2.464441 loss: 15.543633 eta: 3 days, 1:53:25 batch_cost: 0.5000 data_cost: 0.0015 ips: 8.0006 images/s [04/08 02:21:16] ppdet.engine INFO: Epoch: [14] [3800/7329] learning_rate: 0.000100 loss_class: 0.617872 loss_bbox: 0.143307 loss_giou: 0.437256 loss_class_aux: 4.052870 loss_bbox_aux: 0.912166 loss_giou_aux: 2.747486 loss_class_dn: 0.369242 loss_bbox_dn: 0.179056 loss_giou_dn: 0.485254 loss_class_aux_dn: 1.974797 loss_bbox_aux_dn: 1.000506 loss_giou_aux_dn: 2.656780 loss: 16.037663 eta: 3 days, 1:52:30 batch_cost: 0.5173 data_cost: 0.0014 ips: 7.7322 images/s [04/08 02:22:12] ppdet.engine INFO: Epoch: [14] [3900/7329] learning_rate: 0.000100 loss_class: 0.670647 loss_bbox: 0.154199 loss_giou: 0.460457 loss_class_aux: 4.182369 loss_bbox_aux: 1.045452 loss_giou_aux: 2.983788 loss_class_dn: 0.368997 loss_bbox_dn: 0.191942 loss_giou_dn: 0.477312 loss_class_aux_dn: 1.954678 loss_bbox_aux_dn: 1.097297 loss_giou_aux_dn: 2.649629 loss: 16.803911 eta: 3 days, 1:51:27 batch_cost: 0.5003 data_cost: 0.0014 ips: 7.9957 images/s [04/08 02:23:13] ppdet.engine INFO: Epoch: [14] [4000/7329] learning_rate: 0.000100 loss_class: 0.579274 loss_bbox: 0.163224 loss_giou: 0.374642 loss_class_aux: 3.718046 loss_bbox_aux: 1.022572 loss_giou_aux: 2.405742 loss_class_dn: 0.315368 loss_bbox_dn: 0.201609 loss_giou_dn: 0.384343 loss_class_aux_dn: 1.711319 loss_bbox_aux_dn: 1.148816 loss_giou_aux_dn: 2.124258 loss: 15.205158 eta: 3 days, 1:50:42 batch_cost: 0.5369 data_cost: 0.0017 ips: 7.4502 images/s [04/08 02:24:12] ppdet.engine INFO: Epoch: [14] [4100/7329] learning_rate: 0.000100 loss_class: 0.593114 loss_bbox: 0.148645 loss_giou: 0.341710 loss_class_aux: 3.918936 loss_bbox_aux: 0.993226 loss_giou_aux: 2.226599 loss_class_dn: 0.300596 loss_bbox_dn: 0.181062 loss_giou_dn: 0.361416 loss_class_aux_dn: 1.657981 loss_bbox_aux_dn: 1.057214 loss_giou_aux_dn: 1.991001 loss: 14.351989 eta: 3 days, 1:49:53 batch_cost: 0.5294 data_cost: 0.0013 ips: 7.5561 images/s [04/08 02:25:06] ppdet.engine INFO: Epoch: [14] [4200/7329] learning_rate: 0.000100 loss_class: 0.652711 loss_bbox: 0.155992 loss_giou: 0.384522 loss_class_aux: 4.245895 loss_bbox_aux: 1.071210 loss_giou_aux: 2.517285 loss_class_dn: 0.344294 loss_bbox_dn: 0.216839 loss_giou_dn: 0.403308 loss_class_aux_dn: 1.902814 loss_bbox_aux_dn: 1.260532 loss_giou_aux_dn: 2.244556 loss: 16.061478 eta: 3 days, 1:48:42 batch_cost: 0.4831 data_cost: 0.0013 ips: 8.2796 images/s [04/08 02:26:05] ppdet.engine INFO: Epoch: [14] [4300/7329] learning_rate: 0.000100 loss_class: 0.669571 loss_bbox: 0.175181 loss_giou: 0.467018 loss_class_aux: 4.259090 loss_bbox_aux: 1.118074 loss_giou_aux: 3.041118 loss_class_dn: 0.366842 loss_bbox_dn: 0.211067 loss_giou_dn: 0.500667 loss_class_aux_dn: 2.001295 loss_bbox_aux_dn: 1.184700 loss_giou_aux_dn: 2.644662 loss: 16.140358 eta: 3 days, 1:47:53 batch_cost: 0.5286 data_cost: 0.0014 ips: 7.5676 images/s [04/08 02:27:08] ppdet.engine INFO: Epoch: [14] [4400/7329] learning_rate: 0.000100 loss_class: 0.621525 loss_bbox: 0.166990 loss_giou: 0.414050 loss_class_aux: 4.121553 loss_bbox_aux: 1.114735 loss_giou_aux: 2.637112 loss_class_dn: 0.347998 loss_bbox_dn: 0.199803 loss_giou_dn: 0.454125 loss_class_aux_dn: 1.891688 loss_bbox_aux_dn: 1.178670 loss_giou_aux_dn: 2.450091 loss: 16.464592 eta: 3 days, 1:47:20 batch_cost: 0.5618 data_cost: 0.0015 ips: 7.1206 images/s [04/08 02:28:05] ppdet.engine INFO: Epoch: [14] [4500/7329] learning_rate: 0.000100 loss_class: 0.598020 loss_bbox: 0.143239 loss_giou: 0.373735 loss_class_aux: 3.924062 loss_bbox_aux: 0.938066 loss_giou_aux: 2.444409 loss_class_dn: 0.337764 loss_bbox_dn: 0.200556 loss_giou_dn: 0.407035 loss_class_aux_dn: 1.819274 loss_bbox_aux_dn: 1.150756 loss_giou_aux_dn: 2.279249 loss: 14.756844 eta: 3 days, 1:46:17 batch_cost: 0.5005 data_cost: 0.0014 ips: 7.9920 images/s [04/08 02:29:03] ppdet.engine INFO: Epoch: [14] [4600/7329] learning_rate: 0.000100 loss_class: 0.638580 loss_bbox: 0.163781 loss_giou: 0.453209 loss_class_aux: 4.033524 loss_bbox_aux: 1.046162 loss_giou_aux: 2.873548 loss_class_dn: 0.370220 loss_bbox_dn: 0.191252 loss_giou_dn: 0.455856 loss_class_aux_dn: 1.936798 loss_bbox_aux_dn: 1.100856 loss_giou_aux_dn: 2.536119 loss: 17.294014 eta: 3 days, 1:45:22 batch_cost: 0.5160 data_cost: 0.0016 ips: 7.7525 images/s [04/08 02:29:58] ppdet.engine INFO: Epoch: [14] [4700/7329] learning_rate: 0.000100 loss_class: 0.632431 loss_bbox: 0.152786 loss_giou: 0.413384 loss_class_aux: 3.955331 loss_bbox_aux: 1.044347 loss_giou_aux: 2.709909 loss_class_dn: 0.343563 loss_bbox_dn: 0.192109 loss_giou_dn: 0.456901 loss_class_aux_dn: 1.865527 loss_bbox_aux_dn: 1.081137 loss_giou_aux_dn: 2.469406 loss: 15.561083 eta: 3 days, 1:44:16 batch_cost: 0.4934 data_cost: 0.0014 ips: 8.1075 images/s [04/08 02:30:55] ppdet.engine INFO: Epoch: [14] [4800/7329] learning_rate: 0.000100 loss_class: 0.597213 loss_bbox: 0.146372 loss_giou: 0.409761 loss_class_aux: 3.745092 loss_bbox_aux: 0.953179 loss_giou_aux: 2.510383 loss_class_dn: 0.333626 loss_bbox_dn: 0.176907 loss_giou_dn: 0.423082 loss_class_aux_dn: 1.799652 loss_bbox_aux_dn: 0.985834 loss_giou_aux_dn: 2.335945 loss: 15.381686 eta: 3 days, 1:43:15 batch_cost: 0.5046 data_cost: 0.0013 ips: 7.9267 images/s [04/08 02:31:50] ppdet.engine INFO: Epoch: [14] [4900/7329] learning_rate: 0.000100 loss_class: 0.638199 loss_bbox: 0.162182 loss_giou: 0.433440 loss_class_aux: 3.909191 loss_bbox_aux: 1.057937 loss_giou_aux: 2.764911 loss_class_dn: 0.379803 loss_bbox_dn: 0.190564 loss_giou_dn: 0.422937 loss_class_aux_dn: 1.965832 loss_bbox_aux_dn: 1.109772 loss_giou_aux_dn: 2.284631 loss: 15.973264 eta: 3 days, 1:42:10 batch_cost: 0.4950 data_cost: 0.0012 ips: 8.0806 images/s [04/08 02:32:44] ppdet.engine INFO: Epoch: [14] [5000/7329] learning_rate: 0.000100 loss_class: 0.627584 loss_bbox: 0.174690 loss_giou: 0.449204 loss_class_aux: 3.937602 loss_bbox_aux: 1.085090 loss_giou_aux: 2.785835 loss_class_dn: 0.361661 loss_bbox_dn: 0.207662 loss_giou_dn: 0.442270 loss_class_aux_dn: 1.905929 loss_bbox_aux_dn: 1.172539 loss_giou_aux_dn: 2.423802 loss: 16.326981 eta: 3 days, 1:40:57 batch_cost: 0.4780 data_cost: 0.0013 ips: 8.3682 images/s [04/08 02:33:46] ppdet.engine INFO: Epoch: [14] [5100/7329] learning_rate: 0.000100 loss_class: 0.599472 loss_bbox: 0.148401 loss_giou: 0.429798 loss_class_aux: 3.893474 loss_bbox_aux: 1.034943 loss_giou_aux: 2.590316 loss_class_dn: 0.352884 loss_bbox_dn: 0.165381 loss_giou_dn: 0.430777 loss_class_aux_dn: 1.888071 loss_bbox_aux_dn: 0.949774 loss_giou_aux_dn: 2.355827 loss: 15.998327 eta: 3 days, 1:40:21 batch_cost: 0.5568 data_cost: 0.0014 ips: 7.1839 images/s [04/08 02:34:48] ppdet.engine INFO: Epoch: [14] [5200/7329] learning_rate: 0.000100 loss_class: 0.690051 loss_bbox: 0.173824 loss_giou: 0.477423 loss_class_aux: 4.449080 loss_bbox_aux: 1.135075 loss_giou_aux: 3.142031 loss_class_dn: 0.383100 loss_bbox_dn: 0.184961 loss_giou_dn: 0.496180 loss_class_aux_dn: 2.056200 loss_bbox_aux_dn: 1.091985 loss_giou_aux_dn: 2.704482 loss: 17.433796 eta: 3 days, 1:39:47 batch_cost: 0.5609 data_cost: 0.0012 ips: 7.1311 images/s [04/08 02:35:48] ppdet.engine INFO: Epoch: [14] [5300/7329] learning_rate: 0.000100 loss_class: 0.575134 loss_bbox: 0.142825 loss_giou: 0.384107 loss_class_aux: 3.762506 loss_bbox_aux: 0.936310 loss_giou_aux: 2.443644 loss_class_dn: 0.344781 loss_bbox_dn: 0.161915 loss_giou_dn: 0.404371 loss_class_aux_dn: 1.861309 loss_bbox_aux_dn: 0.959348 loss_giou_aux_dn: 2.191647 loss: 15.139795 eta: 3 days, 1:39:05 batch_cost: 0.5425 data_cost: 0.0013 ips: 7.3730 images/s [04/08 02:36:50] ppdet.engine INFO: Epoch: [14] [5400/7329] learning_rate: 0.000100 loss_class: 0.675994 loss_bbox: 0.188433 loss_giou: 0.439023 loss_class_aux: 4.092647 loss_bbox_aux: 1.187462 loss_giou_aux: 2.781641 loss_class_dn: 0.376752 loss_bbox_dn: 0.214224 loss_giou_dn: 0.485205 loss_class_aux_dn: 2.008527 loss_bbox_aux_dn: 1.216033 loss_giou_aux_dn: 2.649882 loss: 16.629030 eta: 3 days, 1:38:28 batch_cost: 0.5542 data_cost: 0.0016 ips: 7.2179 images/s [04/08 02:37:47] ppdet.engine INFO: Epoch: [14] [5500/7329] learning_rate: 0.000100 loss_class: 0.576528 loss_bbox: 0.160112 loss_giou: 0.321462 loss_class_aux: 3.767058 loss_bbox_aux: 1.040736 loss_giou_aux: 2.130207 loss_class_dn: 0.309659 loss_bbox_dn: 0.189598 loss_giou_dn: 0.354106 loss_class_aux_dn: 1.714211 loss_bbox_aux_dn: 1.114777 loss_giou_aux_dn: 2.033081 loss: 14.713186 eta: 3 days, 1:37:25 batch_cost: 0.5000 data_cost: 0.0014 ips: 7.9995 images/s [04/08 02:38:50] ppdet.engine INFO: Epoch: [14] [5600/7329] learning_rate: 0.000100 loss_class: 0.635804 loss_bbox: 0.160324 loss_giou: 0.476840 loss_class_aux: 4.065822 loss_bbox_aux: 1.065758 loss_giou_aux: 2.964845 loss_class_dn: 0.369994 loss_bbox_dn: 0.191491 loss_giou_dn: 0.474752 loss_class_aux_dn: 1.979287 loss_bbox_aux_dn: 1.134314 loss_giou_aux_dn: 2.639318 loss: 16.478319 eta: 3 days, 1:36:50 batch_cost: 0.5590 data_cost: 0.0014 ips: 7.1555 images/s [04/08 02:39:46] ppdet.engine INFO: Epoch: [14] [5700/7329] learning_rate: 0.000100 loss_class: 0.613205 loss_bbox: 0.143679 loss_giou: 0.417506 loss_class_aux: 4.054938 loss_bbox_aux: 0.959861 loss_giou_aux: 2.695136 loss_class_dn: 0.344698 loss_bbox_dn: 0.166238 loss_giou_dn: 0.435409 loss_class_aux_dn: 1.857897 loss_bbox_aux_dn: 0.973747 loss_giou_aux_dn: 2.387273 loss: 15.892155 eta: 3 days, 1:35:48 batch_cost: 0.5012 data_cost: 0.0013 ips: 7.9805 images/s [04/08 02:40:44] ppdet.engine INFO: Epoch: [14] [5800/7329] learning_rate: 0.000100 loss_class: 0.661229 loss_bbox: 0.169750 loss_giou: 0.454338 loss_class_aux: 4.305042 loss_bbox_aux: 1.144072 loss_giou_aux: 2.956129 loss_class_dn: 0.389331 loss_bbox_dn: 0.212212 loss_giou_dn: 0.488909 loss_class_aux_dn: 2.074239 loss_bbox_aux_dn: 1.208229 loss_giou_aux_dn: 2.645645 loss: 17.654394 eta: 3 days, 1:34:51 batch_cost: 0.5125 data_cost: 0.0013 ips: 7.8052 images/s [04/08 02:41:42] ppdet.engine INFO: Epoch: [14] [5900/7329] learning_rate: 0.000100 loss_class: 0.585462 loss_bbox: 0.160725 loss_giou: 0.392582 loss_class_aux: 3.926873 loss_bbox_aux: 1.074290 loss_giou_aux: 2.609804 loss_class_dn: 0.331439 loss_bbox_dn: 0.201034 loss_giou_dn: 0.392609 loss_class_aux_dn: 1.751528 loss_bbox_aux_dn: 1.182148 loss_giou_aux_dn: 2.141987 loss: 15.242052 eta: 3 days, 1:33:55 batch_cost: 0.5131 data_cost: 0.0020 ips: 7.7964 images/s [04/08 02:42:37] ppdet.engine INFO: Epoch: [14] [6000/7329] learning_rate: 0.000100 loss_class: 0.694814 loss_bbox: 0.162024 loss_giou: 0.447571 loss_class_aux: 4.255348 loss_bbox_aux: 1.070267 loss_giou_aux: 2.851442 loss_class_dn: 0.377777 loss_bbox_dn: 0.200446 loss_giou_dn: 0.489616 loss_class_aux_dn: 2.036927 loss_bbox_aux_dn: 1.177481 loss_giou_aux_dn: 2.720093 loss: 18.007185 eta: 3 days, 1:32:48 batch_cost: 0.4917 data_cost: 0.0013 ips: 8.1350 images/s [04/08 02:43:35] ppdet.engine INFO: Epoch: [14] [6100/7329] learning_rate: 0.000100 loss_class: 0.650528 loss_bbox: 0.162707 loss_giou: 0.438008 loss_class_aux: 4.277758 loss_bbox_aux: 1.017413 loss_giou_aux: 2.822769 loss_class_dn: 0.358903 loss_bbox_dn: 0.187095 loss_giou_dn: 0.440657 loss_class_aux_dn: 1.913910 loss_bbox_aux_dn: 1.076072 loss_giou_aux_dn: 2.435407 loss: 16.232819 eta: 3 days, 1:31:53 batch_cost: 0.5153 data_cost: 0.0013 ips: 7.7620 images/s [04/08 02:44:39] ppdet.engine INFO: Epoch: [14] [6200/7329] learning_rate: 0.000100 loss_class: 0.665603 loss_bbox: 0.145943 loss_giou: 0.503221 loss_class_aux: 4.184644 loss_bbox_aux: 1.012863 loss_giou_aux: 3.182344 loss_class_dn: 0.360638 loss_bbox_dn: 0.197182 loss_giou_dn: 0.506271 loss_class_aux_dn: 1.948039 loss_bbox_aux_dn: 1.152427 loss_giou_aux_dn: 2.706715 loss: 16.674988 eta: 3 days, 1:31:28 batch_cost: 0.5823 data_cost: 0.0013 ips: 6.8689 images/s [04/08 02:45:38] ppdet.engine INFO: Epoch: [14] [6300/7329] learning_rate: 0.000100 loss_class: 0.684194 loss_bbox: 0.160627 loss_giou: 0.449779 loss_class_aux: 4.385544 loss_bbox_aux: 1.058800 loss_giou_aux: 2.816804 loss_class_dn: 0.366941 loss_bbox_dn: 0.197215 loss_giou_dn: 0.469164 loss_class_aux_dn: 2.008155 loss_bbox_aux_dn: 1.138430 loss_giou_aux_dn: 2.539472 loss: 17.016247 eta: 3 days, 1:30:34 batch_cost: 0.5172 data_cost: 0.0013 ips: 7.7340 images/s [04/08 02:46:35] ppdet.engine INFO: Epoch: [14] [6400/7329] learning_rate: 0.000100 loss_class: 0.605454 loss_bbox: 0.159670 loss_giou: 0.419872 loss_class_aux: 3.795030 loss_bbox_aux: 1.022974 loss_giou_aux: 2.572949 loss_class_dn: 0.340744 loss_bbox_dn: 0.176934 loss_giou_dn: 0.421303 loss_class_aux_dn: 1.820517 loss_bbox_aux_dn: 1.023262 loss_giou_aux_dn: 2.244088 loss: 15.314820 eta: 3 days, 1:29:38 batch_cost: 0.5144 data_cost: 0.0013 ips: 7.7767 images/s [04/08 02:47:29] ppdet.engine INFO: Epoch: [14] [6500/7329] learning_rate: 0.000100 loss_class: 0.609170 loss_bbox: 0.145196 loss_giou: 0.399523 loss_class_aux: 3.900803 loss_bbox_aux: 0.981929 loss_giou_aux: 2.511062 loss_class_dn: 0.337128 loss_bbox_dn: 0.183352 loss_giou_dn: 0.438210 loss_class_aux_dn: 1.784544 loss_bbox_aux_dn: 1.019021 loss_giou_aux_dn: 2.357779 loss: 15.280539 eta: 3 days, 1:28:25 batch_cost: 0.4782 data_cost: 0.0013 ips: 8.3655 images/s [04/08 02:48:25] ppdet.engine INFO: Epoch: [14] [6600/7329] learning_rate: 0.000100 loss_class: 0.616790 loss_bbox: 0.154639 loss_giou: 0.473952 loss_class_aux: 3.889639 loss_bbox_aux: 1.015820 loss_giou_aux: 2.968631 loss_class_dn: 0.351212 loss_bbox_dn: 0.184228 loss_giou_dn: 0.450727 loss_class_aux_dn: 1.898577 loss_bbox_aux_dn: 1.076946 loss_giou_aux_dn: 2.449765 loss: 16.679173 eta: 3 days, 1:27:18 batch_cost: 0.4891 data_cost: 0.0014 ips: 8.1776 images/s [04/08 02:49:27] ppdet.engine INFO: Epoch: [14] [6700/7329] learning_rate: 0.000100 loss_class: 0.579611 loss_bbox: 0.151207 loss_giou: 0.349658 loss_class_aux: 3.780527 loss_bbox_aux: 0.978897 loss_giou_aux: 2.234262 loss_class_dn: 0.290722 loss_bbox_dn: 0.183154 loss_giou_dn: 0.395598 loss_class_aux_dn: 1.554494 loss_bbox_aux_dn: 1.031886 loss_giou_aux_dn: 2.181118 loss: 14.777031 eta: 3 days, 1:26:44 batch_cost: 0.5620 data_cost: 0.0013 ips: 7.1178 images/s [04/08 02:50:31] ppdet.engine INFO: Epoch: [14] [6800/7329] learning_rate: 0.000100 loss_class: 0.614282 loss_bbox: 0.149408 loss_giou: 0.457498 loss_class_aux: 4.006738 loss_bbox_aux: 1.022031 loss_giou_aux: 2.935739 loss_class_dn: 0.330762 loss_bbox_dn: 0.193439 loss_giou_dn: 0.440447 loss_class_aux_dn: 1.808881 loss_bbox_aux_dn: 1.084024 loss_giou_aux_dn: 2.399569 loss: 14.730202 eta: 3 days, 1:26:08 batch_cost: 0.5575 data_cost: 0.0015 ips: 7.1748 images/s [04/08 02:51:41] ppdet.engine INFO: Epoch: [14] [6900/7329] learning_rate: 0.000100 loss_class: 0.611470 loss_bbox: 0.176155 loss_giou: 0.440091 loss_class_aux: 4.035802 loss_bbox_aux: 1.149954 loss_giou_aux: 2.786697 loss_class_dn: 0.355126 loss_bbox_dn: 0.201392 loss_giou_dn: 0.460855 loss_class_aux_dn: 1.963750 loss_bbox_aux_dn: 1.171199 loss_giou_aux_dn: 2.591556 loss: 16.799789 eta: 3 days, 1:25:57 batch_cost: 0.6114 data_cost: 0.0017 ips: 6.5424 images/s [04/08 02:52:43] ppdet.engine INFO: Epoch: [14] [7000/7329] learning_rate: 0.000100 loss_class: 0.608298 loss_bbox: 0.154890 loss_giou: 0.425795 loss_class_aux: 3.930468 loss_bbox_aux: 1.031096 loss_giou_aux: 2.726087 loss_class_dn: 0.373208 loss_bbox_dn: 0.181485 loss_giou_dn: 0.438725 loss_class_aux_dn: 2.004028 loss_bbox_aux_dn: 1.047143 loss_giou_aux_dn: 2.437994 loss: 16.049099 eta: 3 days, 1:25:20 batch_cost: 0.5543 data_cost: 0.0015 ips: 7.2157 images/s [04/08 02:53:43] ppdet.engine INFO: Epoch: [14] [7100/7329] learning_rate: 0.000100 loss_class: 0.589095 loss_bbox: 0.139559 loss_giou: 0.421919 loss_class_aux: 3.799639 loss_bbox_aux: 0.898035 loss_giou_aux: 2.695700 loss_class_dn: 0.340951 loss_bbox_dn: 0.200975 loss_giou_dn: 0.420105 loss_class_aux_dn: 1.833138 loss_bbox_aux_dn: 1.091669 loss_giou_aux_dn: 2.315474 loss: 14.796515 eta: 3 days, 1:24:39 batch_cost: 0.5474 data_cost: 0.0013 ips: 7.3073 images/s [04/08 02:54:45] ppdet.engine INFO: Epoch: [14] [7200/7329] learning_rate: 0.000100 loss_class: 0.644474 loss_bbox: 0.163547 loss_giou: 0.461585 loss_class_aux: 4.073944 loss_bbox_aux: 1.140684 loss_giou_aux: 2.928098 loss_class_dn: 0.354068 loss_bbox_dn: 0.214444 loss_giou_dn: 0.458758 loss_class_aux_dn: 1.901453 loss_bbox_aux_dn: 1.210972 loss_giou_aux_dn: 2.551292 loss: 16.396553 eta: 3 days, 1:24:01 batch_cost: 0.5538 data_cost: 0.0012 ips: 7.2226 images/s [04/08 02:55:40] ppdet.engine INFO: Epoch: [14] [7300/7329] learning_rate: 0.000100 loss_class: 0.590492 loss_bbox: 0.162116 loss_giou: 0.464775 loss_class_aux: 3.819711 loss_bbox_aux: 1.046653 loss_giou_aux: 2.937489 loss_class_dn: 0.345805 loss_bbox_dn: 0.175528 loss_giou_dn: 0.465181 loss_class_aux_dn: 1.820946 loss_bbox_aux_dn: 1.014212 loss_giou_aux_dn: 2.597219 loss: 15.891735 eta: 3 days, 1:22:54 batch_cost: 0.4901 data_cost: 0.0013 ips: 8.1623 images/s [04/08 02:56:00] ppdet.engine INFO: Eval iter: 0 [04/08 02:56:27] ppdet.engine INFO: Eval iter: 100 [04/08 02:56:54] ppdet.engine INFO: Eval iter: 200 [04/08 02:57:21] ppdet.engine INFO: Eval iter: 300 [04/08 02:57:48] ppdet.engine INFO: Eval iter: 400 [04/08 02:58:17] ppdet.engine INFO: Eval iter: 500 [04/08 02:58:45] ppdet.engine INFO: Eval iter: 600 [04/08 02:59:14] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/08 02:59:15] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.97s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=111.46s). Accumulating evaluation results... DONE (t=27.34s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.495 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.675 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.533 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.300 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.675 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.375 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.627 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.696 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.883 [04/08 03:01:55] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.086958221626833 [04/08 03:01:55] ppdet.engine INFO: Best test bbox ap is 0.495. [04/08 03:01:58] ppdet.engine INFO: Epoch: [15] [ 0/7329] learning_rate: 0.000100 loss_class: 0.604022 loss_bbox: 0.147782 loss_giou: 0.422379 loss_class_aux: 3.902334 loss_bbox_aux: 0.967645 loss_giou_aux: 2.649937 loss_class_dn: 0.319920 loss_bbox_dn: 0.176136 loss_giou_dn: 0.444035 loss_class_aux_dn: 1.723424 loss_bbox_aux_dn: 1.014212 loss_giou_aux_dn: 2.366295 loss: 14.967686 eta: 3 days, 1:22:32 batch_cost: 0.4769 data_cost: 0.0014 ips: 8.3867 images/s [04/08 03:02:56] ppdet.engine INFO: Epoch: [15] [ 100/7329] learning_rate: 0.000100 loss_class: 0.625606 loss_bbox: 0.170291 loss_giou: 0.497410 loss_class_aux: 3.974545 loss_bbox_aux: 1.115783 loss_giou_aux: 3.074611 loss_class_dn: 0.372056 loss_bbox_dn: 0.223368 loss_giou_dn: 0.474779 loss_class_aux_dn: 1.957549 loss_bbox_aux_dn: 1.276285 loss_giou_aux_dn: 2.515012 loss: 16.846527 eta: 3 days, 1:21:38 batch_cost: 0.5176 data_cost: 0.0013 ips: 7.7280 images/s [04/08 03:03:55] ppdet.engine INFO: Epoch: [15] [ 200/7329] learning_rate: 0.000100 loss_class: 0.662268 loss_bbox: 0.187494 loss_giou: 0.547638 loss_class_aux: 4.269732 loss_bbox_aux: 1.188349 loss_giou_aux: 3.591628 loss_class_dn: 0.384781 loss_bbox_dn: 0.212889 loss_giou_dn: 0.538710 loss_class_aux_dn: 2.039320 loss_bbox_aux_dn: 1.226716 loss_giou_aux_dn: 2.840730 loss: 17.885868 eta: 3 days, 1:20:51 batch_cost: 0.5343 data_cost: 0.0013 ips: 7.4863 images/s [04/08 03:04:57] ppdet.engine INFO: Epoch: [15] [ 300/7329] learning_rate: 0.000100 loss_class: 0.687673 loss_bbox: 0.171569 loss_giou: 0.461416 loss_class_aux: 4.479146 loss_bbox_aux: 1.139654 loss_giou_aux: 3.004697 loss_class_dn: 0.379891 loss_bbox_dn: 0.197152 loss_giou_dn: 0.482204 loss_class_aux_dn: 2.066993 loss_bbox_aux_dn: 1.143170 loss_giou_aux_dn: 2.592566 loss: 17.264214 eta: 3 days, 1:20:12 batch_cost: 0.5520 data_cost: 0.0014 ips: 7.2462 images/s [04/08 03:06:00] ppdet.engine INFO: Epoch: [15] [ 400/7329] learning_rate: 0.000100 loss_class: 0.536959 loss_bbox: 0.152877 loss_giou: 0.354671 loss_class_aux: 3.619543 loss_bbox_aux: 1.043764 loss_giou_aux: 2.264108 loss_class_dn: 0.313055 loss_bbox_dn: 0.188906 loss_giou_dn: 0.382777 loss_class_aux_dn: 1.695505 loss_bbox_aux_dn: 1.091165 loss_giou_aux_dn: 2.033864 loss: 15.331337 eta: 3 days, 1:19:39 batch_cost: 0.5644 data_cost: 0.0016 ips: 7.0878 images/s [04/08 03:07:05] ppdet.engine INFO: Epoch: [15] [ 500/7329] learning_rate: 0.000100 loss_class: 0.561858 loss_bbox: 0.143157 loss_giou: 0.453024 loss_class_aux: 3.674956 loss_bbox_aux: 0.971790 loss_giou_aux: 2.797711 loss_class_dn: 0.345722 loss_bbox_dn: 0.148070 loss_giou_dn: 0.436198 loss_class_aux_dn: 1.817562 loss_bbox_aux_dn: 0.942498 loss_giou_aux_dn: 2.414514 loss: 15.981899 eta: 3 days, 1:19:07 batch_cost: 0.5648 data_cost: 0.0016 ips: 7.0824 images/s [04/08 03:07:59] ppdet.engine INFO: Epoch: [15] [ 600/7329] learning_rate: 0.000100 loss_class: 0.591616 loss_bbox: 0.150821 loss_giou: 0.426603 loss_class_aux: 3.813787 loss_bbox_aux: 0.961960 loss_giou_aux: 2.687493 loss_class_dn: 0.367467 loss_bbox_dn: 0.177645 loss_giou_dn: 0.431348 loss_class_aux_dn: 1.954053 loss_bbox_aux_dn: 1.053669 loss_giou_aux_dn: 2.390567 loss: 15.970844 eta: 3 days, 1:17:55 batch_cost: 0.4805 data_cost: 0.0013 ips: 8.3243 images/s [04/08 03:08:59] ppdet.engine INFO: Epoch: [15] [ 700/7329] learning_rate: 0.000100 loss_class: 0.646829 loss_bbox: 0.160207 loss_giou: 0.453849 loss_class_aux: 4.199139 loss_bbox_aux: 1.102273 loss_giou_aux: 2.885062 loss_class_dn: 0.367957 loss_bbox_dn: 0.197916 loss_giou_dn: 0.466697 loss_class_aux_dn: 1.922822 loss_bbox_aux_dn: 1.122419 loss_giou_aux_dn: 2.610323 loss: 16.830395 eta: 3 days, 1:17:04 batch_cost: 0.5257 data_cost: 0.0015 ips: 7.6089 images/s [04/08 03:09:58] ppdet.engine INFO: Epoch: [15] [ 800/7329] learning_rate: 0.000100 loss_class: 0.581428 loss_bbox: 0.148902 loss_giou: 0.404389 loss_class_aux: 3.767745 loss_bbox_aux: 0.969731 loss_giou_aux: 2.572913 loss_class_dn: 0.341565 loss_bbox_dn: 0.184710 loss_giou_dn: 0.455389 loss_class_aux_dn: 1.810079 loss_bbox_aux_dn: 1.080731 loss_giou_aux_dn: 2.431961 loss: 15.683723 eta: 3 days, 1:16:12 batch_cost: 0.5212 data_cost: 0.0015 ips: 7.6751 images/s [04/08 03:10:52] ppdet.engine INFO: Epoch: [15] [ 900/7329] learning_rate: 0.000100 loss_class: 0.664194 loss_bbox: 0.178179 loss_giou: 0.386620 loss_class_aux: 4.249846 loss_bbox_aux: 1.149562 loss_giou_aux: 2.530898 loss_class_dn: 0.348500 loss_bbox_dn: 0.212459 loss_giou_dn: 0.422469 loss_class_aux_dn: 1.916530 loss_bbox_aux_dn: 1.206034 loss_giou_aux_dn: 2.312857 loss: 16.556595 eta: 3 days, 1:15:03 batch_cost: 0.4858 data_cost: 0.0013 ips: 8.2346 images/s [04/08 03:11:50] ppdet.engine INFO: Epoch: [15] [1000/7329] learning_rate: 0.000100 loss_class: 0.612668 loss_bbox: 0.159697 loss_giou: 0.389119 loss_class_aux: 3.957454 loss_bbox_aux: 1.071816 loss_giou_aux: 2.446877 loss_class_dn: 0.332191 loss_bbox_dn: 0.190525 loss_giou_dn: 0.438060 loss_class_aux_dn: 1.809647 loss_bbox_aux_dn: 1.082608 loss_giou_aux_dn: 2.322155 loss: 15.677960 eta: 3 days, 1:14:06 batch_cost: 0.5126 data_cost: 0.0016 ips: 7.8029 images/s [04/08 03:12:49] ppdet.engine INFO: Epoch: [15] [1100/7329] learning_rate: 0.000100 loss_class: 0.636454 loss_bbox: 0.178209 loss_giou: 0.470656 loss_class_aux: 3.942635 loss_bbox_aux: 1.156134 loss_giou_aux: 2.937880 loss_class_dn: 0.377109 loss_bbox_dn: 0.201111 loss_giou_dn: 0.474817 loss_class_aux_dn: 2.037370 loss_bbox_aux_dn: 1.166473 loss_giou_aux_dn: 2.540040 loss: 17.400486 eta: 3 days, 1:13:17 batch_cost: 0.5287 data_cost: 0.0014 ips: 7.5654 images/s [04/08 03:13:54] ppdet.engine INFO: Epoch: [15] [1200/7329] learning_rate: 0.000100 loss_class: 0.588599 loss_bbox: 0.177004 loss_giou: 0.462389 loss_class_aux: 3.872856 loss_bbox_aux: 1.118068 loss_giou_aux: 3.098418 loss_class_dn: 0.369497 loss_bbox_dn: 0.190013 loss_giou_dn: 0.507061 loss_class_aux_dn: 1.949755 loss_bbox_aux_dn: 1.113033 loss_giou_aux_dn: 2.701109 loss: 16.593067 eta: 3 days, 1:12:44 batch_cost: 0.5655 data_cost: 0.0016 ips: 7.0739 images/s [04/08 03:14:51] ppdet.engine INFO: Epoch: [15] [1300/7329] learning_rate: 0.000100 loss_class: 0.632737 loss_bbox: 0.170372 loss_giou: 0.422094 loss_class_aux: 4.097304 loss_bbox_aux: 1.113582 loss_giou_aux: 2.767838 loss_class_dn: 0.373787 loss_bbox_dn: 0.187325 loss_giou_dn: 0.459536 loss_class_aux_dn: 2.023408 loss_bbox_aux_dn: 1.081807 loss_giou_aux_dn: 2.523618 loss: 16.813732 eta: 3 days, 1:11:44 batch_cost: 0.5065 data_cost: 0.0015 ips: 7.8981 images/s [04/08 03:15:46] ppdet.engine INFO: Epoch: [15] [1400/7329] learning_rate: 0.000100 loss_class: 0.625326 loss_bbox: 0.169804 loss_giou: 0.452498 loss_class_aux: 4.185055 loss_bbox_aux: 1.122778 loss_giou_aux: 2.941158 loss_class_dn: 0.380952 loss_bbox_dn: 0.186850 loss_giou_dn: 0.466330 loss_class_aux_dn: 1.980673 loss_bbox_aux_dn: 1.112153 loss_giou_aux_dn: 2.582622 loss: 16.491283 eta: 3 days, 1:10:35 batch_cost: 0.4849 data_cost: 0.0014 ips: 8.2486 images/s [04/08 03:16:43] ppdet.engine INFO: Epoch: [15] [1500/7329] learning_rate: 0.000100 loss_class: 0.615141 loss_bbox: 0.145872 loss_giou: 0.403140 loss_class_aux: 3.777695 loss_bbox_aux: 0.996478 loss_giou_aux: 2.603786 loss_class_dn: 0.318791 loss_bbox_dn: 0.186213 loss_giou_dn: 0.446246 loss_class_aux_dn: 1.700939 loss_bbox_aux_dn: 1.046009 loss_giou_aux_dn: 2.400369 loss: 14.365799 eta: 3 days, 1:09:34 batch_cost: 0.5034 data_cost: 0.0015 ips: 7.9452 images/s [04/08 03:17:40] ppdet.engine INFO: Epoch: [15] [1600/7329] learning_rate: 0.000100 loss_class: 0.604919 loss_bbox: 0.155971 loss_giou: 0.422187 loss_class_aux: 3.882865 loss_bbox_aux: 1.041788 loss_giou_aux: 2.760137 loss_class_dn: 0.349756 loss_bbox_dn: 0.176860 loss_giou_dn: 0.430358 loss_class_aux_dn: 1.852232 loss_bbox_aux_dn: 1.020266 loss_giou_aux_dn: 2.311698 loss: 14.809924 eta: 3 days, 1:08:35 batch_cost: 0.5059 data_cost: 0.0013 ips: 7.9060 images/s [04/08 03:18:40] ppdet.engine INFO: Epoch: [15] [1700/7329] learning_rate: 0.000100 loss_class: 0.626683 loss_bbox: 0.146977 loss_giou: 0.380311 loss_class_aux: 4.152790 loss_bbox_aux: 0.957695 loss_giou_aux: 2.482656 loss_class_dn: 0.345996 loss_bbox_dn: 0.174240 loss_giou_dn: 0.382342 loss_class_aux_dn: 1.825088 loss_bbox_aux_dn: 0.993001 loss_giou_aux_dn: 2.165085 loss: 15.161151 eta: 3 days, 1:07:48 batch_cost: 0.5354 data_cost: 0.0013 ips: 7.4714 images/s [04/08 03:19:36] ppdet.engine INFO: Epoch: [15] [1800/7329] learning_rate: 0.000100 loss_class: 0.580163 loss_bbox: 0.142872 loss_giou: 0.336768 loss_class_aux: 3.657617 loss_bbox_aux: 0.911606 loss_giou_aux: 2.166297 loss_class_dn: 0.312774 loss_bbox_dn: 0.163664 loss_giou_dn: 0.354162 loss_class_aux_dn: 1.704270 loss_bbox_aux_dn: 0.945700 loss_giou_aux_dn: 2.000264 loss: 13.432550 eta: 3 days, 1:06:46 batch_cost: 0.5006 data_cost: 0.0013 ips: 7.9900 images/s [04/08 03:20:30] ppdet.engine INFO: Epoch: [15] [1900/7329] learning_rate: 0.000100 loss_class: 0.580335 loss_bbox: 0.145582 loss_giou: 0.392431 loss_class_aux: 3.764191 loss_bbox_aux: 0.984624 loss_giou_aux: 2.583607 loss_class_dn: 0.324854 loss_bbox_dn: 0.189428 loss_giou_dn: 0.424789 loss_class_aux_dn: 1.795436 loss_bbox_aux_dn: 1.111070 loss_giou_aux_dn: 2.337916 loss: 15.076903 eta: 3 days, 1:05:37 batch_cost: 0.4839 data_cost: 0.0014 ips: 8.2661 images/s [04/08 03:21:25] ppdet.engine INFO: Epoch: [15] [2000/7329] learning_rate: 0.000100 loss_class: 0.642667 loss_bbox: 0.146987 loss_giou: 0.392519 loss_class_aux: 4.082668 loss_bbox_aux: 0.990078 loss_giou_aux: 2.523500 loss_class_dn: 0.344866 loss_bbox_dn: 0.170727 loss_giou_dn: 0.421660 loss_class_aux_dn: 1.888381 loss_bbox_aux_dn: 0.998660 loss_giou_aux_dn: 2.351060 loss: 15.896547 eta: 3 days, 1:04:26 batch_cost: 0.4818 data_cost: 0.0013 ips: 8.3024 images/s [04/08 03:22:19] ppdet.engine INFO: Epoch: [15] [2100/7329] learning_rate: 0.000100 loss_class: 0.684884 loss_bbox: 0.160488 loss_giou: 0.461684 loss_class_aux: 4.430781 loss_bbox_aux: 1.101522 loss_giou_aux: 2.901333 loss_class_dn: 0.373440 loss_bbox_dn: 0.188087 loss_giou_dn: 0.469387 loss_class_aux_dn: 1.985612 loss_bbox_aux_dn: 1.122265 loss_giou_aux_dn: 2.540859 loss: 16.817062 eta: 3 days, 1:03:15 batch_cost: 0.4795 data_cost: 0.0014 ips: 8.3428 images/s [04/08 03:23:13] ppdet.engine INFO: Epoch: [15] [2200/7329] learning_rate: 0.000100 loss_class: 0.602886 loss_bbox: 0.151817 loss_giou: 0.438184 loss_class_aux: 3.949512 loss_bbox_aux: 1.005164 loss_giou_aux: 2.762807 loss_class_dn: 0.362389 loss_bbox_dn: 0.174647 loss_giou_dn: 0.438657 loss_class_aux_dn: 1.936856 loss_bbox_aux_dn: 1.016685 loss_giou_aux_dn: 2.504210 loss: 15.741991 eta: 3 days, 1:02:06 batch_cost: 0.4843 data_cost: 0.0013 ips: 8.2590 images/s [04/08 03:24:09] ppdet.engine INFO: Epoch: [15] [2300/7329] learning_rate: 0.000100 loss_class: 0.560043 loss_bbox: 0.150114 loss_giou: 0.335246 loss_class_aux: 3.692039 loss_bbox_aux: 0.938932 loss_giou_aux: 2.201026 loss_class_dn: 0.310315 loss_bbox_dn: 0.167599 loss_giou_dn: 0.340753 loss_class_aux_dn: 1.704820 loss_bbox_aux_dn: 1.005749 loss_giou_aux_dn: 1.979761 loss: 14.789751 eta: 3 days, 1:01:02 batch_cost: 0.4974 data_cost: 0.0014 ips: 8.0423 images/s [04/08 03:25:10] ppdet.engine INFO: Epoch: [15] [2400/7329] learning_rate: 0.000100 loss_class: 0.588154 loss_bbox: 0.135640 loss_giou: 0.350209 loss_class_aux: 3.702977 loss_bbox_aux: 0.899233 loss_giou_aux: 2.167295 loss_class_dn: 0.316042 loss_bbox_dn: 0.177629 loss_giou_dn: 0.385115 loss_class_aux_dn: 1.712216 loss_bbox_aux_dn: 1.012468 loss_giou_aux_dn: 2.118321 loss: 14.850920 eta: 3 days, 1:00:19 batch_cost: 0.5429 data_cost: 0.0013 ips: 7.3682 images/s [04/08 03:26:10] ppdet.engine INFO: Epoch: [15] [2500/7329] learning_rate: 0.000100 loss_class: 0.646549 loss_bbox: 0.146095 loss_giou: 0.491922 loss_class_aux: 4.232323 loss_bbox_aux: 0.996422 loss_giou_aux: 3.025883 loss_class_dn: 0.392792 loss_bbox_dn: 0.163191 loss_giou_dn: 0.500586 loss_class_aux_dn: 2.117832 loss_bbox_aux_dn: 0.982499 loss_giou_aux_dn: 2.723637 loss: 17.643219 eta: 3 days, 0:59:32 batch_cost: 0.5340 data_cost: 0.0014 ips: 7.4909 images/s [04/08 03:27:12] ppdet.engine INFO: Epoch: [15] [2600/7329] learning_rate: 0.000100 loss_class: 0.634569 loss_bbox: 0.157986 loss_giou: 0.408626 loss_class_aux: 4.096049 loss_bbox_aux: 1.043754 loss_giou_aux: 2.592352 loss_class_dn: 0.367970 loss_bbox_dn: 0.192901 loss_giou_dn: 0.454411 loss_class_aux_dn: 1.930034 loss_bbox_aux_dn: 1.100702 loss_giou_aux_dn: 2.466425 loss: 15.683243 eta: 3 days, 0:58:53 batch_cost: 0.5515 data_cost: 0.0014 ips: 7.2528 images/s [04/08 03:28:14] ppdet.engine INFO: Epoch: [15] [2700/7329] learning_rate: 0.000100 loss_class: 0.599866 loss_bbox: 0.149682 loss_giou: 0.417694 loss_class_aux: 3.954340 loss_bbox_aux: 0.982567 loss_giou_aux: 2.690995 loss_class_dn: 0.335717 loss_bbox_dn: 0.155615 loss_giou_dn: 0.412158 loss_class_aux_dn: 1.807319 loss_bbox_aux_dn: 0.997623 loss_giou_aux_dn: 2.223718 loss: 15.620625 eta: 3 days, 0:58:18 batch_cost: 0.5592 data_cost: 0.0014 ips: 7.1530 images/s [04/08 03:29:15] ppdet.engine INFO: Epoch: [15] [2800/7329] learning_rate: 0.000100 loss_class: 0.609755 loss_bbox: 0.156969 loss_giou: 0.482809 loss_class_aux: 4.052043 loss_bbox_aux: 0.985874 loss_giou_aux: 2.972288 loss_class_dn: 0.360960 loss_bbox_dn: 0.187937 loss_giou_dn: 0.472544 loss_class_aux_dn: 1.893997 loss_bbox_aux_dn: 1.114498 loss_giou_aux_dn: 2.617005 loss: 16.105099 eta: 3 days, 0:57:37 batch_cost: 0.5486 data_cost: 0.0013 ips: 7.2917 images/s [04/08 03:30:15] ppdet.engine INFO: Epoch: [15] [2900/7329] learning_rate: 0.000100 loss_class: 0.594387 loss_bbox: 0.159022 loss_giou: 0.390748 loss_class_aux: 3.823784 loss_bbox_aux: 1.087999 loss_giou_aux: 2.459008 loss_class_dn: 0.341449 loss_bbox_dn: 0.201581 loss_giou_dn: 0.401789 loss_class_aux_dn: 1.844739 loss_bbox_aux_dn: 1.146551 loss_giou_aux_dn: 2.210053 loss: 15.135180 eta: 3 days, 0:56:51 batch_cost: 0.5358 data_cost: 0.0016 ips: 7.4650 images/s [04/08 03:31:17] ppdet.engine INFO: Epoch: [15] [3000/7329] learning_rate: 0.000100 loss_class: 0.652487 loss_bbox: 0.144334 loss_giou: 0.463183 loss_class_aux: 4.183838 loss_bbox_aux: 0.928399 loss_giou_aux: 2.883374 loss_class_dn: 0.377053 loss_bbox_dn: 0.186962 loss_giou_dn: 0.484563 loss_class_aux_dn: 1.994124 loss_bbox_aux_dn: 1.071897 loss_giou_aux_dn: 2.618288 loss: 16.940292 eta: 3 days, 0:56:08 batch_cost: 0.5423 data_cost: 0.0017 ips: 7.3766 images/s [04/08 03:32:19] ppdet.engine INFO: Epoch: [15] [3100/7329] learning_rate: 0.000100 loss_class: 0.654822 loss_bbox: 0.164779 loss_giou: 0.445348 loss_class_aux: 4.170322 loss_bbox_aux: 1.042462 loss_giou_aux: 2.768284 loss_class_dn: 0.357134 loss_bbox_dn: 0.204486 loss_giou_dn: 0.458392 loss_class_aux_dn: 1.905913 loss_bbox_aux_dn: 1.182899 loss_giou_aux_dn: 2.451319 loss: 15.928301 eta: 3 days, 0:55:30 batch_cost: 0.5551 data_cost: 0.0014 ips: 7.2064 images/s [04/08 03:33:24] ppdet.engine INFO: Epoch: [15] [3200/7329] learning_rate: 0.000100 loss_class: 0.608715 loss_bbox: 0.150698 loss_giou: 0.410535 loss_class_aux: 3.819417 loss_bbox_aux: 1.019766 loss_giou_aux: 2.634022 loss_class_dn: 0.338577 loss_bbox_dn: 0.176341 loss_giou_dn: 0.434958 loss_class_aux_dn: 1.793709 loss_bbox_aux_dn: 1.025470 loss_giou_aux_dn: 2.409520 loss: 15.111387 eta: 3 days, 0:55:04 batch_cost: 0.5810 data_cost: 0.0019 ips: 6.8850 images/s [04/08 03:34:23] ppdet.engine INFO: Epoch: [15] [3300/7329] learning_rate: 0.000100 loss_class: 0.558149 loss_bbox: 0.170259 loss_giou: 0.407045 loss_class_aux: 3.747359 loss_bbox_aux: 1.087813 loss_giou_aux: 2.511432 loss_class_dn: 0.332401 loss_bbox_dn: 0.209715 loss_giou_dn: 0.401765 loss_class_aux_dn: 1.765578 loss_bbox_aux_dn: 1.230829 loss_giou_aux_dn: 2.195798 loss: 14.634136 eta: 3 days, 0:54:07 batch_cost: 0.5130 data_cost: 0.0015 ips: 7.7967 images/s [04/08 03:35:19] ppdet.engine INFO: Epoch: [15] [3400/7329] learning_rate: 0.000100 loss_class: 0.540261 loss_bbox: 0.144169 loss_giou: 0.359413 loss_class_aux: 3.421226 loss_bbox_aux: 0.946915 loss_giou_aux: 2.274167 loss_class_dn: 0.297946 loss_bbox_dn: 0.171575 loss_giou_dn: 0.365463 loss_class_aux_dn: 1.602520 loss_bbox_aux_dn: 1.019435 loss_giou_aux_dn: 2.037300 loss: 13.992156 eta: 3 days, 0:53:04 batch_cost: 0.4982 data_cost: 0.0015 ips: 8.0294 images/s [04/08 03:36:24] ppdet.engine INFO: Epoch: [15] [3500/7329] learning_rate: 0.000100 loss_class: 0.631956 loss_bbox: 0.136780 loss_giou: 0.403389 loss_class_aux: 3.919469 loss_bbox_aux: 0.964052 loss_giou_aux: 2.477441 loss_class_dn: 0.364381 loss_bbox_dn: 0.190404 loss_giou_dn: 0.389507 loss_class_aux_dn: 1.960082 loss_bbox_aux_dn: 1.110778 loss_giou_aux_dn: 2.166358 loss: 15.932391 eta: 3 days, 0:52:41 batch_cost: 0.5886 data_cost: 0.0014 ips: 6.7958 images/s [04/08 03:37:25] ppdet.engine INFO: Epoch: [15] [3600/7329] learning_rate: 0.000100 loss_class: 0.650950 loss_bbox: 0.171329 loss_giou: 0.427450 loss_class_aux: 4.279164 loss_bbox_aux: 1.101046 loss_giou_aux: 2.749413 loss_class_dn: 0.346490 loss_bbox_dn: 0.201937 loss_giou_dn: 0.493026 loss_class_aux_dn: 1.830448 loss_bbox_aux_dn: 1.147580 loss_giou_aux_dn: 2.724445 loss: 16.243231 eta: 3 days, 0:52:03 batch_cost: 0.5537 data_cost: 0.0013 ips: 7.2245 images/s [04/08 03:38:29] ppdet.engine INFO: Epoch: [15] [3700/7329] learning_rate: 0.000100 loss_class: 0.602054 loss_bbox: 0.140769 loss_giou: 0.406886 loss_class_aux: 3.851367 loss_bbox_aux: 0.961034 loss_giou_aux: 2.639655 loss_class_dn: 0.340446 loss_bbox_dn: 0.186823 loss_giou_dn: 0.442678 loss_class_aux_dn: 1.837013 loss_bbox_aux_dn: 1.030699 loss_giou_aux_dn: 2.393420 loss: 15.944130 eta: 3 days, 0:51:34 batch_cost: 0.5754 data_cost: 0.0013 ips: 6.9521 images/s [04/08 03:39:30] ppdet.engine INFO: Epoch: [15] [3800/7329] learning_rate: 0.000100 loss_class: 0.642552 loss_bbox: 0.170194 loss_giou: 0.470804 loss_class_aux: 4.110666 loss_bbox_aux: 1.126925 loss_giou_aux: 2.979519 loss_class_dn: 0.358594 loss_bbox_dn: 0.210383 loss_giou_dn: 0.460065 loss_class_aux_dn: 1.922555 loss_bbox_aux_dn: 1.213782 loss_giou_aux_dn: 2.490465 loss: 17.133995 eta: 3 days, 0:50:50 batch_cost: 0.5413 data_cost: 0.0014 ips: 7.3894 images/s [04/08 03:40:29] ppdet.engine INFO: Epoch: [15] [3900/7329] learning_rate: 0.000100 loss_class: 0.588521 loss_bbox: 0.155276 loss_giou: 0.365126 loss_class_aux: 3.956879 loss_bbox_aux: 0.981985 loss_giou_aux: 2.376378 loss_class_dn: 0.334246 loss_bbox_dn: 0.174854 loss_giou_dn: 0.412008 loss_class_aux_dn: 1.760954 loss_bbox_aux_dn: 1.003163 loss_giou_aux_dn: 2.253723 loss: 14.362572 eta: 3 days, 0:49:58 batch_cost: 0.5220 data_cost: 0.0013 ips: 7.6629 images/s [04/08 03:41:24] ppdet.engine INFO: Epoch: [15] [4000/7329] learning_rate: 0.000100 loss_class: 0.627999 loss_bbox: 0.175783 loss_giou: 0.403897 loss_class_aux: 4.186133 loss_bbox_aux: 1.081164 loss_giou_aux: 2.628701 loss_class_dn: 0.364879 loss_bbox_dn: 0.191395 loss_giou_dn: 0.409890 loss_class_aux_dn: 1.972271 loss_bbox_aux_dn: 1.112788 loss_giou_aux_dn: 2.235817 loss: 16.121016 eta: 3 days, 0:48:53 batch_cost: 0.4942 data_cost: 0.0014 ips: 8.0933 images/s [04/08 03:42:25] ppdet.engine INFO: Epoch: [15] [4100/7329] learning_rate: 0.000100 loss_class: 0.605411 loss_bbox: 0.151816 loss_giou: 0.387542 loss_class_aux: 3.906909 loss_bbox_aux: 1.054323 loss_giou_aux: 2.443752 loss_class_dn: 0.330674 loss_bbox_dn: 0.188027 loss_giou_dn: 0.382078 loss_class_aux_dn: 1.826621 loss_bbox_aux_dn: 1.047530 loss_giou_aux_dn: 2.046358 loss: 15.004961 eta: 3 days, 0:48:10 batch_cost: 0.5443 data_cost: 0.0013 ips: 7.3490 images/s [04/08 03:43:19] ppdet.engine INFO: Epoch: [15] [4200/7329] learning_rate: 0.000100 loss_class: 0.625097 loss_bbox: 0.152833 loss_giou: 0.440503 loss_class_aux: 3.904767 loss_bbox_aux: 1.044504 loss_giou_aux: 2.829267 loss_class_dn: 0.379360 loss_bbox_dn: 0.182464 loss_giou_dn: 0.487639 loss_class_aux_dn: 2.022587 loss_bbox_aux_dn: 1.100129 loss_giou_aux_dn: 2.669195 loss: 16.628456 eta: 3 days, 0:47:01 batch_cost: 0.4833 data_cost: 0.0014 ips: 8.2766 images/s [04/08 03:44:15] ppdet.engine INFO: Epoch: [15] [4300/7329] learning_rate: 0.000100 loss_class: 0.629218 loss_bbox: 0.153867 loss_giou: 0.409915 loss_class_aux: 4.050879 loss_bbox_aux: 1.049568 loss_giou_aux: 2.557192 loss_class_dn: 0.349161 loss_bbox_dn: 0.195894 loss_giou_dn: 0.417358 loss_class_aux_dn: 1.861660 loss_bbox_aux_dn: 1.145907 loss_giou_aux_dn: 2.265677 loss: 15.443280 eta: 3 days, 0:45:54 batch_cost: 0.4891 data_cost: 0.0013 ips: 8.1775 images/s [04/08 03:45:08] ppdet.engine INFO: Epoch: [15] [4400/7329] learning_rate: 0.000100 loss_class: 0.658373 loss_bbox: 0.162264 loss_giou: 0.447745 loss_class_aux: 4.161020 loss_bbox_aux: 1.054914 loss_giou_aux: 2.901156 loss_class_dn: 0.383271 loss_bbox_dn: 0.194398 loss_giou_dn: 0.436752 loss_class_aux_dn: 2.020762 loss_bbox_aux_dn: 1.114503 loss_giou_aux_dn: 2.435942 loss: 15.818653 eta: 3 days, 0:44:41 batch_cost: 0.4744 data_cost: 0.0014 ips: 8.4309 images/s [04/08 03:46:04] ppdet.engine INFO: Epoch: [15] [4500/7329] learning_rate: 0.000100 loss_class: 0.590776 loss_bbox: 0.165543 loss_giou: 0.322198 loss_class_aux: 3.839941 loss_bbox_aux: 1.066190 loss_giou_aux: 2.139728 loss_class_dn: 0.318052 loss_bbox_dn: 0.199487 loss_giou_dn: 0.393069 loss_class_aux_dn: 1.740667 loss_bbox_aux_dn: 1.140563 loss_giou_aux_dn: 2.169103 loss: 14.391491 eta: 3 days, 0:43:40 batch_cost: 0.5023 data_cost: 0.0013 ips: 7.9636 images/s [04/08 03:47:00] ppdet.engine INFO: Epoch: [15] [4600/7329] learning_rate: 0.000100 loss_class: 0.680672 loss_bbox: 0.193048 loss_giou: 0.439377 loss_class_aux: 4.184689 loss_bbox_aux: 1.211069 loss_giou_aux: 2.753647 loss_class_dn: 0.376299 loss_bbox_dn: 0.231320 loss_giou_dn: 0.439789 loss_class_aux_dn: 2.057442 loss_bbox_aux_dn: 1.272389 loss_giou_aux_dn: 2.387371 loss: 16.690701 eta: 3 days, 0:42:36 batch_cost: 0.4973 data_cost: 0.0014 ips: 8.0438 images/s [04/08 03:47:58] ppdet.engine INFO: Epoch: [15] [4700/7329] learning_rate: 0.000100 loss_class: 0.585894 loss_bbox: 0.170506 loss_giou: 0.505516 loss_class_aux: 3.834912 loss_bbox_aux: 1.118666 loss_giou_aux: 3.150059 loss_class_dn: 0.367559 loss_bbox_dn: 0.184272 loss_giou_dn: 0.503035 loss_class_aux_dn: 1.927195 loss_bbox_aux_dn: 1.070088 loss_giou_aux_dn: 2.715366 loss: 17.537785 eta: 3 days, 0:41:41 batch_cost: 0.5148 data_cost: 0.0013 ips: 7.7703 images/s [04/08 03:48:53] ppdet.engine INFO: Epoch: [15] [4800/7329] learning_rate: 0.000100 loss_class: 0.678627 loss_bbox: 0.163282 loss_giou: 0.416912 loss_class_aux: 4.175397 loss_bbox_aux: 1.075422 loss_giou_aux: 2.661284 loss_class_dn: 0.360303 loss_bbox_dn: 0.214198 loss_giou_dn: 0.454631 loss_class_aux_dn: 1.905996 loss_bbox_aux_dn: 1.197277 loss_giou_aux_dn: 2.507774 loss: 16.019241 eta: 3 days, 0:40:31 batch_cost: 0.4830 data_cost: 0.0014 ips: 8.2819 images/s [04/08 03:49:47] ppdet.engine INFO: Epoch: [15] [4900/7329] learning_rate: 0.000100 loss_class: 0.632983 loss_bbox: 0.182645 loss_giou: 0.476350 loss_class_aux: 4.149946 loss_bbox_aux: 1.179599 loss_giou_aux: 2.985035 loss_class_dn: 0.364882 loss_bbox_dn: 0.203214 loss_giou_dn: 0.459262 loss_class_aux_dn: 1.918386 loss_bbox_aux_dn: 1.137720 loss_giou_aux_dn: 2.542681 loss: 16.482937 eta: 3 days, 0:39:22 batch_cost: 0.4836 data_cost: 0.0015 ips: 8.2715 images/s [04/08 03:50:48] ppdet.engine INFO: Epoch: [15] [5000/7329] learning_rate: 0.000100 loss_class: 0.599733 loss_bbox: 0.148995 loss_giou: 0.378494 loss_class_aux: 3.824280 loss_bbox_aux: 0.970758 loss_giou_aux: 2.437753 loss_class_dn: 0.320447 loss_bbox_dn: 0.196400 loss_giou_dn: 0.419521 loss_class_aux_dn: 1.706055 loss_bbox_aux_dn: 1.129818 loss_giou_aux_dn: 2.222008 loss: 14.961294 eta: 3 days, 0:38:42 batch_cost: 0.5496 data_cost: 0.0013 ips: 7.2777 images/s [04/08 03:51:47] ppdet.engine INFO: Epoch: [15] [5100/7329] learning_rate: 0.000100 loss_class: 0.635677 loss_bbox: 0.167593 loss_giou: 0.484355 loss_class_aux: 4.174552 loss_bbox_aux: 1.086383 loss_giou_aux: 3.051276 loss_class_dn: 0.360822 loss_bbox_dn: 0.173878 loss_giou_dn: 0.476594 loss_class_aux_dn: 1.944771 loss_bbox_aux_dn: 1.026490 loss_giou_aux_dn: 2.552148 loss: 15.718166 eta: 3 days, 0:37:50 batch_cost: 0.5225 data_cost: 0.0014 ips: 7.6560 images/s [04/08 03:52:48] ppdet.engine INFO: Epoch: [15] [5200/7329] learning_rate: 0.000100 loss_class: 0.644388 loss_bbox: 0.168244 loss_giou: 0.427613 loss_class_aux: 4.190825 loss_bbox_aux: 1.083214 loss_giou_aux: 2.716506 loss_class_dn: 0.358827 loss_bbox_dn: 0.166141 loss_giou_dn: 0.433739 loss_class_aux_dn: 1.922685 loss_bbox_aux_dn: 0.996699 loss_giou_aux_dn: 2.398518 loss: 16.496325 eta: 3 days, 0:37:04 batch_cost: 0.5370 data_cost: 0.0017 ips: 7.4491 images/s [04/08 03:53:50] ppdet.engine INFO: Epoch: [15] [5300/7329] learning_rate: 0.000100 loss_class: 0.588949 loss_bbox: 0.158686 loss_giou: 0.370739 loss_class_aux: 3.782011 loss_bbox_aux: 1.037080 loss_giou_aux: 2.342942 loss_class_dn: 0.322787 loss_bbox_dn: 0.190003 loss_giou_dn: 0.389827 loss_class_aux_dn: 1.727914 loss_bbox_aux_dn: 1.150318 loss_giou_aux_dn: 2.153906 loss: 15.569542 eta: 3 days, 0:36:25 batch_cost: 0.5532 data_cost: 0.0015 ips: 7.2312 images/s [04/08 03:54:50] ppdet.engine INFO: Epoch: [15] [5400/7329] learning_rate: 0.000100 loss_class: 0.628307 loss_bbox: 0.175624 loss_giou: 0.439523 loss_class_aux: 4.132646 loss_bbox_aux: 1.081538 loss_giou_aux: 2.753120 loss_class_dn: 0.382016 loss_bbox_dn: 0.188195 loss_giou_dn: 0.499771 loss_class_aux_dn: 2.022018 loss_bbox_aux_dn: 1.118595 loss_giou_aux_dn: 2.709486 loss: 17.881781 eta: 3 days, 0:35:39 batch_cost: 0.5367 data_cost: 0.0014 ips: 7.4533 images/s [04/08 03:55:47] ppdet.engine INFO: Epoch: [15] [5500/7329] learning_rate: 0.000100 loss_class: 0.603298 loss_bbox: 0.162178 loss_giou: 0.465051 loss_class_aux: 3.912292 loss_bbox_aux: 1.021903 loss_giou_aux: 2.978561 loss_class_dn: 0.370580 loss_bbox_dn: 0.181675 loss_giou_dn: 0.477291 loss_class_aux_dn: 1.963983 loss_bbox_aux_dn: 1.031791 loss_giou_aux_dn: 2.579245 loss: 16.000996 eta: 3 days, 0:34:36 batch_cost: 0.4973 data_cost: 0.0014 ips: 8.0431 images/s [04/08 03:56:52] ppdet.engine INFO: Epoch: [15] [5600/7329] learning_rate: 0.000100 loss_class: 0.624939 loss_bbox: 0.141385 loss_giou: 0.420783 loss_class_aux: 4.092254 loss_bbox_aux: 0.919683 loss_giou_aux: 2.648957 loss_class_dn: 0.351589 loss_bbox_dn: 0.164270 loss_giou_dn: 0.397209 loss_class_aux_dn: 1.901772 loss_bbox_aux_dn: 0.971006 loss_giou_aux_dn: 2.205949 loss: 14.784628 eta: 3 days, 0:34:07 batch_cost: 0.5758 data_cost: 0.0017 ips: 6.9472 images/s [04/08 03:57:50] ppdet.engine INFO: Epoch: [15] [5700/7329] learning_rate: 0.000100 loss_class: 0.594271 loss_bbox: 0.162692 loss_giou: 0.409309 loss_class_aux: 3.821205 loss_bbox_aux: 1.133391 loss_giou_aux: 2.738307 loss_class_dn: 0.336370 loss_bbox_dn: 0.194049 loss_giou_dn: 0.417175 loss_class_aux_dn: 1.823882 loss_bbox_aux_dn: 1.086800 loss_giou_aux_dn: 2.313129 loss: 16.062256 eta: 3 days, 0:33:15 batch_cost: 0.5238 data_cost: 0.0016 ips: 7.6363 images/s [04/08 03:58:47] ppdet.engine INFO: Epoch: [15] [5800/7329] learning_rate: 0.000100 loss_class: 0.641799 loss_bbox: 0.164962 loss_giou: 0.457051 loss_class_aux: 4.019417 loss_bbox_aux: 1.068732 loss_giou_aux: 2.872582 loss_class_dn: 0.359971 loss_bbox_dn: 0.187317 loss_giou_dn: 0.477175 loss_class_aux_dn: 1.907927 loss_bbox_aux_dn: 1.101591 loss_giou_aux_dn: 2.533396 loss: 16.760307 eta: 3 days, 0:32:14 batch_cost: 0.5008 data_cost: 0.0013 ips: 7.9877 images/s [04/08 03:59:43] ppdet.engine INFO: Epoch: [15] [5900/7329] learning_rate: 0.000100 loss_class: 0.577914 loss_bbox: 0.166833 loss_giou: 0.477964 loss_class_aux: 3.819314 loss_bbox_aux: 1.097982 loss_giou_aux: 3.001593 loss_class_dn: 0.333567 loss_bbox_dn: 0.191138 loss_giou_dn: 0.500050 loss_class_aux_dn: 1.777771 loss_bbox_aux_dn: 1.119930 loss_giou_aux_dn: 2.662014 loss: 15.225515 eta: 3 days, 0:31:13 batch_cost: 0.5022 data_cost: 0.0014 ips: 7.9648 images/s [04/08 04:00:48] ppdet.engine INFO: Epoch: [15] [6000/7329] learning_rate: 0.000100 loss_class: 0.671623 loss_bbox: 0.165615 loss_giou: 0.511827 loss_class_aux: 4.213797 loss_bbox_aux: 1.043435 loss_giou_aux: 3.092309 loss_class_dn: 0.355123 loss_bbox_dn: 0.192344 loss_giou_dn: 0.478631 loss_class_aux_dn: 1.918439 loss_bbox_aux_dn: 1.128668 loss_giou_aux_dn: 2.629674 loss: 16.435394 eta: 3 days, 0:30:39 batch_cost: 0.5664 data_cost: 0.0015 ips: 7.0622 images/s [04/08 04:01:45] ppdet.engine INFO: Epoch: [15] [6100/7329] learning_rate: 0.000100 loss_class: 0.552793 loss_bbox: 0.136710 loss_giou: 0.327878 loss_class_aux: 3.619148 loss_bbox_aux: 0.898496 loss_giou_aux: 2.123864 loss_class_dn: 0.306712 loss_bbox_dn: 0.180143 loss_giou_dn: 0.384930 loss_class_aux_dn: 1.642232 loss_bbox_aux_dn: 1.043724 loss_giou_aux_dn: 2.107446 loss: 14.213366 eta: 3 days, 0:29:41 batch_cost: 0.5083 data_cost: 0.0014 ips: 7.8698 images/s [04/08 04:02:44] ppdet.engine INFO: Epoch: [15] [6200/7329] learning_rate: 0.000100 loss_class: 0.610356 loss_bbox: 0.149065 loss_giou: 0.374132 loss_class_aux: 3.682837 loss_bbox_aux: 0.991884 loss_giou_aux: 2.366743 loss_class_dn: 0.309354 loss_bbox_dn: 0.190724 loss_giou_dn: 0.420114 loss_class_aux_dn: 1.649207 loss_bbox_aux_dn: 1.115929 loss_giou_aux_dn: 2.262614 loss: 14.902380 eta: 3 days, 0:28:51 batch_cost: 0.5270 data_cost: 0.0016 ips: 7.5901 images/s [04/08 04:03:47] ppdet.engine INFO: Epoch: [15] [6300/7329] learning_rate: 0.000100 loss_class: 0.643516 loss_bbox: 0.152786 loss_giou: 0.458492 loss_class_aux: 4.302214 loss_bbox_aux: 1.043513 loss_giou_aux: 2.887050 loss_class_dn: 0.347536 loss_bbox_dn: 0.182575 loss_giou_dn: 0.439763 loss_class_aux_dn: 1.843708 loss_bbox_aux_dn: 1.114247 loss_giou_aux_dn: 2.451481 loss: 15.923556 eta: 3 days, 0:28:11 batch_cost: 0.5521 data_cost: 0.0016 ips: 7.2445 images/s [04/08 04:04:49] ppdet.engine INFO: Epoch: [15] [6400/7329] learning_rate: 0.000100 loss_class: 0.646843 loss_bbox: 0.164240 loss_giou: 0.452013 loss_class_aux: 4.004266 loss_bbox_aux: 1.026211 loss_giou_aux: 2.881210 loss_class_dn: 0.367517 loss_bbox_dn: 0.181243 loss_giou_dn: 0.439949 loss_class_aux_dn: 1.936525 loss_bbox_aux_dn: 1.019886 loss_giou_aux_dn: 2.386401 loss: 16.223707 eta: 3 days, 0:27:27 batch_cost: 0.5400 data_cost: 0.0020 ips: 7.4073 images/s [04/08 04:05:43] ppdet.engine INFO: Epoch: [15] [6500/7329] learning_rate: 0.000100 loss_class: 0.630791 loss_bbox: 0.168449 loss_giou: 0.413406 loss_class_aux: 4.073515 loss_bbox_aux: 1.086535 loss_giou_aux: 2.705777 loss_class_dn: 0.353938 loss_bbox_dn: 0.185196 loss_giou_dn: 0.434377 loss_class_aux_dn: 1.912047 loss_bbox_aux_dn: 1.070570 loss_giou_aux_dn: 2.358387 loss: 15.405163 eta: 3 days, 0:26:17 batch_cost: 0.4816 data_cost: 0.0014 ips: 8.3062 images/s [04/08 04:06:41] ppdet.engine INFO: Epoch: [15] [6600/7329] learning_rate: 0.000100 loss_class: 0.616834 loss_bbox: 0.147106 loss_giou: 0.478742 loss_class_aux: 4.049875 loss_bbox_aux: 1.075851 loss_giou_aux: 3.042687 loss_class_dn: 0.344912 loss_bbox_dn: 0.186176 loss_giou_dn: 0.441616 loss_class_aux_dn: 1.853203 loss_bbox_aux_dn: 1.095592 loss_giou_aux_dn: 2.404237 loss: 15.345306 eta: 3 days, 0:25:21 batch_cost: 0.5134 data_cost: 0.0016 ips: 7.7912 images/s [04/08 04:07:36] ppdet.engine INFO: Epoch: [15] [6700/7329] learning_rate: 0.000100 loss_class: 0.653628 loss_bbox: 0.183954 loss_giou: 0.384908 loss_class_aux: 4.263382 loss_bbox_aux: 1.194060 loss_giou_aux: 2.474376 loss_class_dn: 0.368791 loss_bbox_dn: 0.218921 loss_giou_dn: 0.406020 loss_class_aux_dn: 1.995146 loss_bbox_aux_dn: 1.270095 loss_giou_aux_dn: 2.280195 loss: 16.241289 eta: 3 days, 0:24:13 batch_cost: 0.4854 data_cost: 0.0013 ips: 8.2410 images/s [04/08 04:08:36] ppdet.engine INFO: Epoch: [15] [6800/7329] learning_rate: 0.000100 loss_class: 0.597080 loss_bbox: 0.143847 loss_giou: 0.455216 loss_class_aux: 3.948635 loss_bbox_aux: 0.968063 loss_giou_aux: 2.870103 loss_class_dn: 0.348297 loss_bbox_dn: 0.165297 loss_giou_dn: 0.462773 loss_class_aux_dn: 1.835247 loss_bbox_aux_dn: 1.006120 loss_giou_aux_dn: 2.561488 loss: 15.625784 eta: 3 days, 0:23:24 batch_cost: 0.5303 data_cost: 0.0013 ips: 7.5433 images/s [04/08 04:09:34] ppdet.engine INFO: Epoch: [15] [6900/7329] learning_rate: 0.000100 loss_class: 0.649363 loss_bbox: 0.152696 loss_giou: 0.430198 loss_class_aux: 4.065041 loss_bbox_aux: 0.999483 loss_giou_aux: 2.726420 loss_class_dn: 0.361134 loss_bbox_dn: 0.172386 loss_giou_dn: 0.438238 loss_class_aux_dn: 1.941860 loss_bbox_aux_dn: 1.013598 loss_giou_aux_dn: 2.366286 loss: 15.326012 eta: 3 days, 0:22:28 batch_cost: 0.5142 data_cost: 0.0014 ips: 7.7787 images/s [04/08 04:10:30] ppdet.engine INFO: Epoch: [15] [7000/7329] learning_rate: 0.000100 loss_class: 0.586197 loss_bbox: 0.150665 loss_giou: 0.434389 loss_class_aux: 3.712698 loss_bbox_aux: 1.011431 loss_giou_aux: 2.709270 loss_class_dn: 0.331019 loss_bbox_dn: 0.171450 loss_giou_dn: 0.416577 loss_class_aux_dn: 1.729816 loss_bbox_aux_dn: 0.961822 loss_giou_aux_dn: 2.267713 loss: 15.534097 eta: 3 days, 0:21:25 batch_cost: 0.4963 data_cost: 0.0013 ips: 8.0594 images/s [04/08 04:11:25] ppdet.engine INFO: Epoch: [15] [7100/7329] learning_rate: 0.000100 loss_class: 0.591681 loss_bbox: 0.141743 loss_giou: 0.402617 loss_class_aux: 3.941452 loss_bbox_aux: 1.003660 loss_giou_aux: 2.577014 loss_class_dn: 0.351023 loss_bbox_dn: 0.162294 loss_giou_dn: 0.411940 loss_class_aux_dn: 1.924701 loss_bbox_aux_dn: 0.921723 loss_giou_aux_dn: 2.242262 loss: 15.380722 eta: 3 days, 0:20:20 batch_cost: 0.4928 data_cost: 0.0013 ips: 8.1166 images/s [04/08 04:12:20] ppdet.engine INFO: Epoch: [15] [7200/7329] learning_rate: 0.000100 loss_class: 0.583374 loss_bbox: 0.139159 loss_giou: 0.407762 loss_class_aux: 3.761943 loss_bbox_aux: 0.948093 loss_giou_aux: 2.538671 loss_class_dn: 0.328687 loss_bbox_dn: 0.179739 loss_giou_dn: 0.422457 loss_class_aux_dn: 1.747504 loss_bbox_aux_dn: 1.010429 loss_giou_aux_dn: 2.311282 loss: 15.195894 eta: 3 days, 0:19:15 batch_cost: 0.4920 data_cost: 0.0013 ips: 8.1307 images/s [04/08 04:13:18] ppdet.engine INFO: Epoch: [15] [7300/7329] learning_rate: 0.000100 loss_class: 0.627437 loss_bbox: 0.149698 loss_giou: 0.420904 loss_class_aux: 3.993958 loss_bbox_aux: 0.974469 loss_giou_aux: 2.627265 loss_class_dn: 0.342431 loss_bbox_dn: 0.169542 loss_giou_dn: 0.411596 loss_class_aux_dn: 1.839298 loss_bbox_aux_dn: 0.969891 loss_giou_aux_dn: 2.238304 loss: 15.657267 eta: 3 days, 0:18:20 batch_cost: 0.5155 data_cost: 0.0013 ips: 7.7592 images/s [04/08 04:13:38] ppdet.engine INFO: Eval iter: 0 [04/08 04:14:06] ppdet.engine INFO: Eval iter: 100 [04/08 04:14:33] ppdet.engine INFO: Eval iter: 200 [04/08 04:15:00] ppdet.engine INFO: Eval iter: 300 [04/08 04:15:29] ppdet.engine INFO: Eval iter: 400 [04/08 04:15:56] ppdet.engine INFO: Eval iter: 500 [04/08 04:16:23] ppdet.engine INFO: Eval iter: 600 [04/08 04:16:54] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/08 04:16:55] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.99s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.62s). Accumulating evaluation results... DONE (t=25.32s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.496 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.677 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.535 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.303 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.542 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.675 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.376 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.627 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.696 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.509 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 [04/08 04:19:36] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.0079020097171 [04/08 04:19:36] ppdet.engine INFO: Best test bbox ap is 0.496. [04/08 04:19:39] ppdet.engine INFO: Epoch: [16] [ 0/7329] learning_rate: 0.000100 loss_class: 0.615199 loss_bbox: 0.159320 loss_giou: 0.419987 loss_class_aux: 3.941625 loss_bbox_aux: 1.054916 loss_giou_aux: 2.581931 loss_class_dn: 0.336993 loss_bbox_dn: 0.174405 loss_giou_dn: 0.396366 loss_class_aux_dn: 1.782312 loss_bbox_aux_dn: 0.979089 loss_giou_aux_dn: 2.157615 loss: 15.304514 eta: 3 days, 0:18:01 batch_cost: 0.5187 data_cost: 0.0014 ips: 7.7121 images/s [04/08 04:20:36] ppdet.engine INFO: Epoch: [16] [ 100/7329] learning_rate: 0.000100 loss_class: 0.650223 loss_bbox: 0.153189 loss_giou: 0.378210 loss_class_aux: 4.191890 loss_bbox_aux: 1.032085 loss_giou_aux: 2.513621 loss_class_dn: 0.338143 loss_bbox_dn: 0.192249 loss_giou_dn: 0.427737 loss_class_aux_dn: 1.825796 loss_bbox_aux_dn: 1.114414 loss_giou_aux_dn: 2.369637 loss: 15.429594 eta: 3 days, 0:17:00 batch_cost: 0.5024 data_cost: 0.0013 ips: 7.9614 images/s [04/08 04:21:34] ppdet.engine INFO: Epoch: [16] [ 200/7329] learning_rate: 0.000100 loss_class: 0.634968 loss_bbox: 0.147845 loss_giou: 0.432301 loss_class_aux: 4.036853 loss_bbox_aux: 1.002284 loss_giou_aux: 2.715644 loss_class_dn: 0.357674 loss_bbox_dn: 0.166806 loss_giou_dn: 0.443445 loss_class_aux_dn: 1.922935 loss_bbox_aux_dn: 0.997261 loss_giou_aux_dn: 2.392206 loss: 15.470310 eta: 3 days, 0:16:08 batch_cost: 0.5217 data_cost: 0.0013 ips: 7.6670 images/s [04/08 04:22:31] ppdet.engine INFO: Epoch: [16] [ 300/7329] learning_rate: 0.000100 loss_class: 0.656265 loss_bbox: 0.146966 loss_giou: 0.468944 loss_class_aux: 4.095095 loss_bbox_aux: 0.979916 loss_giou_aux: 2.985584 loss_class_dn: 0.369981 loss_bbox_dn: 0.178212 loss_giou_dn: 0.483611 loss_class_aux_dn: 1.964198 loss_bbox_aux_dn: 1.048095 loss_giou_aux_dn: 2.604359 loss: 16.488304 eta: 3 days, 0:15:07 batch_cost: 0.5031 data_cost: 0.0016 ips: 7.9505 images/s [04/08 04:23:28] ppdet.engine INFO: Epoch: [16] [ 400/7329] learning_rate: 0.000100 loss_class: 0.641864 loss_bbox: 0.162527 loss_giou: 0.427438 loss_class_aux: 4.091100 loss_bbox_aux: 1.046930 loss_giou_aux: 2.700573 loss_class_dn: 0.388047 loss_bbox_dn: 0.198633 loss_giou_dn: 0.475972 loss_class_aux_dn: 2.057094 loss_bbox_aux_dn: 1.138534 loss_giou_aux_dn: 2.605387 loss: 16.803608 eta: 3 days, 0:14:08 batch_cost: 0.5059 data_cost: 0.0014 ips: 7.9068 images/s [04/08 04:24:27] ppdet.engine INFO: Epoch: [16] [ 500/7329] learning_rate: 0.000100 loss_class: 0.647555 loss_bbox: 0.150134 loss_giou: 0.411955 loss_class_aux: 4.106923 loss_bbox_aux: 1.016936 loss_giou_aux: 2.628792 loss_class_dn: 0.341334 loss_bbox_dn: 0.210229 loss_giou_dn: 0.462220 loss_class_aux_dn: 1.833513 loss_bbox_aux_dn: 1.196155 loss_giou_aux_dn: 2.496343 loss: 15.534945 eta: 3 days, 0:13:17 batch_cost: 0.5250 data_cost: 0.0013 ips: 7.6197 images/s [04/08 04:25:26] ppdet.engine INFO: Epoch: [16] [ 600/7329] learning_rate: 0.000100 loss_class: 0.563093 loss_bbox: 0.140735 loss_giou: 0.360134 loss_class_aux: 3.576219 loss_bbox_aux: 0.952517 loss_giou_aux: 2.287769 loss_class_dn: 0.333520 loss_bbox_dn: 0.179452 loss_giou_dn: 0.351930 loss_class_aux_dn: 1.780120 loss_bbox_aux_dn: 1.045191 loss_giou_aux_dn: 1.949391 loss: 14.439585 eta: 3 days, 0:12:29 batch_cost: 0.5320 data_cost: 0.0014 ips: 7.5194 images/s [04/08 04:26:22] ppdet.engine INFO: Epoch: [16] [ 700/7329] learning_rate: 0.000100 loss_class: 0.608424 loss_bbox: 0.145375 loss_giou: 0.455502 loss_class_aux: 3.807309 loss_bbox_aux: 0.969022 loss_giou_aux: 2.976409 loss_class_dn: 0.339747 loss_bbox_dn: 0.171689 loss_giou_dn: 0.467358 loss_class_aux_dn: 1.808642 loss_bbox_aux_dn: 0.983078 loss_giou_aux_dn: 2.523158 loss: 15.691101 eta: 3 days, 0:11:28 batch_cost: 0.5009 data_cost: 0.0013 ips: 7.9858 images/s [04/08 04:27:21] ppdet.engine INFO: Epoch: [16] [ 800/7329] learning_rate: 0.000100 loss_class: 0.568484 loss_bbox: 0.148264 loss_giou: 0.352937 loss_class_aux: 3.669272 loss_bbox_aux: 0.937597 loss_giou_aux: 2.328165 loss_class_dn: 0.315297 loss_bbox_dn: 0.182083 loss_giou_dn: 0.385658 loss_class_aux_dn: 1.657765 loss_bbox_aux_dn: 1.046875 loss_giou_aux_dn: 2.132785 loss: 13.906552 eta: 3 days, 0:10:36 batch_cost: 0.5234 data_cost: 0.0014 ips: 7.6423 images/s [04/08 04:28:20] ppdet.engine INFO: Epoch: [16] [ 900/7329] learning_rate: 0.000100 loss_class: 0.629304 loss_bbox: 0.174656 loss_giou: 0.507097 loss_class_aux: 4.027207 loss_bbox_aux: 1.124318 loss_giou_aux: 3.160025 loss_class_dn: 0.361309 loss_bbox_dn: 0.183636 loss_giou_dn: 0.496188 loss_class_aux_dn: 1.954502 loss_bbox_aux_dn: 1.093473 loss_giou_aux_dn: 2.638984 loss: 16.887222 eta: 3 days, 0:09:44 batch_cost: 0.5216 data_cost: 0.0015 ips: 7.6690 images/s [04/08 04:29:15] ppdet.engine INFO: Epoch: [16] [1000/7329] learning_rate: 0.000100 loss_class: 0.612095 loss_bbox: 0.162099 loss_giou: 0.427111 loss_class_aux: 3.919587 loss_bbox_aux: 1.081420 loss_giou_aux: 2.733535 loss_class_dn: 0.337992 loss_bbox_dn: 0.213768 loss_giou_dn: 0.464366 loss_class_aux_dn: 1.798159 loss_bbox_aux_dn: 1.262129 loss_giou_aux_dn: 2.495626 loss: 15.174951 eta: 3 days, 0:08:37 batch_cost: 0.4873 data_cost: 0.0014 ips: 8.2092 images/s [04/08 04:30:19] ppdet.engine INFO: Epoch: [16] [1100/7329] learning_rate: 0.000100 loss_class: 0.660390 loss_bbox: 0.165351 loss_giou: 0.475953 loss_class_aux: 4.209104 loss_bbox_aux: 1.068442 loss_giou_aux: 2.988769 loss_class_dn: 0.380504 loss_bbox_dn: 0.178673 loss_giou_dn: 0.486900 loss_class_aux_dn: 2.022530 loss_bbox_aux_dn: 1.024626 loss_giou_aux_dn: 2.570701 loss: 17.516632 eta: 3 days, 0:08:03 batch_cost: 0.5670 data_cost: 0.0019 ips: 7.0542 images/s [04/08 04:31:21] ppdet.engine INFO: Epoch: [16] [1200/7329] learning_rate: 0.000100 loss_class: 0.668596 loss_bbox: 0.170451 loss_giou: 0.478393 loss_class_aux: 4.314749 loss_bbox_aux: 1.058091 loss_giou_aux: 3.048413 loss_class_dn: 0.364500 loss_bbox_dn: 0.188414 loss_giou_dn: 0.473059 loss_class_aux_dn: 1.931302 loss_bbox_aux_dn: 1.062013 loss_giou_aux_dn: 2.539490 loss: 16.884764 eta: 3 days, 0:07:22 batch_cost: 0.5475 data_cost: 0.0014 ips: 7.3058 images/s [04/08 04:32:18] ppdet.engine INFO: Epoch: [16] [1300/7329] learning_rate: 0.000100 loss_class: 0.653335 loss_bbox: 0.155875 loss_giou: 0.435521 loss_class_aux: 4.390995 loss_bbox_aux: 1.029038 loss_giou_aux: 2.861150 loss_class_dn: 0.357278 loss_bbox_dn: 0.198902 loss_giou_dn: 0.473586 loss_class_aux_dn: 1.966691 loss_bbox_aux_dn: 1.120558 loss_giou_aux_dn: 2.673704 loss: 17.408958 eta: 3 days, 0:06:27 batch_cost: 0.5174 data_cost: 0.0013 ips: 7.7310 images/s [04/08 04:33:17] ppdet.engine INFO: Epoch: [16] [1400/7329] learning_rate: 0.000100 loss_class: 0.619075 loss_bbox: 0.158524 loss_giou: 0.432156 loss_class_aux: 3.943584 loss_bbox_aux: 1.043146 loss_giou_aux: 2.754435 loss_class_dn: 0.355282 loss_bbox_dn: 0.188710 loss_giou_dn: 0.414035 loss_class_aux_dn: 1.911702 loss_bbox_aux_dn: 1.078690 loss_giou_aux_dn: 2.285574 loss: 16.302223 eta: 3 days, 0:05:34 batch_cost: 0.5201 data_cost: 0.0013 ips: 7.6913 images/s [04/08 04:34:19] ppdet.engine INFO: Epoch: [16] [1500/7329] learning_rate: 0.000100 loss_class: 0.681838 loss_bbox: 0.177920 loss_giou: 0.443844 loss_class_aux: 4.461665 loss_bbox_aux: 1.157831 loss_giou_aux: 2.809277 loss_class_dn: 0.381779 loss_bbox_dn: 0.191429 loss_giou_dn: 0.461219 loss_class_aux_dn: 2.034540 loss_bbox_aux_dn: 1.104910 loss_giou_aux_dn: 2.555920 loss: 16.515896 eta: 3 days, 0:04:59 batch_cost: 0.5631 data_cost: 0.0014 ips: 7.1035 images/s [04/08 04:35:14] ppdet.engine INFO: Epoch: [16] [1600/7329] learning_rate: 0.000100 loss_class: 0.577434 loss_bbox: 0.170611 loss_giou: 0.358067 loss_class_aux: 3.803752 loss_bbox_aux: 1.065196 loss_giou_aux: 2.247431 loss_class_dn: 0.344959 loss_bbox_dn: 0.201262 loss_giou_dn: 0.381637 loss_class_aux_dn: 1.827979 loss_bbox_aux_dn: 1.153564 loss_giou_aux_dn: 2.071734 loss: 15.413543 eta: 3 days, 0:03:53 batch_cost: 0.4885 data_cost: 0.0014 ips: 8.1889 images/s [04/08 04:36:09] ppdet.engine INFO: Epoch: [16] [1700/7329] learning_rate: 0.000100 loss_class: 0.560102 loss_bbox: 0.151631 loss_giou: 0.373008 loss_class_aux: 3.658213 loss_bbox_aux: 1.014531 loss_giou_aux: 2.433291 loss_class_dn: 0.289346 loss_bbox_dn: 0.191951 loss_giou_dn: 0.385485 loss_class_aux_dn: 1.585474 loss_bbox_aux_dn: 1.168551 loss_giou_aux_dn: 2.092085 loss: 13.486647 eta: 3 days, 0:02:44 batch_cost: 0.4832 data_cost: 0.0013 ips: 8.2789 images/s [04/08 04:37:09] ppdet.engine INFO: Epoch: [16] [1800/7329] learning_rate: 0.000100 loss_class: 0.599487 loss_bbox: 0.151061 loss_giou: 0.343760 loss_class_aux: 3.890140 loss_bbox_aux: 1.009251 loss_giou_aux: 2.228011 loss_class_dn: 0.322334 loss_bbox_dn: 0.188156 loss_giou_dn: 0.386674 loss_class_aux_dn: 1.725414 loss_bbox_aux_dn: 1.100295 loss_giou_aux_dn: 2.139590 loss: 14.640831 eta: 3 days, 0:01:58 batch_cost: 0.5370 data_cost: 0.0014 ips: 7.4490 images/s [04/08 04:38:08] ppdet.engine INFO: Epoch: [16] [1900/7329] learning_rate: 0.000100 loss_class: 0.608341 loss_bbox: 0.152934 loss_giou: 0.374557 loss_class_aux: 4.016504 loss_bbox_aux: 1.022420 loss_giou_aux: 2.398470 loss_class_dn: 0.350555 loss_bbox_dn: 0.169545 loss_giou_dn: 0.377387 loss_class_aux_dn: 1.834926 loss_bbox_aux_dn: 0.954404 loss_giou_aux_dn: 2.107087 loss: 14.895028 eta: 3 days, 0:01:09 batch_cost: 0.5294 data_cost: 0.0014 ips: 7.5557 images/s [04/08 04:39:07] ppdet.engine INFO: Epoch: [16] [2000/7329] learning_rate: 0.000100 loss_class: 0.580691 loss_bbox: 0.164223 loss_giou: 0.431914 loss_class_aux: 3.810276 loss_bbox_aux: 1.055666 loss_giou_aux: 2.692366 loss_class_dn: 0.361192 loss_bbox_dn: 0.181728 loss_giou_dn: 0.438864 loss_class_aux_dn: 1.909578 loss_bbox_aux_dn: 1.014822 loss_giou_aux_dn: 2.395246 loss: 15.622139 eta: 3 days, 0:00:15 batch_cost: 0.5177 data_cost: 0.0014 ips: 7.7262 images/s [04/08 04:40:09] ppdet.engine INFO: Epoch: [16] [2100/7329] learning_rate: 0.000100 loss_class: 0.634844 loss_bbox: 0.151858 loss_giou: 0.441827 loss_class_aux: 4.003612 loss_bbox_aux: 0.985993 loss_giou_aux: 2.852102 loss_class_dn: 0.336544 loss_bbox_dn: 0.175407 loss_giou_dn: 0.424755 loss_class_aux_dn: 1.837535 loss_bbox_aux_dn: 1.009526 loss_giou_aux_dn: 2.305941 loss: 15.421785 eta: 2 days, 23:59:32 batch_cost: 0.5454 data_cost: 0.0015 ips: 7.3340 images/s [04/08 04:41:14] ppdet.engine INFO: Epoch: [16] [2200/7329] learning_rate: 0.000100 loss_class: 0.558601 loss_bbox: 0.153820 loss_giou: 0.370642 loss_class_aux: 3.639986 loss_bbox_aux: 1.005475 loss_giou_aux: 2.342655 loss_class_dn: 0.330380 loss_bbox_dn: 0.160759 loss_giou_dn: 0.394865 loss_class_aux_dn: 1.783881 loss_bbox_aux_dn: 0.938331 loss_giou_aux_dn: 2.140886 loss: 14.932142 eta: 2 days, 23:59:01 batch_cost: 0.5738 data_cost: 0.0014 ips: 6.9706 images/s [04/08 04:42:25] ppdet.engine INFO: Epoch: [16] [2300/7329] learning_rate: 0.000100 loss_class: 0.673663 loss_bbox: 0.160086 loss_giou: 0.495778 loss_class_aux: 4.330441 loss_bbox_aux: 1.119770 loss_giou_aux: 3.110502 loss_class_dn: 0.377443 loss_bbox_dn: 0.172603 loss_giou_dn: 0.513333 loss_class_aux_dn: 1.991736 loss_bbox_aux_dn: 1.032960 loss_giou_aux_dn: 2.780549 loss: 17.422264 eta: 2 days, 23:59:03 batch_cost: 0.6512 data_cost: 0.0013 ips: 6.1425 images/s [04/08 04:43:24] ppdet.engine INFO: Epoch: [16] [2400/7329] learning_rate: 0.000100 loss_class: 0.610635 loss_bbox: 0.150554 loss_giou: 0.390776 loss_class_aux: 3.934297 loss_bbox_aux: 1.068496 loss_giou_aux: 2.458087 loss_class_dn: 0.329851 loss_bbox_dn: 0.183509 loss_giou_dn: 0.400997 loss_class_aux_dn: 1.820341 loss_bbox_aux_dn: 1.061777 loss_giou_aux_dn: 2.228731 loss: 15.042776 eta: 2 days, 23:58:15 batch_cost: 0.5325 data_cost: 0.0013 ips: 7.5118 images/s [04/08 04:44:23] ppdet.engine INFO: Epoch: [16] [2500/7329] learning_rate: 0.000100 loss_class: 0.650953 loss_bbox: 0.163974 loss_giou: 0.460141 loss_class_aux: 4.282611 loss_bbox_aux: 1.073450 loss_giou_aux: 2.905831 loss_class_dn: 0.388556 loss_bbox_dn: 0.184027 loss_giou_dn: 0.455443 loss_class_aux_dn: 2.088552 loss_bbox_aux_dn: 1.081323 loss_giou_aux_dn: 2.492563 loss: 16.531567 eta: 2 days, 23:57:21 batch_cost: 0.5187 data_cost: 0.0019 ips: 7.7120 images/s [04/08 04:45:21] ppdet.engine INFO: Epoch: [16] [2600/7329] learning_rate: 0.000100 loss_class: 0.600824 loss_bbox: 0.146297 loss_giou: 0.389236 loss_class_aux: 3.786053 loss_bbox_aux: 0.992099 loss_giou_aux: 2.436220 loss_class_dn: 0.322219 loss_bbox_dn: 0.170706 loss_giou_dn: 0.391234 loss_class_aux_dn: 1.768574 loss_bbox_aux_dn: 1.002298 loss_giou_aux_dn: 2.076002 loss: 14.314873 eta: 2 days, 23:56:24 batch_cost: 0.5106 data_cost: 0.0015 ips: 7.8332 images/s [04/08 04:46:20] ppdet.engine INFO: Epoch: [16] [2700/7329] learning_rate: 0.000100 loss_class: 0.639013 loss_bbox: 0.139662 loss_giou: 0.476145 loss_class_aux: 4.001202 loss_bbox_aux: 0.879704 loss_giou_aux: 3.073680 loss_class_dn: 0.384391 loss_bbox_dn: 0.167335 loss_giou_dn: 0.466227 loss_class_aux_dn: 2.040335 loss_bbox_aux_dn: 0.936367 loss_giou_aux_dn: 2.438688 loss: 16.603271 eta: 2 days, 23:55:31 batch_cost: 0.5199 data_cost: 0.0017 ips: 7.6938 images/s [04/08 04:47:23] ppdet.engine INFO: Epoch: [16] [2800/7329] learning_rate: 0.000100 loss_class: 0.660793 loss_bbox: 0.185842 loss_giou: 0.509443 loss_class_aux: 4.336126 loss_bbox_aux: 1.158412 loss_giou_aux: 3.230159 loss_class_dn: 0.395195 loss_bbox_dn: 0.205190 loss_giou_dn: 0.507154 loss_class_aux_dn: 2.134045 loss_bbox_aux_dn: 1.223476 loss_giou_aux_dn: 2.730721 loss: 17.876862 eta: 2 days, 23:54:53 batch_cost: 0.5576 data_cost: 0.0014 ips: 7.1733 images/s [04/08 04:48:22] ppdet.engine INFO: Epoch: [16] [2900/7329] learning_rate: 0.000100 loss_class: 0.645697 loss_bbox: 0.171864 loss_giou: 0.484614 loss_class_aux: 4.096581 loss_bbox_aux: 1.156052 loss_giou_aux: 2.899755 loss_class_dn: 0.383578 loss_bbox_dn: 0.200103 loss_giou_dn: 0.472895 loss_class_aux_dn: 2.059216 loss_bbox_aux_dn: 1.209087 loss_giou_aux_dn: 2.642342 loss: 16.957628 eta: 2 days, 23:54:01 batch_cost: 0.5243 data_cost: 0.0013 ips: 7.6297 images/s [04/08 04:49:22] ppdet.engine INFO: Epoch: [16] [3000/7329] learning_rate: 0.000100 loss_class: 0.542159 loss_bbox: 0.145163 loss_giou: 0.412470 loss_class_aux: 3.766191 loss_bbox_aux: 0.924496 loss_giou_aux: 2.557940 loss_class_dn: 0.338288 loss_bbox_dn: 0.173648 loss_giou_dn: 0.447896 loss_class_aux_dn: 1.805933 loss_bbox_aux_dn: 0.975174 loss_giou_aux_dn: 2.395078 loss: 14.748207 eta: 2 days, 23:53:16 batch_cost: 0.5387 data_cost: 0.0013 ips: 7.4255 images/s [04/08 04:50:24] ppdet.engine INFO: Epoch: [16] [3100/7329] learning_rate: 0.000100 loss_class: 0.654695 loss_bbox: 0.160075 loss_giou: 0.504315 loss_class_aux: 4.136495 loss_bbox_aux: 1.036404 loss_giou_aux: 3.172582 loss_class_dn: 0.375312 loss_bbox_dn: 0.168414 loss_giou_dn: 0.500146 loss_class_aux_dn: 1.976923 loss_bbox_aux_dn: 0.988143 loss_giou_aux_dn: 2.726297 loss: 17.011036 eta: 2 days, 23:52:39 batch_cost: 0.5611 data_cost: 0.0014 ips: 7.1287 images/s [04/08 04:51:23] ppdet.engine INFO: Epoch: [16] [3200/7329] learning_rate: 0.000100 loss_class: 0.595663 loss_bbox: 0.142874 loss_giou: 0.433549 loss_class_aux: 3.908655 loss_bbox_aux: 0.938532 loss_giou_aux: 2.704070 loss_class_dn: 0.325990 loss_bbox_dn: 0.178137 loss_giou_dn: 0.436778 loss_class_aux_dn: 1.757264 loss_bbox_aux_dn: 1.010399 loss_giou_aux_dn: 2.314592 loss: 15.001846 eta: 2 days, 23:51:48 batch_cost: 0.5254 data_cost: 0.0014 ips: 7.6139 images/s [04/08 04:52:23] ppdet.engine INFO: Epoch: [16] [3300/7329] learning_rate: 0.000100 loss_class: 0.666061 loss_bbox: 0.183463 loss_giou: 0.462332 loss_class_aux: 4.441370 loss_bbox_aux: 1.164938 loss_giou_aux: 2.948880 loss_class_dn: 0.399258 loss_bbox_dn: 0.210472 loss_giou_dn: 0.505790 loss_class_aux_dn: 2.135097 loss_bbox_aux_dn: 1.229014 loss_giou_aux_dn: 2.725046 loss: 17.850388 eta: 2 days, 23:51:02 batch_cost: 0.5357 data_cost: 0.0013 ips: 7.4675 images/s [04/08 04:53:20] ppdet.engine INFO: Epoch: [16] [3400/7329] learning_rate: 0.000100 loss_class: 0.596810 loss_bbox: 0.163652 loss_giou: 0.474445 loss_class_aux: 3.815522 loss_bbox_aux: 1.011408 loss_giou_aux: 3.193770 loss_class_dn: 0.349601 loss_bbox_dn: 0.189172 loss_giou_dn: 0.477891 loss_class_aux_dn: 1.802944 loss_bbox_aux_dn: 1.096977 loss_giou_aux_dn: 2.542970 loss: 16.157345 eta: 2 days, 23:50:04 batch_cost: 0.5102 data_cost: 0.0014 ips: 7.8398 images/s [04/08 04:54:20] ppdet.engine INFO: Epoch: [16] [3500/7329] learning_rate: 0.000100 loss_class: 0.562547 loss_bbox: 0.156280 loss_giou: 0.356355 loss_class_aux: 3.560901 loss_bbox_aux: 0.972633 loss_giou_aux: 2.287967 loss_class_dn: 0.309070 loss_bbox_dn: 0.168820 loss_giou_dn: 0.390391 loss_class_aux_dn: 1.652519 loss_bbox_aux_dn: 0.998003 loss_giou_aux_dn: 2.115355 loss: 13.615810 eta: 2 days, 23:49:17 batch_cost: 0.5353 data_cost: 0.0013 ips: 7.4730 images/s [04/08 04:55:21] ppdet.engine INFO: Epoch: [16] [3600/7329] learning_rate: 0.000100 loss_class: 0.649632 loss_bbox: 0.162596 loss_giou: 0.424847 loss_class_aux: 4.033710 loss_bbox_aux: 1.058340 loss_giou_aux: 2.792407 loss_class_dn: 0.373247 loss_bbox_dn: 0.185484 loss_giou_dn: 0.487062 loss_class_aux_dn: 1.967019 loss_bbox_aux_dn: 1.099090 loss_giou_aux_dn: 2.643708 loss: 16.471806 eta: 2 days, 23:48:35 batch_cost: 0.5466 data_cost: 0.0014 ips: 7.3182 images/s [04/08 04:56:15] ppdet.engine INFO: Epoch: [16] [3700/7329] learning_rate: 0.000100 loss_class: 0.545605 loss_bbox: 0.144323 loss_giou: 0.358398 loss_class_aux: 3.594695 loss_bbox_aux: 0.992493 loss_giou_aux: 2.290590 loss_class_dn: 0.307508 loss_bbox_dn: 0.176737 loss_giou_dn: 0.388291 loss_class_aux_dn: 1.706749 loss_bbox_aux_dn: 0.999354 loss_giou_aux_dn: 2.072050 loss: 14.349974 eta: 2 days, 23:47:27 batch_cost: 0.4833 data_cost: 0.0013 ips: 8.2758 images/s [04/08 04:57:13] ppdet.engine INFO: Epoch: [16] [3800/7329] learning_rate: 0.000100 loss_class: 0.626965 loss_bbox: 0.169851 loss_giou: 0.401589 loss_class_aux: 4.144765 loss_bbox_aux: 1.015661 loss_giou_aux: 2.557707 loss_class_dn: 0.350884 loss_bbox_dn: 0.200281 loss_giou_dn: 0.420838 loss_class_aux_dn: 1.905461 loss_bbox_aux_dn: 1.145940 loss_giou_aux_dn: 2.294133 loss: 15.882151 eta: 2 days, 23:46:31 batch_cost: 0.5151 data_cost: 0.0013 ips: 7.7658 images/s [04/08 04:58:16] ppdet.engine INFO: Epoch: [16] [3900/7329] learning_rate: 0.000100 loss_class: 0.605135 loss_bbox: 0.158622 loss_giou: 0.402875 loss_class_aux: 3.811194 loss_bbox_aux: 0.988556 loss_giou_aux: 2.573686 loss_class_dn: 0.355709 loss_bbox_dn: 0.175919 loss_giou_dn: 0.432829 loss_class_aux_dn: 1.907276 loss_bbox_aux_dn: 1.018222 loss_giou_aux_dn: 2.352284 loss: 15.287285 eta: 2 days, 23:45:53 batch_cost: 0.5551 data_cost: 0.0017 ips: 7.2058 images/s [04/08 04:59:14] ppdet.engine INFO: Epoch: [16] [4000/7329] learning_rate: 0.000100 loss_class: 0.628191 loss_bbox: 0.160374 loss_giou: 0.505526 loss_class_aux: 4.156948 loss_bbox_aux: 1.017278 loss_giou_aux: 3.167116 loss_class_dn: 0.397986 loss_bbox_dn: 0.197352 loss_giou_dn: 0.522964 loss_class_aux_dn: 2.114451 loss_bbox_aux_dn: 1.081944 loss_giou_aux_dn: 2.785882 loss: 17.699001 eta: 2 days, 23:44:53 batch_cost: 0.5053 data_cost: 0.0017 ips: 7.9163 images/s [04/08 05:00:07] ppdet.engine INFO: Epoch: [16] [4100/7329] learning_rate: 0.000100 loss_class: 0.641427 loss_bbox: 0.161154 loss_giou: 0.501131 loss_class_aux: 4.286007 loss_bbox_aux: 1.119454 loss_giou_aux: 3.224509 loss_class_dn: 0.384523 loss_bbox_dn: 0.177931 loss_giou_dn: 0.506672 loss_class_aux_dn: 2.053866 loss_bbox_aux_dn: 1.044774 loss_giou_aux_dn: 2.761033 loss: 17.390202 eta: 2 days, 23:43:42 batch_cost: 0.4762 data_cost: 0.0013 ips: 8.3993 images/s [04/08 05:01:04] ppdet.engine INFO: Epoch: [16] [4200/7329] learning_rate: 0.000100 loss_class: 0.571766 loss_bbox: 0.163848 loss_giou: 0.440386 loss_class_aux: 3.575265 loss_bbox_aux: 1.008212 loss_giou_aux: 2.784641 loss_class_dn: 0.363887 loss_bbox_dn: 0.181013 loss_giou_dn: 0.442262 loss_class_aux_dn: 1.903783 loss_bbox_aux_dn: 1.041577 loss_giou_aux_dn: 2.381455 loss: 15.046001 eta: 2 days, 23:42:43 batch_cost: 0.5043 data_cost: 0.0013 ips: 7.9320 images/s [04/08 05:02:04] ppdet.engine INFO: Epoch: [16] [4300/7329] learning_rate: 0.000100 loss_class: 0.636091 loss_bbox: 0.152902 loss_giou: 0.460380 loss_class_aux: 4.167207 loss_bbox_aux: 0.989163 loss_giou_aux: 2.896268 loss_class_dn: 0.376583 loss_bbox_dn: 0.194814 loss_giou_dn: 0.437789 loss_class_aux_dn: 2.028767 loss_bbox_aux_dn: 1.076628 loss_giou_aux_dn: 2.349028 loss: 16.666262 eta: 2 days, 23:41:56 batch_cost: 0.5370 data_cost: 0.0013 ips: 7.4484 images/s [04/08 05:03:02] ppdet.engine INFO: Epoch: [16] [4400/7329] learning_rate: 0.000100 loss_class: 0.599798 loss_bbox: 0.176905 loss_giou: 0.407110 loss_class_aux: 3.919517 loss_bbox_aux: 1.142128 loss_giou_aux: 2.640878 loss_class_dn: 0.331471 loss_bbox_dn: 0.193557 loss_giou_dn: 0.425083 loss_class_aux_dn: 1.792929 loss_bbox_aux_dn: 1.153054 loss_giou_aux_dn: 2.368979 loss: 15.435129 eta: 2 days, 23:41:04 batch_cost: 0.5222 data_cost: 0.0013 ips: 7.6592 images/s [04/08 05:04:06] ppdet.engine INFO: Epoch: [16] [4500/7329] learning_rate: 0.000100 loss_class: 0.605776 loss_bbox: 0.164998 loss_giou: 0.400778 loss_class_aux: 4.032051 loss_bbox_aux: 1.076760 loss_giou_aux: 2.515898 loss_class_dn: 0.357064 loss_bbox_dn: 0.190669 loss_giou_dn: 0.466663 loss_class_aux_dn: 1.932667 loss_bbox_aux_dn: 1.073056 loss_giou_aux_dn: 2.509502 loss: 16.749445 eta: 2 days, 23:40:35 batch_cost: 0.5797 data_cost: 0.0013 ips: 6.9000 images/s [04/08 05:05:05] ppdet.engine INFO: Epoch: [16] [4600/7329] learning_rate: 0.000100 loss_class: 0.652860 loss_bbox: 0.159375 loss_giou: 0.451982 loss_class_aux: 4.195095 loss_bbox_aux: 1.061414 loss_giou_aux: 2.863434 loss_class_dn: 0.361281 loss_bbox_dn: 0.188127 loss_giou_dn: 0.482738 loss_class_aux_dn: 2.009391 loss_bbox_aux_dn: 1.139743 loss_giou_aux_dn: 2.614637 loss: 16.913189 eta: 2 days, 23:39:42 batch_cost: 0.5209 data_cost: 0.0013 ips: 7.6787 images/s [04/08 05:06:01] ppdet.engine INFO: Epoch: [16] [4700/7329] learning_rate: 0.000100 loss_class: 0.606583 loss_bbox: 0.163574 loss_giou: 0.379940 loss_class_aux: 3.963955 loss_bbox_aux: 1.083934 loss_giou_aux: 2.385593 loss_class_dn: 0.329893 loss_bbox_dn: 0.197675 loss_giou_dn: 0.413931 loss_class_aux_dn: 1.804235 loss_bbox_aux_dn: 1.194061 loss_giou_aux_dn: 2.310565 loss: 15.648918 eta: 2 days, 23:38:42 batch_cost: 0.5024 data_cost: 0.0015 ips: 7.9614 images/s [04/08 05:06:56] ppdet.engine INFO: Epoch: [16] [4800/7329] learning_rate: 0.000100 loss_class: 0.627699 loss_bbox: 0.151429 loss_giou: 0.447274 loss_class_aux: 3.984466 loss_bbox_aux: 0.975627 loss_giou_aux: 2.838411 loss_class_dn: 0.348707 loss_bbox_dn: 0.173030 loss_giou_dn: 0.452064 loss_class_aux_dn: 1.859649 loss_bbox_aux_dn: 1.018710 loss_giou_aux_dn: 2.514194 loss: 15.446115 eta: 2 days, 23:37:36 batch_cost: 0.4881 data_cost: 0.0015 ips: 8.1947 images/s [04/08 05:07:54] ppdet.engine INFO: Epoch: [16] [4900/7329] learning_rate: 0.000100 loss_class: 0.560312 loss_bbox: 0.142065 loss_giou: 0.383465 loss_class_aux: 3.732805 loss_bbox_aux: 0.960665 loss_giou_aux: 2.498739 loss_class_dn: 0.312489 loss_bbox_dn: 0.169238 loss_giou_dn: 0.403941 loss_class_aux_dn: 1.663495 loss_bbox_aux_dn: 1.066898 loss_giou_aux_dn: 2.213236 loss: 13.955966 eta: 2 days, 23:36:42 batch_cost: 0.5182 data_cost: 0.0013 ips: 7.7187 images/s [04/08 05:08:55] ppdet.engine INFO: Epoch: [16] [5000/7329] learning_rate: 0.000100 loss_class: 0.637351 loss_bbox: 0.147065 loss_giou: 0.428947 loss_class_aux: 4.059858 loss_bbox_aux: 0.961590 loss_giou_aux: 2.757481 loss_class_dn: 0.331539 loss_bbox_dn: 0.187717 loss_giou_dn: 0.434789 loss_class_aux_dn: 1.783666 loss_bbox_aux_dn: 1.053231 loss_giou_aux_dn: 2.384130 loss: 15.291790 eta: 2 days, 23:35:59 batch_cost: 0.5452 data_cost: 0.0014 ips: 7.3374 images/s [04/08 05:09:57] ppdet.engine INFO: Epoch: [16] [5100/7329] learning_rate: 0.000100 loss_class: 0.599169 loss_bbox: 0.145728 loss_giou: 0.397803 loss_class_aux: 3.858336 loss_bbox_aux: 1.013700 loss_giou_aux: 2.552819 loss_class_dn: 0.337647 loss_bbox_dn: 0.172553 loss_giou_dn: 0.410098 loss_class_aux_dn: 1.793170 loss_bbox_aux_dn: 1.023827 loss_giou_aux_dn: 2.238827 loss: 14.687533 eta: 2 days, 23:35:21 batch_cost: 0.5580 data_cost: 0.0015 ips: 7.1679 images/s [04/08 05:10:57] ppdet.engine INFO: Epoch: [16] [5200/7329] learning_rate: 0.000100 loss_class: 0.651306 loss_bbox: 0.155287 loss_giou: 0.467189 loss_class_aux: 4.069275 loss_bbox_aux: 1.086783 loss_giou_aux: 2.922973 loss_class_dn: 0.379147 loss_bbox_dn: 0.208913 loss_giou_dn: 0.478397 loss_class_aux_dn: 2.091645 loss_bbox_aux_dn: 1.186498 loss_giou_aux_dn: 2.578423 loss: 16.515881 eta: 2 days, 23:34:31 batch_cost: 0.5278 data_cost: 0.0017 ips: 7.5792 images/s [04/08 05:11:56] ppdet.engine INFO: Epoch: [16] [5300/7329] learning_rate: 0.000100 loss_class: 0.556043 loss_bbox: 0.144066 loss_giou: 0.445763 loss_class_aux: 3.618337 loss_bbox_aux: 0.915518 loss_giou_aux: 2.808252 loss_class_dn: 0.333486 loss_bbox_dn: 0.181003 loss_giou_dn: 0.428861 loss_class_aux_dn: 1.794868 loss_bbox_aux_dn: 1.062180 loss_giou_aux_dn: 2.323062 loss: 14.750882 eta: 2 days, 23:33:38 batch_cost: 0.5230 data_cost: 0.0013 ips: 7.6478 images/s [04/08 05:12:52] ppdet.engine INFO: Epoch: [16] [5400/7329] learning_rate: 0.000100 loss_class: 0.643099 loss_bbox: 0.153538 loss_giou: 0.390530 loss_class_aux: 4.120357 loss_bbox_aux: 1.094298 loss_giou_aux: 2.515388 loss_class_dn: 0.346871 loss_bbox_dn: 0.183170 loss_giou_dn: 0.439458 loss_class_aux_dn: 1.878953 loss_bbox_aux_dn: 1.072413 loss_giou_aux_dn: 2.402828 loss: 15.453788 eta: 2 days, 23:32:39 batch_cost: 0.5034 data_cost: 0.0014 ips: 7.9454 images/s [04/08 05:13:53] ppdet.engine INFO: Epoch: [16] [5500/7329] learning_rate: 0.000100 loss_class: 0.632422 loss_bbox: 0.170841 loss_giou: 0.457053 loss_class_aux: 4.201527 loss_bbox_aux: 1.118798 loss_giou_aux: 3.030725 loss_class_dn: 0.378846 loss_bbox_dn: 0.189240 loss_giou_dn: 0.481274 loss_class_aux_dn: 2.002394 loss_bbox_aux_dn: 1.096527 loss_giou_aux_dn: 2.581126 loss: 17.543816 eta: 2 days, 23:31:53 batch_cost: 0.5380 data_cost: 0.0015 ips: 7.4350 images/s [04/08 05:14:52] ppdet.engine INFO: Epoch: [16] [5600/7329] learning_rate: 0.000100 loss_class: 0.630895 loss_bbox: 0.181622 loss_giou: 0.422142 loss_class_aux: 4.129374 loss_bbox_aux: 1.133827 loss_giou_aux: 2.713712 loss_class_dn: 0.350269 loss_bbox_dn: 0.228954 loss_giou_dn: 0.446930 loss_class_aux_dn: 1.878972 loss_bbox_aux_dn: 1.264913 loss_giou_aux_dn: 2.464786 loss: 15.743931 eta: 2 days, 23:31:01 batch_cost: 0.5240 data_cost: 0.0014 ips: 7.6336 images/s [04/08 05:15:54] ppdet.engine INFO: Epoch: [16] [5700/7329] learning_rate: 0.000100 loss_class: 0.660501 loss_bbox: 0.163041 loss_giou: 0.485253 loss_class_aux: 4.287184 loss_bbox_aux: 1.101438 loss_giou_aux: 3.027914 loss_class_dn: 0.368896 loss_bbox_dn: 0.194628 loss_giou_dn: 0.464342 loss_class_aux_dn: 1.964387 loss_bbox_aux_dn: 1.134240 loss_giou_aux_dn: 2.587310 loss: 16.605892 eta: 2 days, 23:30:20 batch_cost: 0.5511 data_cost: 0.0018 ips: 7.2582 images/s [04/08 05:16:57] ppdet.engine INFO: Epoch: [16] [5800/7329] learning_rate: 0.000100 loss_class: 0.624003 loss_bbox: 0.136308 loss_giou: 0.476569 loss_class_aux: 3.994152 loss_bbox_aux: 0.923263 loss_giou_aux: 2.981594 loss_class_dn: 0.381172 loss_bbox_dn: 0.167894 loss_giou_dn: 0.491492 loss_class_aux_dn: 2.034865 loss_bbox_aux_dn: 0.970536 loss_giou_aux_dn: 2.718207 loss: 16.441339 eta: 2 days, 23:29:47 batch_cost: 0.5693 data_cost: 0.0016 ips: 7.0259 images/s [04/08 05:17:58] ppdet.engine INFO: Epoch: [16] [5900/7329] learning_rate: 0.000100 loss_class: 0.673261 loss_bbox: 0.154682 loss_giou: 0.509954 loss_class_aux: 4.424703 loss_bbox_aux: 1.025562 loss_giou_aux: 3.175901 loss_class_dn: 0.391186 loss_bbox_dn: 0.174809 loss_giou_dn: 0.476761 loss_class_aux_dn: 2.065093 loss_bbox_aux_dn: 1.011806 loss_giou_aux_dn: 2.657996 loss: 16.887367 eta: 2 days, 23:29:04 batch_cost: 0.5459 data_cost: 0.0014 ips: 7.3278 images/s [04/08 05:18:58] ppdet.engine INFO: Epoch: [16] [6000/7329] learning_rate: 0.000100 loss_class: 0.618596 loss_bbox: 0.151432 loss_giou: 0.408228 loss_class_aux: 4.053328 loss_bbox_aux: 0.972186 loss_giou_aux: 2.628710 loss_class_dn: 0.372592 loss_bbox_dn: 0.201650 loss_giou_dn: 0.426557 loss_class_aux_dn: 1.984049 loss_bbox_aux_dn: 1.170329 loss_giou_aux_dn: 2.278638 loss: 15.568583 eta: 2 days, 23:28:16 batch_cost: 0.5350 data_cost: 0.0015 ips: 7.4773 images/s [04/08 05:19:52] ppdet.engine INFO: Epoch: [16] [6100/7329] learning_rate: 0.000100 loss_class: 0.607763 loss_bbox: 0.149482 loss_giou: 0.404643 loss_class_aux: 3.811368 loss_bbox_aux: 0.971502 loss_giou_aux: 2.573608 loss_class_dn: 0.349321 loss_bbox_dn: 0.168181 loss_giou_dn: 0.405349 loss_class_aux_dn: 1.855974 loss_bbox_aux_dn: 0.999893 loss_giou_aux_dn: 2.213804 loss: 14.466608 eta: 2 days, 23:27:08 batch_cost: 0.4816 data_cost: 0.0013 ips: 8.3064 images/s [04/08 05:20:46] ppdet.engine INFO: Epoch: [16] [6200/7329] learning_rate: 0.000100 loss_class: 0.622669 loss_bbox: 0.169378 loss_giou: 0.421525 loss_class_aux: 3.793557 loss_bbox_aux: 1.117493 loss_giou_aux: 2.645606 loss_class_dn: 0.336392 loss_bbox_dn: 0.194864 loss_giou_dn: 0.423336 loss_class_aux_dn: 1.785575 loss_bbox_aux_dn: 1.108773 loss_giou_aux_dn: 2.282666 loss: 15.343920 eta: 2 days, 23:26:00 batch_cost: 0.4831 data_cost: 0.0013 ips: 8.2805 images/s [04/08 05:21:43] ppdet.engine INFO: Epoch: [16] [6300/7329] learning_rate: 0.000100 loss_class: 0.621956 loss_bbox: 0.158694 loss_giou: 0.418302 loss_class_aux: 3.954364 loss_bbox_aux: 1.002261 loss_giou_aux: 2.676287 loss_class_dn: 0.339744 loss_bbox_dn: 0.190264 loss_giou_dn: 0.428056 loss_class_aux_dn: 1.848964 loss_bbox_aux_dn: 1.113672 loss_giou_aux_dn: 2.368090 loss: 15.240936 eta: 2 days, 23:25:02 batch_cost: 0.5078 data_cost: 0.0013 ips: 7.8767 images/s [04/08 05:22:41] ppdet.engine INFO: Epoch: [16] [6400/7329] learning_rate: 0.000100 loss_class: 0.614977 loss_bbox: 0.146239 loss_giou: 0.390691 loss_class_aux: 3.897975 loss_bbox_aux: 1.004020 loss_giou_aux: 2.453015 loss_class_dn: 0.315558 loss_bbox_dn: 0.195112 loss_giou_dn: 0.385368 loss_class_aux_dn: 1.687255 loss_bbox_aux_dn: 1.140200 loss_giou_aux_dn: 2.159537 loss: 14.903374 eta: 2 days, 23:24:09 batch_cost: 0.5224 data_cost: 0.0013 ips: 7.6571 images/s [04/08 05:23:37] ppdet.engine INFO: Epoch: [16] [6500/7329] learning_rate: 0.000100 loss_class: 0.611716 loss_bbox: 0.149490 loss_giou: 0.413382 loss_class_aux: 3.806678 loss_bbox_aux: 1.005743 loss_giou_aux: 2.668654 loss_class_dn: 0.330154 loss_bbox_dn: 0.178904 loss_giou_dn: 0.441164 loss_class_aux_dn: 1.713998 loss_bbox_aux_dn: 1.039150 loss_giou_aux_dn: 2.384557 loss: 15.203161 eta: 2 days, 23:23:05 batch_cost: 0.4916 data_cost: 0.0013 ips: 8.1374 images/s [04/08 05:24:38] ppdet.engine INFO: Epoch: [16] [6600/7329] learning_rate: 0.000100 loss_class: 0.707259 loss_bbox: 0.160482 loss_giou: 0.465733 loss_class_aux: 4.461030 loss_bbox_aux: 1.090633 loss_giou_aux: 2.935666 loss_class_dn: 0.388949 loss_bbox_dn: 0.189976 loss_giou_dn: 0.454520 loss_class_aux_dn: 2.095952 loss_bbox_aux_dn: 1.095700 loss_giou_aux_dn: 2.546404 loss: 17.809380 eta: 2 days, 23:22:25 batch_cost: 0.5532 data_cost: 0.0014 ips: 7.2308 images/s [04/08 05:25:37] ppdet.engine INFO: Epoch: [16] [6700/7329] learning_rate: 0.000100 loss_class: 0.630334 loss_bbox: 0.155873 loss_giou: 0.479325 loss_class_aux: 4.110408 loss_bbox_aux: 0.994111 loss_giou_aux: 3.003262 loss_class_dn: 0.381139 loss_bbox_dn: 0.173040 loss_giou_dn: 0.489222 loss_class_aux_dn: 2.001499 loss_bbox_aux_dn: 1.039518 loss_giou_aux_dn: 2.651962 loss: 16.877804 eta: 2 days, 23:21:34 batch_cost: 0.5252 data_cost: 0.0013 ips: 7.6157 images/s [04/08 05:26:34] ppdet.engine INFO: Epoch: [16] [6800/7329] learning_rate: 0.000100 loss_class: 0.568777 loss_bbox: 0.150834 loss_giou: 0.354564 loss_class_aux: 3.734704 loss_bbox_aux: 0.949028 loss_giou_aux: 2.257641 loss_class_dn: 0.331668 loss_bbox_dn: 0.185458 loss_giou_dn: 0.380362 loss_class_aux_dn: 1.753321 loss_bbox_aux_dn: 1.067770 loss_giou_aux_dn: 2.080541 loss: 14.626901 eta: 2 days, 23:20:38 batch_cost: 0.5146 data_cost: 0.0013 ips: 7.7735 images/s [04/08 05:27:34] ppdet.engine INFO: Epoch: [16] [6900/7329] learning_rate: 0.000100 loss_class: 0.651220 loss_bbox: 0.150728 loss_giou: 0.457496 loss_class_aux: 4.245638 loss_bbox_aux: 0.978211 loss_giou_aux: 2.850886 loss_class_dn: 0.351230 loss_bbox_dn: 0.168621 loss_giou_dn: 0.451663 loss_class_aux_dn: 1.881944 loss_bbox_aux_dn: 0.955304 loss_giou_aux_dn: 2.479066 loss: 16.015762 eta: 2 days, 23:19:51 batch_cost: 0.5351 data_cost: 0.0013 ips: 7.4758 images/s [04/08 05:28:34] ppdet.engine INFO: Epoch: [16] [7000/7329] learning_rate: 0.000100 loss_class: 0.654557 loss_bbox: 0.169869 loss_giou: 0.491578 loss_class_aux: 4.228955 loss_bbox_aux: 1.131056 loss_giou_aux: 3.126429 loss_class_dn: 0.384732 loss_bbox_dn: 0.183882 loss_giou_dn: 0.498414 loss_class_aux_dn: 2.042429 loss_bbox_aux_dn: 1.072608 loss_giou_aux_dn: 2.630840 loss: 17.270134 eta: 2 days, 23:19:00 batch_cost: 0.5254 data_cost: 0.0016 ips: 7.6137 images/s [04/08 05:29:41] ppdet.engine INFO: Epoch: [16] [7100/7329] learning_rate: 0.000100 loss_class: 0.649523 loss_bbox: 0.154353 loss_giou: 0.402582 loss_class_aux: 3.985015 loss_bbox_aux: 1.007287 loss_giou_aux: 2.603509 loss_class_dn: 0.340576 loss_bbox_dn: 0.172472 loss_giou_dn: 0.433052 loss_class_aux_dn: 1.852239 loss_bbox_aux_dn: 1.022347 loss_giou_aux_dn: 2.337243 loss: 15.828134 eta: 2 days, 23:18:40 batch_cost: 0.6042 data_cost: 0.0013 ips: 6.6200 images/s [04/08 05:30:45] ppdet.engine INFO: Epoch: [16] [7200/7329] learning_rate: 0.000100 loss_class: 0.638025 loss_bbox: 0.144934 loss_giou: 0.420276 loss_class_aux: 4.048499 loss_bbox_aux: 0.960258 loss_giou_aux: 2.646217 loss_class_dn: 0.341727 loss_bbox_dn: 0.172228 loss_giou_dn: 0.427948 loss_class_aux_dn: 1.852686 loss_bbox_aux_dn: 1.026568 loss_giou_aux_dn: 2.364222 loss: 15.715921 eta: 2 days, 23:18:12 batch_cost: 0.5837 data_cost: 0.0013 ips: 6.8524 images/s [04/08 05:31:45] ppdet.engine INFO: Epoch: [16] [7300/7329] learning_rate: 0.000100 loss_class: 0.663941 loss_bbox: 0.156559 loss_giou: 0.510171 loss_class_aux: 4.231647 loss_bbox_aux: 1.000627 loss_giou_aux: 3.195885 loss_class_dn: 0.367324 loss_bbox_dn: 0.171601 loss_giou_dn: 0.477933 loss_class_aux_dn: 1.980465 loss_bbox_aux_dn: 0.981520 loss_giou_aux_dn: 2.569496 loss: 16.948082 eta: 2 days, 23:17:26 batch_cost: 0.5398 data_cost: 0.0013 ips: 7.4105 images/s [04/08 05:32:05] ppdet.engine INFO: Eval iter: 0 [04/08 05:32:34] ppdet.engine INFO: Eval iter: 100 [04/08 05:33:00] ppdet.engine INFO: Eval iter: 200 [04/08 05:33:27] ppdet.engine INFO: Eval iter: 300 [04/08 05:33:54] ppdet.engine INFO: Eval iter: 400 [04/08 05:34:20] ppdet.engine INFO: Eval iter: 500 [04/08 05:34:48] ppdet.engine INFO: Eval iter: 600 [04/08 05:35:18] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/08 05:35:19] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.71s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=113.92s). Accumulating evaluation results... DONE (t=27.76s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.497 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.679 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.536 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.301 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.543 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.680 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.377 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 [04/08 05:38:05] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.425965053921956 [04/08 05:38:05] ppdet.engine INFO: Best test bbox ap is 0.497. [04/08 05:38:08] ppdet.engine INFO: Epoch: [17] [ 0/7329] learning_rate: 0.000100 loss_class: 0.675628 loss_bbox: 0.164857 loss_giou: 0.522983 loss_class_aux: 4.407808 loss_bbox_aux: 1.075367 loss_giou_aux: 3.236628 loss_class_dn: 0.386191 loss_bbox_dn: 0.181752 loss_giou_dn: 0.493682 loss_class_aux_dn: 2.053583 loss_bbox_aux_dn: 1.028871 loss_giou_aux_dn: 2.711583 loss: 17.494354 eta: 2 days, 23:17:06 batch_cost: 0.5218 data_cost: 0.0013 ips: 7.6656 images/s [04/08 05:39:14] ppdet.engine INFO: Epoch: [17] [ 100/7329] learning_rate: 0.000100 loss_class: 0.616364 loss_bbox: 0.151838 loss_giou: 0.464359 loss_class_aux: 3.930511 loss_bbox_aux: 1.042723 loss_giou_aux: 2.846982 loss_class_dn: 0.324634 loss_bbox_dn: 0.165833 loss_giou_dn: 0.400536 loss_class_aux_dn: 1.742094 loss_bbox_aux_dn: 0.982364 loss_giou_aux_dn: 2.150584 loss: 15.347418 eta: 2 days, 23:16:39 batch_cost: 0.5880 data_cost: 0.0017 ips: 6.8026 images/s [04/08 05:40:13] ppdet.engine INFO: Epoch: [17] [ 200/7329] learning_rate: 0.000100 loss_class: 0.575911 loss_bbox: 0.156402 loss_giou: 0.368766 loss_class_aux: 3.796406 loss_bbox_aux: 1.014650 loss_giou_aux: 2.329518 loss_class_dn: 0.329770 loss_bbox_dn: 0.186208 loss_giou_dn: 0.407798 loss_class_aux_dn: 1.760895 loss_bbox_aux_dn: 1.086681 loss_giou_aux_dn: 2.208992 loss: 14.370859 eta: 2 days, 23:15:46 batch_cost: 0.5218 data_cost: 0.0016 ips: 7.6665 images/s [04/08 05:41:17] ppdet.engine INFO: Epoch: [17] [ 300/7329] learning_rate: 0.000100 loss_class: 0.662424 loss_bbox: 0.159780 loss_giou: 0.455810 loss_class_aux: 4.201521 loss_bbox_aux: 1.052821 loss_giou_aux: 2.899540 loss_class_dn: 0.367479 loss_bbox_dn: 0.190423 loss_giou_dn: 0.443933 loss_class_aux_dn: 1.960939 loss_bbox_aux_dn: 1.099495 loss_giou_aux_dn: 2.456697 loss: 16.364445 eta: 2 days, 23:15:08 batch_cost: 0.5587 data_cost: 0.0017 ips: 7.1601 images/s [04/08 05:42:21] ppdet.engine INFO: Epoch: [17] [ 400/7329] learning_rate: 0.000100 loss_class: 0.578803 loss_bbox: 0.167573 loss_giou: 0.375653 loss_class_aux: 3.778484 loss_bbox_aux: 1.094543 loss_giou_aux: 2.429017 loss_class_dn: 0.323055 loss_bbox_dn: 0.204668 loss_giou_dn: 0.381244 loss_class_aux_dn: 1.744746 loss_bbox_aux_dn: 1.150163 loss_giou_aux_dn: 2.152021 loss: 14.706612 eta: 2 days, 23:14:36 batch_cost: 0.5739 data_cost: 0.0015 ips: 6.9695 images/s [04/08 05:43:20] ppdet.engine INFO: Epoch: [17] [ 500/7329] learning_rate: 0.000100 loss_class: 0.596495 loss_bbox: 0.141425 loss_giou: 0.382047 loss_class_aux: 3.788958 loss_bbox_aux: 0.938662 loss_giou_aux: 2.365855 loss_class_dn: 0.310518 loss_bbox_dn: 0.165976 loss_giou_dn: 0.378429 loss_class_aux_dn: 1.652332 loss_bbox_aux_dn: 0.979761 loss_giou_aux_dn: 2.119095 loss: 14.187929 eta: 2 days, 23:13:46 batch_cost: 0.5273 data_cost: 0.0016 ips: 7.5860 images/s [04/08 05:44:29] ppdet.engine INFO: Epoch: [17] [ 600/7329] learning_rate: 0.000100 loss_class: 0.655307 loss_bbox: 0.158492 loss_giou: 0.403880 loss_class_aux: 4.300081 loss_bbox_aux: 0.974056 loss_giou_aux: 2.528141 loss_class_dn: 0.357695 loss_bbox_dn: 0.166539 loss_giou_dn: 0.405243 loss_class_aux_dn: 1.974789 loss_bbox_aux_dn: 0.964546 loss_giou_aux_dn: 2.274701 loss: 15.527282 eta: 2 days, 23:13:23 batch_cost: 0.5985 data_cost: 0.0017 ips: 6.6831 images/s [04/08 05:45:30] ppdet.engine INFO: Epoch: [17] [ 700/7329] learning_rate: 0.000100 loss_class: 0.611251 loss_bbox: 0.149488 loss_giou: 0.411488 loss_class_aux: 3.969262 loss_bbox_aux: 0.969027 loss_giou_aux: 2.554451 loss_class_dn: 0.350035 loss_bbox_dn: 0.161035 loss_giou_dn: 0.421244 loss_class_aux_dn: 1.861869 loss_bbox_aux_dn: 0.953792 loss_giou_aux_dn: 2.295467 loss: 15.207068 eta: 2 days, 23:12:34 batch_cost: 0.5317 data_cost: 0.0015 ips: 7.5228 images/s [04/08 05:46:32] ppdet.engine INFO: Epoch: [17] [ 800/7329] learning_rate: 0.000100 loss_class: 0.543665 loss_bbox: 0.148573 loss_giou: 0.384277 loss_class_aux: 3.779123 loss_bbox_aux: 0.959214 loss_giou_aux: 2.486066 loss_class_dn: 0.322848 loss_bbox_dn: 0.167284 loss_giou_dn: 0.384740 loss_class_aux_dn: 1.698504 loss_bbox_aux_dn: 0.978689 loss_giou_aux_dn: 2.061253 loss: 14.096344 eta: 2 days, 23:11:53 batch_cost: 0.5498 data_cost: 0.0017 ips: 7.2755 images/s [04/08 05:47:26] ppdet.engine INFO: Epoch: [17] [ 900/7329] learning_rate: 0.000100 loss_class: 0.615503 loss_bbox: 0.146902 loss_giou: 0.318468 loss_class_aux: 3.908587 loss_bbox_aux: 1.017219 loss_giou_aux: 2.124436 loss_class_dn: 0.300583 loss_bbox_dn: 0.171587 loss_giou_dn: 0.320823 loss_class_aux_dn: 1.663127 loss_bbox_aux_dn: 1.007989 loss_giou_aux_dn: 1.832704 loss: 13.752035 eta: 2 days, 23:10:42 batch_cost: 0.4769 data_cost: 0.0013 ips: 8.3879 images/s [04/08 05:48:24] ppdet.engine INFO: Epoch: [17] [1000/7329] learning_rate: 0.000100 loss_class: 0.620061 loss_bbox: 0.149484 loss_giou: 0.437576 loss_class_aux: 3.843734 loss_bbox_aux: 0.985208 loss_giou_aux: 2.757509 loss_class_dn: 0.346062 loss_bbox_dn: 0.159916 loss_giou_dn: 0.431019 loss_class_aux_dn: 1.859875 loss_bbox_aux_dn: 0.938311 loss_giou_aux_dn: 2.377468 loss: 15.441399 eta: 2 days, 23:09:50 batch_cost: 0.5214 data_cost: 0.0014 ips: 7.6710 images/s [04/08 05:49:24] ppdet.engine INFO: Epoch: [17] [1100/7329] learning_rate: 0.000100 loss_class: 0.554921 loss_bbox: 0.151284 loss_giou: 0.370962 loss_class_aux: 3.542335 loss_bbox_aux: 1.004567 loss_giou_aux: 2.379759 loss_class_dn: 0.322983 loss_bbox_dn: 0.186148 loss_giou_dn: 0.375069 loss_class_aux_dn: 1.655659 loss_bbox_aux_dn: 1.104324 loss_giou_aux_dn: 2.072269 loss: 13.898016 eta: 2 days, 23:08:59 batch_cost: 0.5278 data_cost: 0.0017 ips: 7.5780 images/s [04/08 05:50:22] ppdet.engine INFO: Epoch: [17] [1200/7329] learning_rate: 0.000100 loss_class: 0.638783 loss_bbox: 0.151417 loss_giou: 0.402738 loss_class_aux: 4.010797 loss_bbox_aux: 0.980312 loss_giou_aux: 2.519484 loss_class_dn: 0.324958 loss_bbox_dn: 0.172228 loss_giou_dn: 0.409717 loss_class_aux_dn: 1.760326 loss_bbox_aux_dn: 1.025285 loss_giou_aux_dn: 2.264781 loss: 14.844818 eta: 2 days, 23:08:05 batch_cost: 0.5179 data_cost: 0.0014 ips: 7.7241 images/s [04/08 05:51:18] ppdet.engine INFO: Epoch: [17] [1300/7329] learning_rate: 0.000100 loss_class: 0.606397 loss_bbox: 0.142178 loss_giou: 0.432059 loss_class_aux: 3.815805 loss_bbox_aux: 0.947629 loss_giou_aux: 2.728469 loss_class_dn: 0.344408 loss_bbox_dn: 0.171508 loss_giou_dn: 0.449577 loss_class_aux_dn: 1.858546 loss_bbox_aux_dn: 1.005041 loss_giou_aux_dn: 2.432686 loss: 15.404035 eta: 2 days, 23:07:03 batch_cost: 0.4977 data_cost: 0.0014 ips: 8.0364 images/s [04/08 05:52:15] ppdet.engine INFO: Epoch: [17] [1400/7329] learning_rate: 0.000100 loss_class: 0.559198 loss_bbox: 0.152618 loss_giou: 0.405257 loss_class_aux: 3.721653 loss_bbox_aux: 1.023321 loss_giou_aux: 2.557129 loss_class_dn: 0.329785 loss_bbox_dn: 0.174782 loss_giou_dn: 0.418461 loss_class_aux_dn: 1.805714 loss_bbox_aux_dn: 1.005895 loss_giou_aux_dn: 2.277141 loss: 14.350260 eta: 2 days, 23:06:04 batch_cost: 0.5057 data_cost: 0.0018 ips: 7.9096 images/s [04/08 05:53:18] ppdet.engine INFO: Epoch: [17] [1500/7329] learning_rate: 0.000100 loss_class: 0.518105 loss_bbox: 0.139876 loss_giou: 0.419642 loss_class_aux: 3.377279 loss_bbox_aux: 0.919308 loss_giou_aux: 2.621265 loss_class_dn: 0.295032 loss_bbox_dn: 0.162283 loss_giou_dn: 0.388671 loss_class_aux_dn: 1.580765 loss_bbox_aux_dn: 0.918670 loss_giou_aux_dn: 2.080100 loss: 12.964062 eta: 2 days, 23:05:27 batch_cost: 0.5623 data_cost: 0.0017 ips: 7.1135 images/s [04/08 05:54:22] ppdet.engine INFO: Epoch: [17] [1600/7329] learning_rate: 0.000100 loss_class: 0.671565 loss_bbox: 0.158222 loss_giou: 0.453082 loss_class_aux: 4.246027 loss_bbox_aux: 1.027334 loss_giou_aux: 2.841317 loss_class_dn: 0.375346 loss_bbox_dn: 0.179010 loss_giou_dn: 0.459975 loss_class_aux_dn: 1.963617 loss_bbox_aux_dn: 1.030682 loss_giou_aux_dn: 2.498883 loss: 16.522831 eta: 2 days, 23:04:54 batch_cost: 0.5721 data_cost: 0.0025 ips: 6.9917 images/s [04/08 05:55:18] ppdet.engine INFO: Epoch: [17] [1700/7329] learning_rate: 0.000100 loss_class: 0.678406 loss_bbox: 0.164064 loss_giou: 0.423985 loss_class_aux: 4.345541 loss_bbox_aux: 1.027614 loss_giou_aux: 2.610663 loss_class_dn: 0.379474 loss_bbox_dn: 0.180845 loss_giou_dn: 0.427140 loss_class_aux_dn: 2.029636 loss_bbox_aux_dn: 1.077340 loss_giou_aux_dn: 2.385068 loss: 16.820721 eta: 2 days, 23:03:51 batch_cost: 0.4955 data_cost: 0.0013 ips: 8.0722 images/s [04/08 05:56:14] ppdet.engine INFO: Epoch: [17] [1800/7329] learning_rate: 0.000100 loss_class: 0.586433 loss_bbox: 0.150160 loss_giou: 0.460277 loss_class_aux: 3.708600 loss_bbox_aux: 0.957006 loss_giou_aux: 2.895082 loss_class_dn: 0.359679 loss_bbox_dn: 0.166187 loss_giou_dn: 0.424977 loss_class_aux_dn: 1.920008 loss_bbox_aux_dn: 1.024459 loss_giou_aux_dn: 2.324564 loss: 15.202000 eta: 2 days, 23:02:51 batch_cost: 0.5036 data_cost: 0.0014 ips: 7.9431 images/s [04/08 05:57:09] ppdet.engine INFO: Epoch: [17] [1900/7329] learning_rate: 0.000100 loss_class: 0.610778 loss_bbox: 0.157598 loss_giou: 0.409505 loss_class_aux: 3.878781 loss_bbox_aux: 0.973418 loss_giou_aux: 2.596701 loss_class_dn: 0.341166 loss_bbox_dn: 0.173476 loss_giou_dn: 0.449456 loss_class_aux_dn: 1.837889 loss_bbox_aux_dn: 0.982018 loss_giou_aux_dn: 2.444136 loss: 15.855198 eta: 2 days, 23:01:46 batch_cost: 0.4884 data_cost: 0.0014 ips: 8.1904 images/s [04/08 05:58:06] ppdet.engine INFO: Epoch: [17] [2000/7329] learning_rate: 0.000100 loss_class: 0.659716 loss_bbox: 0.161803 loss_giou: 0.351538 loss_class_aux: 4.273342 loss_bbox_aux: 1.059451 loss_giou_aux: 2.265828 loss_class_dn: 0.340408 loss_bbox_dn: 0.209884 loss_giou_dn: 0.374582 loss_class_aux_dn: 1.864346 loss_bbox_aux_dn: 1.223282 loss_giou_aux_dn: 2.144561 loss: 15.648446 eta: 2 days, 23:00:46 batch_cost: 0.5043 data_cost: 0.0014 ips: 7.9325 images/s [04/08 05:59:03] ppdet.engine INFO: Epoch: [17] [2100/7329] learning_rate: 0.000100 loss_class: 0.636206 loss_bbox: 0.146685 loss_giou: 0.390132 loss_class_aux: 4.074306 loss_bbox_aux: 0.937955 loss_giou_aux: 2.551793 loss_class_dn: 0.341158 loss_bbox_dn: 0.163733 loss_giou_dn: 0.411563 loss_class_aux_dn: 1.839346 loss_bbox_aux_dn: 0.952926 loss_giou_aux_dn: 2.203161 loss: 15.819834 eta: 2 days, 22:59:47 batch_cost: 0.5039 data_cost: 0.0013 ips: 7.9385 images/s [04/08 05:59:59] ppdet.engine INFO: Epoch: [17] [2200/7329] learning_rate: 0.000100 loss_class: 0.630896 loss_bbox: 0.167281 loss_giou: 0.444831 loss_class_aux: 4.072326 loss_bbox_aux: 1.103279 loss_giou_aux: 2.879072 loss_class_dn: 0.361864 loss_bbox_dn: 0.199325 loss_giou_dn: 0.439905 loss_class_aux_dn: 1.942226 loss_bbox_aux_dn: 1.098935 loss_giou_aux_dn: 2.447170 loss: 16.403000 eta: 2 days, 22:58:48 batch_cost: 0.5044 data_cost: 0.0013 ips: 7.9297 images/s [04/08 06:00:59] ppdet.engine INFO: Epoch: [17] [2300/7329] learning_rate: 0.000100 loss_class: 0.586915 loss_bbox: 0.145262 loss_giou: 0.343947 loss_class_aux: 3.597035 loss_bbox_aux: 1.012332 loss_giou_aux: 2.254880 loss_class_dn: 0.331652 loss_bbox_dn: 0.184965 loss_giou_dn: 0.346666 loss_class_aux_dn: 1.778562 loss_bbox_aux_dn: 1.106221 loss_giou_aux_dn: 1.908911 loss: 15.143154 eta: 2 days, 22:58:02 batch_cost: 0.5404 data_cost: 0.0013 ips: 7.4015 images/s [04/08 06:01:57] ppdet.engine INFO: Epoch: [17] [2400/7329] learning_rate: 0.000100 loss_class: 0.681078 loss_bbox: 0.166202 loss_giou: 0.405281 loss_class_aux: 4.410163 loss_bbox_aux: 1.082698 loss_giou_aux: 2.628434 loss_class_dn: 0.361869 loss_bbox_dn: 0.220811 loss_giou_dn: 0.431063 loss_class_aux_dn: 1.927277 loss_bbox_aux_dn: 1.218793 loss_giou_aux_dn: 2.469218 loss: 16.465466 eta: 2 days, 22:57:04 batch_cost: 0.5066 data_cost: 0.0015 ips: 7.8952 images/s [04/08 06:02:51] ppdet.engine INFO: Epoch: [17] [2500/7329] learning_rate: 0.000100 loss_class: 0.581283 loss_bbox: 0.138698 loss_giou: 0.461918 loss_class_aux: 3.800018 loss_bbox_aux: 0.887853 loss_giou_aux: 2.865946 loss_class_dn: 0.343147 loss_bbox_dn: 0.158214 loss_giou_dn: 0.396272 loss_class_aux_dn: 1.856579 loss_bbox_aux_dn: 0.902164 loss_giou_aux_dn: 2.154665 loss: 15.067484 eta: 2 days, 22:55:55 batch_cost: 0.4812 data_cost: 0.0013 ips: 8.3118 images/s [04/08 06:03:51] ppdet.engine INFO: Epoch: [17] [2600/7329] learning_rate: 0.000100 loss_class: 0.586040 loss_bbox: 0.151139 loss_giou: 0.463272 loss_class_aux: 3.870446 loss_bbox_aux: 0.999146 loss_giou_aux: 2.937336 loss_class_dn: 0.342094 loss_bbox_dn: 0.182726 loss_giou_dn: 0.467349 loss_class_aux_dn: 1.804280 loss_bbox_aux_dn: 1.063537 loss_giou_aux_dn: 2.501452 loss: 15.831795 eta: 2 days, 22:55:08 batch_cost: 0.5363 data_cost: 0.0017 ips: 7.4580 images/s [04/08 06:04:47] ppdet.engine INFO: Epoch: [17] [2700/7329] learning_rate: 0.000100 loss_class: 0.625928 loss_bbox: 0.139045 loss_giou: 0.374379 loss_class_aux: 3.950315 loss_bbox_aux: 1.004768 loss_giou_aux: 2.494121 loss_class_dn: 0.365761 loss_bbox_dn: 0.165195 loss_giou_dn: 0.369872 loss_class_aux_dn: 1.938965 loss_bbox_aux_dn: 1.005354 loss_giou_aux_dn: 2.018204 loss: 15.341553 eta: 2 days, 22:54:07 batch_cost: 0.4989 data_cost: 0.0013 ips: 8.0183 images/s [04/08 06:05:46] ppdet.engine INFO: Epoch: [17] [2800/7329] learning_rate: 0.000100 loss_class: 0.664217 loss_bbox: 0.166236 loss_giou: 0.448243 loss_class_aux: 4.128983 loss_bbox_aux: 1.033225 loss_giou_aux: 2.897540 loss_class_dn: 0.377504 loss_bbox_dn: 0.188795 loss_giou_dn: 0.488708 loss_class_aux_dn: 2.031067 loss_bbox_aux_dn: 1.083504 loss_giou_aux_dn: 2.699742 loss: 17.413555 eta: 2 days, 22:53:15 batch_cost: 0.5234 data_cost: 0.0013 ips: 7.6427 images/s [04/08 06:06:48] ppdet.engine INFO: Epoch: [17] [2900/7329] learning_rate: 0.000100 loss_class: 0.648697 loss_bbox: 0.176955 loss_giou: 0.448024 loss_class_aux: 4.141396 loss_bbox_aux: 1.146651 loss_giou_aux: 2.718682 loss_class_dn: 0.349603 loss_bbox_dn: 0.195390 loss_giou_dn: 0.429451 loss_class_aux_dn: 1.881463 loss_bbox_aux_dn: 1.124298 loss_giou_aux_dn: 2.323368 loss: 16.319843 eta: 2 days, 22:52:36 batch_cost: 0.5564 data_cost: 0.0014 ips: 7.1889 images/s [04/08 06:07:43] ppdet.engine INFO: Epoch: [17] [3000/7329] learning_rate: 0.000100 loss_class: 0.594065 loss_bbox: 0.167587 loss_giou: 0.432758 loss_class_aux: 3.634969 loss_bbox_aux: 1.086443 loss_giou_aux: 2.767426 loss_class_dn: 0.338643 loss_bbox_dn: 0.198861 loss_giou_dn: 0.449890 loss_class_aux_dn: 1.765639 loss_bbox_aux_dn: 1.163202 loss_giou_aux_dn: 2.483424 loss: 15.796066 eta: 2 days, 22:51:32 batch_cost: 0.4918 data_cost: 0.0014 ips: 8.1331 images/s [04/08 06:08:37] ppdet.engine INFO: Epoch: [17] [3100/7329] learning_rate: 0.000100 loss_class: 0.640988 loss_bbox: 0.173583 loss_giou: 0.488936 loss_class_aux: 4.139695 loss_bbox_aux: 1.173707 loss_giou_aux: 3.110689 loss_class_dn: 0.361699 loss_bbox_dn: 0.211454 loss_giou_dn: 0.494564 loss_class_aux_dn: 1.919981 loss_bbox_aux_dn: 1.179651 loss_giou_aux_dn: 2.608660 loss: 16.500244 eta: 2 days, 22:50:20 batch_cost: 0.4730 data_cost: 0.0013 ips: 8.4571 images/s [04/08 06:09:34] ppdet.engine INFO: Epoch: [17] [3200/7329] learning_rate: 0.000100 loss_class: 0.549021 loss_bbox: 0.151559 loss_giou: 0.390803 loss_class_aux: 3.693588 loss_bbox_aux: 0.975258 loss_giou_aux: 2.444608 loss_class_dn: 0.319749 loss_bbox_dn: 0.182972 loss_giou_dn: 0.412285 loss_class_aux_dn: 1.751837 loss_bbox_aux_dn: 1.058907 loss_giou_aux_dn: 2.263920 loss: 14.623035 eta: 2 days, 22:49:22 batch_cost: 0.5061 data_cost: 0.0016 ips: 7.9040 images/s [04/08 06:10:28] ppdet.engine INFO: Epoch: [17] [3300/7329] learning_rate: 0.000100 loss_class: 0.671633 loss_bbox: 0.179785 loss_giou: 0.427347 loss_class_aux: 4.390624 loss_bbox_aux: 1.140964 loss_giou_aux: 2.691631 loss_class_dn: 0.367111 loss_bbox_dn: 0.194703 loss_giou_dn: 0.447374 loss_class_aux_dn: 1.965382 loss_bbox_aux_dn: 1.134698 loss_giou_aux_dn: 2.454277 loss: 16.493891 eta: 2 days, 22:48:12 batch_cost: 0.4775 data_cost: 0.0013 ips: 8.3765 images/s [04/08 06:11:21] ppdet.engine INFO: Epoch: [17] [3400/7329] learning_rate: 0.000100 loss_class: 0.647554 loss_bbox: 0.158166 loss_giou: 0.454784 loss_class_aux: 4.245235 loss_bbox_aux: 1.041305 loss_giou_aux: 2.878152 loss_class_dn: 0.346959 loss_bbox_dn: 0.201370 loss_giou_dn: 0.433538 loss_class_aux_dn: 1.891056 loss_bbox_aux_dn: 1.147366 loss_giou_aux_dn: 2.425788 loss: 15.578667 eta: 2 days, 22:47:02 batch_cost: 0.4749 data_cost: 0.0013 ips: 8.4223 images/s [04/08 06:12:20] ppdet.engine INFO: Epoch: [17] [3500/7329] learning_rate: 0.000100 loss_class: 0.573058 loss_bbox: 0.146629 loss_giou: 0.429931 loss_class_aux: 3.759374 loss_bbox_aux: 0.972863 loss_giou_aux: 2.653121 loss_class_dn: 0.347416 loss_bbox_dn: 0.163304 loss_giou_dn: 0.427156 loss_class_aux_dn: 1.854988 loss_bbox_aux_dn: 0.932262 loss_giou_aux_dn: 2.300972 loss: 15.046823 eta: 2 days, 22:46:08 batch_cost: 0.5196 data_cost: 0.0015 ips: 7.6989 images/s [04/08 06:13:29] ppdet.engine INFO: Epoch: [17] [3600/7329] learning_rate: 0.000100 loss_class: 0.603780 loss_bbox: 0.139886 loss_giou: 0.354782 loss_class_aux: 3.953362 loss_bbox_aux: 0.953831 loss_giou_aux: 2.304804 loss_class_dn: 0.325394 loss_bbox_dn: 0.173925 loss_giou_dn: 0.381744 loss_class_aux_dn: 1.800076 loss_bbox_aux_dn: 1.000965 loss_giou_aux_dn: 2.015618 loss: 14.576664 eta: 2 days, 22:45:58 batch_cost: 0.6318 data_cost: 0.0013 ips: 6.3307 images/s [04/08 06:14:25] ppdet.engine INFO: Epoch: [17] [3700/7329] learning_rate: 0.000100 loss_class: 0.661509 loss_bbox: 0.150009 loss_giou: 0.403903 loss_class_aux: 4.332961 loss_bbox_aux: 0.932613 loss_giou_aux: 2.638356 loss_class_dn: 0.359617 loss_bbox_dn: 0.189429 loss_giou_dn: 0.442254 loss_class_aux_dn: 1.895619 loss_bbox_aux_dn: 1.072881 loss_giou_aux_dn: 2.402271 loss: 16.113026 eta: 2 days, 22:44:56 batch_cost: 0.4974 data_cost: 0.0014 ips: 8.0415 images/s [04/08 06:15:21] ppdet.engine INFO: Epoch: [17] [3800/7329] learning_rate: 0.000100 loss_class: 0.523148 loss_bbox: 0.136841 loss_giou: 0.341387 loss_class_aux: 3.325973 loss_bbox_aux: 0.913614 loss_giou_aux: 2.172898 loss_class_dn: 0.308162 loss_bbox_dn: 0.170022 loss_giou_dn: 0.380883 loss_class_aux_dn: 1.658029 loss_bbox_aux_dn: 0.962648 loss_giou_aux_dn: 2.118103 loss: 14.730073 eta: 2 days, 22:43:53 batch_cost: 0.4947 data_cost: 0.0014 ips: 8.0860 images/s [04/08 06:16:20] ppdet.engine INFO: Epoch: [17] [3900/7329] learning_rate: 0.000100 loss_class: 0.632187 loss_bbox: 0.152039 loss_giou: 0.413344 loss_class_aux: 3.999873 loss_bbox_aux: 0.993754 loss_giou_aux: 2.611614 loss_class_dn: 0.326482 loss_bbox_dn: 0.179210 loss_giou_dn: 0.412499 loss_class_aux_dn: 1.812716 loss_bbox_aux_dn: 1.002245 loss_giou_aux_dn: 2.230140 loss: 15.073594 eta: 2 days, 22:43:04 batch_cost: 0.5310 data_cost: 0.0014 ips: 7.5334 images/s [04/08 06:17:17] ppdet.engine INFO: Epoch: [17] [4000/7329] learning_rate: 0.000100 loss_class: 0.553938 loss_bbox: 0.142796 loss_giou: 0.378751 loss_class_aux: 3.665627 loss_bbox_aux: 0.923495 loss_giou_aux: 2.438567 loss_class_dn: 0.330324 loss_bbox_dn: 0.164005 loss_giou_dn: 0.380122 loss_class_aux_dn: 1.807379 loss_bbox_aux_dn: 0.915121 loss_giou_aux_dn: 2.107370 loss: 14.187067 eta: 2 days, 22:42:01 batch_cost: 0.4949 data_cost: 0.0015 ips: 8.0831 images/s [04/08 06:18:12] ppdet.engine INFO: Epoch: [17] [4100/7329] learning_rate: 0.000100 loss_class: 0.574344 loss_bbox: 0.137810 loss_giou: 0.403174 loss_class_aux: 3.665795 loss_bbox_aux: 0.934514 loss_giou_aux: 2.586892 loss_class_dn: 0.320515 loss_bbox_dn: 0.178212 loss_giou_dn: 0.416404 loss_class_aux_dn: 1.731816 loss_bbox_aux_dn: 1.052182 loss_giou_aux_dn: 2.232782 loss: 15.082399 eta: 2 days, 22:40:59 batch_cost: 0.4956 data_cost: 0.0013 ips: 8.0705 images/s [04/08 06:19:07] ppdet.engine INFO: Epoch: [17] [4200/7329] learning_rate: 0.000100 loss_class: 0.617418 loss_bbox: 0.166340 loss_giou: 0.470704 loss_class_aux: 4.030949 loss_bbox_aux: 1.044299 loss_giou_aux: 2.968286 loss_class_dn: 0.368703 loss_bbox_dn: 0.169168 loss_giou_dn: 0.447207 loss_class_aux_dn: 1.954222 loss_bbox_aux_dn: 1.015389 loss_giou_aux_dn: 2.524643 loss: 15.979149 eta: 2 days, 22:39:52 batch_cost: 0.4852 data_cost: 0.0014 ips: 8.2446 images/s [04/08 06:20:01] ppdet.engine INFO: Epoch: [17] [4300/7329] learning_rate: 0.000100 loss_class: 0.594878 loss_bbox: 0.151368 loss_giou: 0.375308 loss_class_aux: 3.976132 loss_bbox_aux: 0.970859 loss_giou_aux: 2.398196 loss_class_dn: 0.340227 loss_bbox_dn: 0.166340 loss_giou_dn: 0.401842 loss_class_aux_dn: 1.802967 loss_bbox_aux_dn: 0.931864 loss_giou_aux_dn: 2.209175 loss: 15.110151 eta: 2 days, 22:38:43 batch_cost: 0.4772 data_cost: 0.0013 ips: 8.3816 images/s [04/08 06:21:07] ppdet.engine INFO: Epoch: [17] [4400/7329] learning_rate: 0.000100 loss_class: 0.691846 loss_bbox: 0.156786 loss_giou: 0.504031 loss_class_aux: 4.381435 loss_bbox_aux: 1.028602 loss_giou_aux: 3.205065 loss_class_dn: 0.369999 loss_bbox_dn: 0.198703 loss_giou_dn: 0.484242 loss_class_aux_dn: 1.992067 loss_bbox_aux_dn: 1.159773 loss_giou_aux_dn: 2.660686 loss: 16.930756 eta: 2 days, 22:38:12 batch_cost: 0.5792 data_cost: 0.0016 ips: 6.9065 images/s [04/08 06:22:04] ppdet.engine INFO: Epoch: [17] [4500/7329] learning_rate: 0.000100 loss_class: 0.617849 loss_bbox: 0.148675 loss_giou: 0.482902 loss_class_aux: 4.024604 loss_bbox_aux: 1.006336 loss_giou_aux: 3.202600 loss_class_dn: 0.371906 loss_bbox_dn: 0.175443 loss_giou_dn: 0.496340 loss_class_aux_dn: 1.987311 loss_bbox_aux_dn: 1.008158 loss_giou_aux_dn: 2.693741 loss: 16.511061 eta: 2 days, 22:37:13 batch_cost: 0.5037 data_cost: 0.0016 ips: 7.9416 images/s [04/08 06:22:58] ppdet.engine INFO: Epoch: [17] [4600/7329] learning_rate: 0.000100 loss_class: 0.603627 loss_bbox: 0.155817 loss_giou: 0.408413 loss_class_aux: 3.815063 loss_bbox_aux: 1.046626 loss_giou_aux: 2.522068 loss_class_dn: 0.351922 loss_bbox_dn: 0.181825 loss_giou_dn: 0.410454 loss_class_aux_dn: 1.886824 loss_bbox_aux_dn: 1.088784 loss_giou_aux_dn: 2.278191 loss: 15.725390 eta: 2 days, 22:36:05 batch_cost: 0.4804 data_cost: 0.0013 ips: 8.3256 images/s [04/08 06:23:57] ppdet.engine INFO: Epoch: [17] [4700/7329] learning_rate: 0.000100 loss_class: 0.543507 loss_bbox: 0.137244 loss_giou: 0.387133 loss_class_aux: 3.562989 loss_bbox_aux: 0.935688 loss_giou_aux: 2.464153 loss_class_dn: 0.314215 loss_bbox_dn: 0.191062 loss_giou_dn: 0.390068 loss_class_aux_dn: 1.679571 loss_bbox_aux_dn: 1.089636 loss_giou_aux_dn: 2.154958 loss: 14.000251 eta: 2 days, 22:35:14 batch_cost: 0.5277 data_cost: 0.0013 ips: 7.5802 images/s [04/08 06:24:57] ppdet.engine INFO: Epoch: [17] [4800/7329] learning_rate: 0.000100 loss_class: 0.572196 loss_bbox: 0.138177 loss_giou: 0.370315 loss_class_aux: 3.653087 loss_bbox_aux: 0.889399 loss_giou_aux: 2.437199 loss_class_dn: 0.315231 loss_bbox_dn: 0.156614 loss_giou_dn: 0.377912 loss_class_aux_dn: 1.700419 loss_bbox_aux_dn: 0.918837 loss_giou_aux_dn: 2.077571 loss: 14.043530 eta: 2 days, 22:34:27 batch_cost: 0.5370 data_cost: 0.0013 ips: 7.4495 images/s [04/08 06:25:52] ppdet.engine INFO: Epoch: [17] [4900/7329] learning_rate: 0.000100 loss_class: 0.632174 loss_bbox: 0.149150 loss_giou: 0.438867 loss_class_aux: 3.972954 loss_bbox_aux: 0.987415 loss_giou_aux: 2.828673 loss_class_dn: 0.368230 loss_bbox_dn: 0.172470 loss_giou_dn: 0.443665 loss_class_aux_dn: 1.954339 loss_bbox_aux_dn: 0.980788 loss_giou_aux_dn: 2.416283 loss: 16.829865 eta: 2 days, 22:33:22 batch_cost: 0.4886 data_cost: 0.0015 ips: 8.1873 images/s [04/08 06:26:46] ppdet.engine INFO: Epoch: [17] [5000/7329] learning_rate: 0.000100 loss_class: 0.628644 loss_bbox: 0.151805 loss_giou: 0.411501 loss_class_aux: 3.882212 loss_bbox_aux: 1.017180 loss_giou_aux: 2.683524 loss_class_dn: 0.350307 loss_bbox_dn: 0.205264 loss_giou_dn: 0.424856 loss_class_aux_dn: 1.812950 loss_bbox_aux_dn: 1.206638 loss_giou_aux_dn: 2.324139 loss: 15.563406 eta: 2 days, 22:32:15 batch_cost: 0.4816 data_cost: 0.0016 ips: 8.3062 images/s [04/08 06:27:45] ppdet.engine INFO: Epoch: [17] [5100/7329] learning_rate: 0.000100 loss_class: 0.609123 loss_bbox: 0.163275 loss_giou: 0.415583 loss_class_aux: 4.025180 loss_bbox_aux: 1.033505 loss_giou_aux: 2.674804 loss_class_dn: 0.333987 loss_bbox_dn: 0.183166 loss_giou_dn: 0.450628 loss_class_aux_dn: 1.819916 loss_bbox_aux_dn: 1.039537 loss_giou_aux_dn: 2.456525 loss: 15.445152 eta: 2 days, 22:31:22 batch_cost: 0.5213 data_cost: 0.0016 ips: 7.6729 images/s [04/08 06:28:45] ppdet.engine INFO: Epoch: [17] [5200/7329] learning_rate: 0.000100 loss_class: 0.576286 loss_bbox: 0.166496 loss_giou: 0.402341 loss_class_aux: 3.708092 loss_bbox_aux: 1.068624 loss_giou_aux: 2.525241 loss_class_dn: 0.323249 loss_bbox_dn: 0.188824 loss_giou_dn: 0.415191 loss_class_aux_dn: 1.748133 loss_bbox_aux_dn: 1.125717 loss_giou_aux_dn: 2.331462 loss: 15.240461 eta: 2 days, 22:30:33 batch_cost: 0.5301 data_cost: 0.0014 ips: 7.5455 images/s [04/08 06:29:40] ppdet.engine INFO: Epoch: [17] [5300/7329] learning_rate: 0.000100 loss_class: 0.689039 loss_bbox: 0.176837 loss_giou: 0.490107 loss_class_aux: 4.203756 loss_bbox_aux: 1.140457 loss_giou_aux: 3.150850 loss_class_dn: 0.394734 loss_bbox_dn: 0.196673 loss_giou_dn: 0.508294 loss_class_aux_dn: 2.086680 loss_bbox_aux_dn: 1.088527 loss_giou_aux_dn: 2.776511 loss: 17.750971 eta: 2 days, 22:29:31 batch_cost: 0.4957 data_cost: 0.0013 ips: 8.0694 images/s [04/08 06:30:36] ppdet.engine INFO: Epoch: [17] [5400/7329] learning_rate: 0.000100 loss_class: 0.638133 loss_bbox: 0.164369 loss_giou: 0.429322 loss_class_aux: 4.076161 loss_bbox_aux: 1.074602 loss_giou_aux: 2.635287 loss_class_dn: 0.376509 loss_bbox_dn: 0.196897 loss_giou_dn: 0.444110 loss_class_aux_dn: 1.989394 loss_bbox_aux_dn: 1.146551 loss_giou_aux_dn: 2.453104 loss: 16.451260 eta: 2 days, 22:28:29 batch_cost: 0.4981 data_cost: 0.0013 ips: 8.0311 images/s [04/08 06:31:38] ppdet.engine INFO: Epoch: [17] [5500/7329] learning_rate: 0.000100 loss_class: 0.602613 loss_bbox: 0.159920 loss_giou: 0.390359 loss_class_aux: 3.867596 loss_bbox_aux: 1.022307 loss_giou_aux: 2.511827 loss_class_dn: 0.332692 loss_bbox_dn: 0.186023 loss_giou_dn: 0.370133 loss_class_aux_dn: 1.783112 loss_bbox_aux_dn: 1.050010 loss_giou_aux_dn: 2.094188 loss: 14.526999 eta: 2 days, 22:27:47 batch_cost: 0.5504 data_cost: 0.0014 ips: 7.2677 images/s [04/08 06:32:38] ppdet.engine INFO: Epoch: [17] [5600/7329] learning_rate: 0.000100 loss_class: 0.601472 loss_bbox: 0.140763 loss_giou: 0.376263 loss_class_aux: 3.910470 loss_bbox_aux: 0.956648 loss_giou_aux: 2.351424 loss_class_dn: 0.321474 loss_bbox_dn: 0.181250 loss_giou_dn: 0.401182 loss_class_aux_dn: 1.776097 loss_bbox_aux_dn: 1.119135 loss_giou_aux_dn: 2.200918 loss: 14.581038 eta: 2 days, 22:27:01 batch_cost: 0.5388 data_cost: 0.0015 ips: 7.4232 images/s [04/08 06:33:34] ppdet.engine INFO: Epoch: [17] [5700/7329] learning_rate: 0.000100 loss_class: 0.593537 loss_bbox: 0.157802 loss_giou: 0.354028 loss_class_aux: 3.840905 loss_bbox_aux: 1.031541 loss_giou_aux: 2.300850 loss_class_dn: 0.339621 loss_bbox_dn: 0.187427 loss_giou_dn: 0.387180 loss_class_aux_dn: 1.768937 loss_bbox_aux_dn: 1.069504 loss_giou_aux_dn: 2.116255 loss: 14.240068 eta: 2 days, 22:25:59 batch_cost: 0.4943 data_cost: 0.0014 ips: 8.0925 images/s [04/08 06:34:34] ppdet.engine INFO: Epoch: [17] [5800/7329] learning_rate: 0.000100 loss_class: 0.660906 loss_bbox: 0.166251 loss_giou: 0.512199 loss_class_aux: 4.234566 loss_bbox_aux: 1.098800 loss_giou_aux: 3.246715 loss_class_dn: 0.370439 loss_bbox_dn: 0.195373 loss_giou_dn: 0.487407 loss_class_aux_dn: 2.010727 loss_bbox_aux_dn: 1.125935 loss_giou_aux_dn: 2.623347 loss: 16.214779 eta: 2 days, 22:25:06 batch_cost: 0.5227 data_cost: 0.0014 ips: 7.6533 images/s [04/08 06:35:34] ppdet.engine INFO: Epoch: [17] [5900/7329] learning_rate: 0.000100 loss_class: 0.665100 loss_bbox: 0.161562 loss_giou: 0.467170 loss_class_aux: 4.072053 loss_bbox_aux: 1.075489 loss_giou_aux: 2.944206 loss_class_dn: 0.363719 loss_bbox_dn: 0.178355 loss_giou_dn: 0.434671 loss_class_aux_dn: 1.963635 loss_bbox_aux_dn: 1.046526 loss_giou_aux_dn: 2.382642 loss: 16.283085 eta: 2 days, 22:24:16 batch_cost: 0.5287 data_cost: 0.0015 ips: 7.5656 images/s [04/08 06:36:34] ppdet.engine INFO: Epoch: [17] [6000/7329] learning_rate: 0.000100 loss_class: 0.572231 loss_bbox: 0.154501 loss_giou: 0.323124 loss_class_aux: 3.759083 loss_bbox_aux: 1.014923 loss_giou_aux: 2.100889 loss_class_dn: 0.335698 loss_bbox_dn: 0.194271 loss_giou_dn: 0.379279 loss_class_aux_dn: 1.786848 loss_bbox_aux_dn: 1.067606 loss_giou_aux_dn: 2.086957 loss: 14.556046 eta: 2 days, 22:23:33 batch_cost: 0.5466 data_cost: 0.0014 ips: 7.3181 images/s [04/08 06:37:30] ppdet.engine INFO: Epoch: [17] [6100/7329] learning_rate: 0.000100 loss_class: 0.554995 loss_bbox: 0.150793 loss_giou: 0.392991 loss_class_aux: 3.519925 loss_bbox_aux: 1.011492 loss_giou_aux: 2.455126 loss_class_dn: 0.321997 loss_bbox_dn: 0.175885 loss_giou_dn: 0.389677 loss_class_aux_dn: 1.721906 loss_bbox_aux_dn: 1.029294 loss_giou_aux_dn: 2.123611 loss: 13.784366 eta: 2 days, 22:22:31 batch_cost: 0.4969 data_cost: 0.0014 ips: 8.0499 images/s [04/08 06:38:27] ppdet.engine INFO: Epoch: [17] [6200/7329] learning_rate: 0.000100 loss_class: 0.617943 loss_bbox: 0.162986 loss_giou: 0.401750 loss_class_aux: 4.075124 loss_bbox_aux: 1.058633 loss_giou_aux: 2.566524 loss_class_dn: 0.349559 loss_bbox_dn: 0.191644 loss_giou_dn: 0.409400 loss_class_aux_dn: 1.898279 loss_bbox_aux_dn: 1.073705 loss_giou_aux_dn: 2.234409 loss: 16.081230 eta: 2 days, 22:21:34 batch_cost: 0.5087 data_cost: 0.0013 ips: 7.8634 images/s [04/08 06:39:26] ppdet.engine INFO: Epoch: [17] [6300/7329] learning_rate: 0.000100 loss_class: 0.604197 loss_bbox: 0.159785 loss_giou: 0.421761 loss_class_aux: 3.893384 loss_bbox_aux: 1.088781 loss_giou_aux: 2.735695 loss_class_dn: 0.342959 loss_bbox_dn: 0.185975 loss_giou_dn: 0.455598 loss_class_aux_dn: 1.820854 loss_bbox_aux_dn: 1.081765 loss_giou_aux_dn: 2.455215 loss: 16.227131 eta: 2 days, 22:20:43 batch_cost: 0.5244 data_cost: 0.0015 ips: 7.6283 images/s [04/08 06:40:24] ppdet.engine INFO: Epoch: [17] [6400/7329] learning_rate: 0.000100 loss_class: 0.700787 loss_bbox: 0.158563 loss_giou: 0.409233 loss_class_aux: 4.413838 loss_bbox_aux: 1.059610 loss_giou_aux: 2.656497 loss_class_dn: 0.369684 loss_bbox_dn: 0.179907 loss_giou_dn: 0.431361 loss_class_aux_dn: 2.002218 loss_bbox_aux_dn: 1.024243 loss_giou_aux_dn: 2.327983 loss: 16.100597 eta: 2 days, 22:19:48 batch_cost: 0.5160 data_cost: 0.0014 ips: 7.7522 images/s [04/08 06:41:20] ppdet.engine INFO: Epoch: [17] [6500/7329] learning_rate: 0.000100 loss_class: 0.619968 loss_bbox: 0.154805 loss_giou: 0.465090 loss_class_aux: 4.023885 loss_bbox_aux: 1.008263 loss_giou_aux: 2.844222 loss_class_dn: 0.347909 loss_bbox_dn: 0.171812 loss_giou_dn: 0.482270 loss_class_aux_dn: 1.882849 loss_bbox_aux_dn: 1.023962 loss_giou_aux_dn: 2.606380 loss: 16.614811 eta: 2 days, 22:18:46 batch_cost: 0.4969 data_cost: 0.0014 ips: 8.0500 images/s [04/08 06:42:17] ppdet.engine INFO: Epoch: [17] [6600/7329] learning_rate: 0.000100 loss_class: 0.567988 loss_bbox: 0.160072 loss_giou: 0.394642 loss_class_aux: 3.836844 loss_bbox_aux: 1.032080 loss_giou_aux: 2.578413 loss_class_dn: 0.354070 loss_bbox_dn: 0.189364 loss_giou_dn: 0.399009 loss_class_aux_dn: 1.904872 loss_bbox_aux_dn: 1.098006 loss_giou_aux_dn: 2.192803 loss: 15.097677 eta: 2 days, 22:17:49 batch_cost: 0.5097 data_cost: 0.0014 ips: 7.8481 images/s [04/08 06:43:17] ppdet.engine INFO: Epoch: [17] [6700/7329] learning_rate: 0.000100 loss_class: 0.665838 loss_bbox: 0.176681 loss_giou: 0.420240 loss_class_aux: 4.307799 loss_bbox_aux: 1.180135 loss_giou_aux: 2.766627 loss_class_dn: 0.372947 loss_bbox_dn: 0.193401 loss_giou_dn: 0.467238 loss_class_aux_dn: 1.972740 loss_bbox_aux_dn: 1.133826 loss_giou_aux_dn: 2.537824 loss: 17.887987 eta: 2 days, 22:17:02 batch_cost: 0.5346 data_cost: 0.0015 ips: 7.4822 images/s [04/08 06:44:15] ppdet.engine INFO: Epoch: [17] [6800/7329] learning_rate: 0.000100 loss_class: 0.652094 loss_bbox: 0.157675 loss_giou: 0.441317 loss_class_aux: 4.054549 loss_bbox_aux: 1.023868 loss_giou_aux: 2.858550 loss_class_dn: 0.375473 loss_bbox_dn: 0.188637 loss_giou_dn: 0.471135 loss_class_aux_dn: 2.004577 loss_bbox_aux_dn: 1.037116 loss_giou_aux_dn: 2.601928 loss: 16.314472 eta: 2 days, 22:16:07 batch_cost: 0.5152 data_cost: 0.0013 ips: 7.7645 images/s [04/08 06:45:10] ppdet.engine INFO: Epoch: [17] [6900/7329] learning_rate: 0.000100 loss_class: 0.614988 loss_bbox: 0.155304 loss_giou: 0.512055 loss_class_aux: 3.963604 loss_bbox_aux: 1.050816 loss_giou_aux: 3.251805 loss_class_dn: 0.347075 loss_bbox_dn: 0.173780 loss_giou_dn: 0.514524 loss_class_aux_dn: 1.860347 loss_bbox_aux_dn: 1.003279 loss_giou_aux_dn: 2.755334 loss: 16.489769 eta: 2 days, 22:15:00 batch_cost: 0.4822 data_cost: 0.0013 ips: 8.2959 images/s [04/08 06:46:09] ppdet.engine INFO: Epoch: [17] [7000/7329] learning_rate: 0.000100 loss_class: 0.651370 loss_bbox: 0.167924 loss_giou: 0.484922 loss_class_aux: 4.171563 loss_bbox_aux: 1.073985 loss_giou_aux: 3.039908 loss_class_dn: 0.357153 loss_bbox_dn: 0.191799 loss_giou_dn: 0.474888 loss_class_aux_dn: 1.916702 loss_bbox_aux_dn: 1.137534 loss_giou_aux_dn: 2.641994 loss: 16.931133 eta: 2 days, 22:14:09 batch_cost: 0.5264 data_cost: 0.0018 ips: 7.5982 images/s [04/08 06:47:10] ppdet.engine INFO: Epoch: [17] [7100/7329] learning_rate: 0.000100 loss_class: 0.603785 loss_bbox: 0.155915 loss_giou: 0.360461 loss_class_aux: 3.749039 loss_bbox_aux: 1.050013 loss_giou_aux: 2.294622 loss_class_dn: 0.343730 loss_bbox_dn: 0.185338 loss_giou_dn: 0.371884 loss_class_aux_dn: 1.812902 loss_bbox_aux_dn: 1.055388 loss_giou_aux_dn: 2.094196 loss: 15.570578 eta: 2 days, 22:13:26 batch_cost: 0.5481 data_cost: 0.0014 ips: 7.2985 images/s [04/08 06:48:07] ppdet.engine INFO: Epoch: [17] [7200/7329] learning_rate: 0.000100 loss_class: 0.585846 loss_bbox: 0.144608 loss_giou: 0.378607 loss_class_aux: 3.786340 loss_bbox_aux: 0.971697 loss_giou_aux: 2.443308 loss_class_dn: 0.326243 loss_bbox_dn: 0.158430 loss_giou_dn: 0.376153 loss_class_aux_dn: 1.754613 loss_bbox_aux_dn: 0.955508 loss_giou_aux_dn: 2.076615 loss: 14.162508 eta: 2 days, 22:12:27 batch_cost: 0.5033 data_cost: 0.0014 ips: 7.9483 images/s [04/08 06:49:08] ppdet.engine INFO: Epoch: [17] [7300/7329] learning_rate: 0.000100 loss_class: 0.576933 loss_bbox: 0.137854 loss_giou: 0.413241 loss_class_aux: 3.634564 loss_bbox_aux: 0.947535 loss_giou_aux: 2.615874 loss_class_dn: 0.321964 loss_bbox_dn: 0.173060 loss_giou_dn: 0.406697 loss_class_aux_dn: 1.725952 loss_bbox_aux_dn: 1.022873 loss_giou_aux_dn: 2.174171 loss: 14.415255 eta: 2 days, 22:11:40 batch_cost: 0.5377 data_cost: 0.0016 ips: 7.4390 images/s [04/08 06:49:28] ppdet.engine INFO: Eval iter: 0 [04/08 06:49:56] ppdet.engine INFO: Eval iter: 100 [04/08 06:50:23] ppdet.engine INFO: Eval iter: 200 [04/08 06:50:51] ppdet.engine INFO: Eval iter: 300 [04/08 06:51:19] ppdet.engine INFO: Eval iter: 400 [04/08 06:51:47] ppdet.engine INFO: Eval iter: 500 [04/08 06:52:14] ppdet.engine INFO: Eval iter: 600 [04/08 06:52:47] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/08 06:52:48] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.18s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=112.99s). Accumulating evaluation results... DONE (t=26.98s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.500 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.682 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.307 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.683 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.377 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.632 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.701 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.744 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 [04/08 06:55:32] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.880409319847583 [04/08 06:55:32] ppdet.engine INFO: Best test bbox ap is 0.500. [04/08 06:55:34] ppdet.engine INFO: Epoch: [18] [ 0/7329] learning_rate: 0.000100 loss_class: 0.637623 loss_bbox: 0.137723 loss_giou: 0.412479 loss_class_aux: 4.169038 loss_bbox_aux: 0.957272 loss_giou_aux: 2.650562 loss_class_dn: 0.351537 loss_bbox_dn: 0.180053 loss_giou_dn: 0.455610 loss_class_aux_dn: 1.832064 loss_bbox_aux_dn: 1.042374 loss_giou_aux_dn: 2.495013 loss: 15.469961 eta: 2 days, 22:11:21 batch_cost: 0.5224 data_cost: 0.0017 ips: 7.6570 images/s [04/08 06:56:43] ppdet.engine INFO: Epoch: [18] [ 100/7329] learning_rate: 0.000100 loss_class: 0.596506 loss_bbox: 0.146900 loss_giou: 0.431131 loss_class_aux: 3.866282 loss_bbox_aux: 1.008146 loss_giou_aux: 2.772950 loss_class_dn: 0.345590 loss_bbox_dn: 0.178147 loss_giou_dn: 0.413194 loss_class_aux_dn: 1.872365 loss_bbox_aux_dn: 1.021919 loss_giou_aux_dn: 2.238926 loss: 15.338195 eta: 2 days, 22:11:04 batch_cost: 0.6191 data_cost: 0.0015 ips: 6.4615 images/s [04/08 06:57:44] ppdet.engine INFO: Epoch: [18] [ 200/7329] learning_rate: 0.000100 loss_class: 0.640635 loss_bbox: 0.164361 loss_giou: 0.416097 loss_class_aux: 4.346635 loss_bbox_aux: 1.081067 loss_giou_aux: 2.631308 loss_class_dn: 0.345523 loss_bbox_dn: 0.184252 loss_giou_dn: 0.446042 loss_class_aux_dn: 1.864542 loss_bbox_aux_dn: 1.141204 loss_giou_aux_dn: 2.443355 loss: 16.328400 eta: 2 days, 22:10:17 batch_cost: 0.5383 data_cost: 0.0020 ips: 7.4305 images/s [04/08 06:58:39] ppdet.engine INFO: Epoch: [18] [ 300/7329] learning_rate: 0.000100 loss_class: 0.567739 loss_bbox: 0.153144 loss_giou: 0.358254 loss_class_aux: 3.775486 loss_bbox_aux: 0.980254 loss_giou_aux: 2.258729 loss_class_dn: 0.319389 loss_bbox_dn: 0.178359 loss_giou_dn: 0.375797 loss_class_aux_dn: 1.694087 loss_bbox_aux_dn: 1.053380 loss_giou_aux_dn: 2.056955 loss: 14.624346 eta: 2 days, 22:09:13 batch_cost: 0.4897 data_cost: 0.0014 ips: 8.1685 images/s [04/08 06:59:41] ppdet.engine INFO: Epoch: [18] [ 400/7329] learning_rate: 0.000100 loss_class: 0.598226 loss_bbox: 0.142777 loss_giou: 0.373926 loss_class_aux: 3.884081 loss_bbox_aux: 0.928541 loss_giou_aux: 2.459780 loss_class_dn: 0.313988 loss_bbox_dn: 0.188266 loss_giou_dn: 0.389122 loss_class_aux_dn: 1.696568 loss_bbox_aux_dn: 1.056198 loss_giou_aux_dn: 2.120947 loss: 14.689304 eta: 2 days, 22:08:35 batch_cost: 0.5621 data_cost: 0.0015 ips: 7.1166 images/s [04/08 07:00:41] ppdet.engine INFO: Epoch: [18] [ 500/7329] learning_rate: 0.000100 loss_class: 0.544904 loss_bbox: 0.133640 loss_giou: 0.380580 loss_class_aux: 3.426796 loss_bbox_aux: 0.907789 loss_giou_aux: 2.345087 loss_class_dn: 0.304180 loss_bbox_dn: 0.159449 loss_giou_dn: 0.357276 loss_class_aux_dn: 1.640500 loss_bbox_aux_dn: 0.929698 loss_giou_aux_dn: 1.968219 loss: 12.890203 eta: 2 days, 22:07:46 batch_cost: 0.5311 data_cost: 0.0013 ips: 7.5319 images/s [04/08 07:01:41] ppdet.engine INFO: Epoch: [18] [ 600/7329] learning_rate: 0.000100 loss_class: 0.613314 loss_bbox: 0.155060 loss_giou: 0.439539 loss_class_aux: 3.845132 loss_bbox_aux: 1.030005 loss_giou_aux: 2.880567 loss_class_dn: 0.342505 loss_bbox_dn: 0.179204 loss_giou_dn: 0.414054 loss_class_aux_dn: 1.877346 loss_bbox_aux_dn: 1.055754 loss_giou_aux_dn: 2.323514 loss: 15.686787 eta: 2 days, 22:07:00 batch_cost: 0.5394 data_cost: 0.0016 ips: 7.4152 images/s [04/08 07:02:42] ppdet.engine INFO: Epoch: [18] [ 700/7329] learning_rate: 0.000100 loss_class: 0.584344 loss_bbox: 0.156254 loss_giou: 0.394596 loss_class_aux: 3.869234 loss_bbox_aux: 1.019748 loss_giou_aux: 2.456543 loss_class_dn: 0.304295 loss_bbox_dn: 0.197384 loss_giou_dn: 0.399730 loss_class_aux_dn: 1.652396 loss_bbox_aux_dn: 1.090680 loss_giou_aux_dn: 2.149683 loss: 14.379896 eta: 2 days, 22:06:16 batch_cost: 0.5435 data_cost: 0.0014 ips: 7.3592 images/s [04/08 07:03:40] ppdet.engine INFO: Epoch: [18] [ 800/7329] learning_rate: 0.000100 loss_class: 0.654214 loss_bbox: 0.165426 loss_giou: 0.460897 loss_class_aux: 4.260520 loss_bbox_aux: 1.082662 loss_giou_aux: 2.942027 loss_class_dn: 0.374397 loss_bbox_dn: 0.187001 loss_giou_dn: 0.464179 loss_class_aux_dn: 1.996408 loss_bbox_aux_dn: 1.049208 loss_giou_aux_dn: 2.588404 loss: 16.844120 eta: 2 days, 22:05:23 batch_cost: 0.5217 data_cost: 0.0014 ips: 7.6678 images/s [04/08 07:04:39] ppdet.engine INFO: Epoch: [18] [ 900/7329] learning_rate: 0.000100 loss_class: 0.669140 loss_bbox: 0.179131 loss_giou: 0.484697 loss_class_aux: 4.322126 loss_bbox_aux: 1.151646 loss_giou_aux: 3.088280 loss_class_dn: 0.393772 loss_bbox_dn: 0.229227 loss_giou_dn: 0.524479 loss_class_aux_dn: 2.112880 loss_bbox_aux_dn: 1.342302 loss_giou_aux_dn: 2.873257 loss: 18.286335 eta: 2 days, 22:04:28 batch_cost: 0.5148 data_cost: 0.0016 ips: 7.7701 images/s [04/08 07:05:39] ppdet.engine INFO: Epoch: [18] [1000/7329] learning_rate: 0.000100 loss_class: 0.576770 loss_bbox: 0.145015 loss_giou: 0.414029 loss_class_aux: 3.747002 loss_bbox_aux: 0.987579 loss_giou_aux: 2.661780 loss_class_dn: 0.342004 loss_bbox_dn: 0.174242 loss_giou_dn: 0.435275 loss_class_aux_dn: 1.809451 loss_bbox_aux_dn: 1.025497 loss_giou_aux_dn: 2.409406 loss: 15.233187 eta: 2 days, 22:03:42 batch_cost: 0.5393 data_cost: 0.0013 ips: 7.4171 images/s [04/08 07:06:39] ppdet.engine INFO: Epoch: [18] [1100/7329] learning_rate: 0.000100 loss_class: 0.662486 loss_bbox: 0.163216 loss_giou: 0.441558 loss_class_aux: 4.188205 loss_bbox_aux: 1.029953 loss_giou_aux: 2.736158 loss_class_dn: 0.348363 loss_bbox_dn: 0.203249 loss_giou_dn: 0.410035 loss_class_aux_dn: 1.895788 loss_bbox_aux_dn: 1.156672 loss_giou_aux_dn: 2.303061 loss: 16.071239 eta: 2 days, 22:02:56 batch_cost: 0.5408 data_cost: 0.0013 ips: 7.3967 images/s [04/08 07:07:38] ppdet.engine INFO: Epoch: [18] [1200/7329] learning_rate: 0.000100 loss_class: 0.566470 loss_bbox: 0.131382 loss_giou: 0.383375 loss_class_aux: 3.617372 loss_bbox_aux: 0.878777 loss_giou_aux: 2.434092 loss_class_dn: 0.334782 loss_bbox_dn: 0.145536 loss_giou_dn: 0.387399 loss_class_aux_dn: 1.761124 loss_bbox_aux_dn: 0.868803 loss_giou_aux_dn: 2.075214 loss: 14.080446 eta: 2 days, 22:02:04 batch_cost: 0.5226 data_cost: 0.0013 ips: 7.6548 images/s [04/08 07:08:35] ppdet.engine INFO: Epoch: [18] [1300/7329] learning_rate: 0.000100 loss_class: 0.576651 loss_bbox: 0.148528 loss_giou: 0.395231 loss_class_aux: 3.869236 loss_bbox_aux: 1.049869 loss_giou_aux: 2.502789 loss_class_dn: 0.349224 loss_bbox_dn: 0.176830 loss_giou_dn: 0.418940 loss_class_aux_dn: 1.863553 loss_bbox_aux_dn: 1.022674 loss_giou_aux_dn: 2.309870 loss: 15.733749 eta: 2 days, 22:01:06 batch_cost: 0.5055 data_cost: 0.0014 ips: 7.9123 images/s [04/08 07:09:32] ppdet.engine INFO: Epoch: [18] [1400/7329] learning_rate: 0.000100 loss_class: 0.680099 loss_bbox: 0.155284 loss_giou: 0.435803 loss_class_aux: 4.331216 loss_bbox_aux: 0.991126 loss_giou_aux: 2.922832 loss_class_dn: 0.360844 loss_bbox_dn: 0.167410 loss_giou_dn: 0.481399 loss_class_aux_dn: 1.916389 loss_bbox_aux_dn: 0.989284 loss_giou_aux_dn: 2.593000 loss: 16.745377 eta: 2 days, 22:00:09 batch_cost: 0.5108 data_cost: 0.0013 ips: 7.8307 images/s [04/08 07:10:28] ppdet.engine INFO: Epoch: [18] [1500/7329] learning_rate: 0.000100 loss_class: 0.646091 loss_bbox: 0.160800 loss_giou: 0.465819 loss_class_aux: 4.105981 loss_bbox_aux: 1.027246 loss_giou_aux: 2.919238 loss_class_dn: 0.375138 loss_bbox_dn: 0.177714 loss_giou_dn: 0.451689 loss_class_aux_dn: 2.034079 loss_bbox_aux_dn: 1.066628 loss_giou_aux_dn: 2.487772 loss: 16.674927 eta: 2 days, 21:59:08 batch_cost: 0.4988 data_cost: 0.0013 ips: 8.0195 images/s [04/08 07:11:25] ppdet.engine INFO: Epoch: [18] [1600/7329] learning_rate: 0.000100 loss_class: 0.630907 loss_bbox: 0.160529 loss_giou: 0.418384 loss_class_aux: 3.923832 loss_bbox_aux: 1.052417 loss_giou_aux: 2.649755 loss_class_dn: 0.335273 loss_bbox_dn: 0.181096 loss_giou_dn: 0.393118 loss_class_aux_dn: 1.832843 loss_bbox_aux_dn: 1.051449 loss_giou_aux_dn: 2.204731 loss: 15.492338 eta: 2 days, 21:58:10 batch_cost: 0.5072 data_cost: 0.0013 ips: 7.8871 images/s [04/08 07:12:26] ppdet.engine INFO: Epoch: [18] [1700/7329] learning_rate: 0.000100 loss_class: 0.609280 loss_bbox: 0.169942 loss_giou: 0.413041 loss_class_aux: 3.819825 loss_bbox_aux: 1.048872 loss_giou_aux: 2.548959 loss_class_dn: 0.316645 loss_bbox_dn: 0.195420 loss_giou_dn: 0.402865 loss_class_aux_dn: 1.745167 loss_bbox_aux_dn: 1.117402 loss_giou_aux_dn: 2.220651 loss: 14.878414 eta: 2 days, 21:57:26 batch_cost: 0.5438 data_cost: 0.0015 ips: 7.3552 images/s [04/08 07:13:20] ppdet.engine INFO: Epoch: [18] [1800/7329] learning_rate: 0.000100 loss_class: 0.614971 loss_bbox: 0.146792 loss_giou: 0.404963 loss_class_aux: 3.812737 loss_bbox_aux: 0.952066 loss_giou_aux: 2.645911 loss_class_dn: 0.322605 loss_bbox_dn: 0.182039 loss_giou_dn: 0.417202 loss_class_aux_dn: 1.710125 loss_bbox_aux_dn: 1.057647 loss_giou_aux_dn: 2.306181 loss: 15.336117 eta: 2 days, 21:56:17 batch_cost: 0.4765 data_cost: 0.0014 ips: 8.3954 images/s [04/08 07:14:13] ppdet.engine INFO: Epoch: [18] [1900/7329] learning_rate: 0.000100 loss_class: 0.638222 loss_bbox: 0.147399 loss_giou: 0.357622 loss_class_aux: 4.115293 loss_bbox_aux: 0.975626 loss_giou_aux: 2.320328 loss_class_dn: 0.325933 loss_bbox_dn: 0.179892 loss_giou_dn: 0.375553 loss_class_aux_dn: 1.782039 loss_bbox_aux_dn: 1.040785 loss_giou_aux_dn: 2.060216 loss: 14.580496 eta: 2 days, 21:55:08 batch_cost: 0.4766 data_cost: 0.0013 ips: 8.3932 images/s [04/08 07:15:15] ppdet.engine INFO: Epoch: [18] [2000/7329] learning_rate: 0.000100 loss_class: 0.654728 loss_bbox: 0.157875 loss_giou: 0.464781 loss_class_aux: 4.167022 loss_bbox_aux: 1.018127 loss_giou_aux: 2.964951 loss_class_dn: 0.368802 loss_bbox_dn: 0.178954 loss_giou_dn: 0.444351 loss_class_aux_dn: 1.969604 loss_bbox_aux_dn: 1.074128 loss_giou_aux_dn: 2.447495 loss: 16.906002 eta: 2 days, 21:54:24 batch_cost: 0.5442 data_cost: 0.0015 ips: 7.3502 images/s [04/08 07:16:14] ppdet.engine INFO: Epoch: [18] [2100/7329] learning_rate: 0.000100 loss_class: 0.572637 loss_bbox: 0.149997 loss_giou: 0.379541 loss_class_aux: 3.913103 loss_bbox_aux: 0.931168 loss_giou_aux: 2.441355 loss_class_dn: 0.310930 loss_bbox_dn: 0.175479 loss_giou_dn: 0.407385 loss_class_aux_dn: 1.652311 loss_bbox_aux_dn: 1.037483 loss_giou_aux_dn: 2.190005 loss: 15.221552 eta: 2 days, 21:53:35 batch_cost: 0.5313 data_cost: 0.0016 ips: 7.5291 images/s [04/08 07:17:14] ppdet.engine INFO: Epoch: [18] [2200/7329] learning_rate: 0.000100 loss_class: 0.664383 loss_bbox: 0.154557 loss_giou: 0.421258 loss_class_aux: 4.356679 loss_bbox_aux: 1.033974 loss_giou_aux: 2.753088 loss_class_dn: 0.354844 loss_bbox_dn: 0.188330 loss_giou_dn: 0.437383 loss_class_aux_dn: 1.894308 loss_bbox_aux_dn: 1.060782 loss_giou_aux_dn: 2.345401 loss: 15.526302 eta: 2 days, 21:52:46 batch_cost: 0.5332 data_cost: 0.0013 ips: 7.5022 images/s [04/08 07:18:17] ppdet.engine INFO: Epoch: [18] [2300/7329] learning_rate: 0.000100 loss_class: 0.624614 loss_bbox: 0.158268 loss_giou: 0.425588 loss_class_aux: 4.153670 loss_bbox_aux: 1.054767 loss_giou_aux: 2.635555 loss_class_dn: 0.363863 loss_bbox_dn: 0.185394 loss_giou_dn: 0.432773 loss_class_aux_dn: 1.951695 loss_bbox_aux_dn: 1.076620 loss_giou_aux_dn: 2.359890 loss: 15.468958 eta: 2 days, 21:52:09 batch_cost: 0.5648 data_cost: 0.0016 ips: 7.0824 images/s [04/08 07:19:16] ppdet.engine INFO: Epoch: [18] [2400/7329] learning_rate: 0.000100 loss_class: 0.588200 loss_bbox: 0.139749 loss_giou: 0.355590 loss_class_aux: 3.691018 loss_bbox_aux: 0.959790 loss_giou_aux: 2.326416 loss_class_dn: 0.324467 loss_bbox_dn: 0.174937 loss_giou_dn: 0.401629 loss_class_aux_dn: 1.771258 loss_bbox_aux_dn: 1.029688 loss_giou_aux_dn: 2.161952 loss: 14.644678 eta: 2 days, 21:51:20 batch_cost: 0.5307 data_cost: 0.0014 ips: 7.5373 images/s [04/08 07:20:10] ppdet.engine INFO: Epoch: [18] [2500/7329] learning_rate: 0.000100 loss_class: 0.597695 loss_bbox: 0.141422 loss_giou: 0.420687 loss_class_aux: 3.810940 loss_bbox_aux: 0.993148 loss_giou_aux: 2.732823 loss_class_dn: 0.359932 loss_bbox_dn: 0.181056 loss_giou_dn: 0.419460 loss_class_aux_dn: 1.913176 loss_bbox_aux_dn: 1.056693 loss_giou_aux_dn: 2.272887 loss: 15.226583 eta: 2 days, 21:50:12 batch_cost: 0.4775 data_cost: 0.0013 ips: 8.3771 images/s [04/08 07:21:04] ppdet.engine INFO: Epoch: [18] [2600/7329] learning_rate: 0.000100 loss_class: 0.611565 loss_bbox: 0.154995 loss_giou: 0.396450 loss_class_aux: 3.867342 loss_bbox_aux: 1.009400 loss_giou_aux: 2.556695 loss_class_dn: 0.335215 loss_bbox_dn: 0.199478 loss_giou_dn: 0.406486 loss_class_aux_dn: 1.819396 loss_bbox_aux_dn: 1.103243 loss_giou_aux_dn: 2.302478 loss: 14.444432 eta: 2 days, 21:49:03 batch_cost: 0.4766 data_cost: 0.0014 ips: 8.3926 images/s [04/08 07:21:58] ppdet.engine INFO: Epoch: [18] [2700/7329] learning_rate: 0.000100 loss_class: 0.615238 loss_bbox: 0.144240 loss_giou: 0.436046 loss_class_aux: 3.910876 loss_bbox_aux: 0.915683 loss_giou_aux: 2.773535 loss_class_dn: 0.338561 loss_bbox_dn: 0.161263 loss_giou_dn: 0.460155 loss_class_aux_dn: 1.816466 loss_bbox_aux_dn: 0.943894 loss_giou_aux_dn: 2.531882 loss: 15.416269 eta: 2 days, 21:47:54 batch_cost: 0.4765 data_cost: 0.0013 ips: 8.3938 images/s [04/08 07:22:52] ppdet.engine INFO: Epoch: [18] [2800/7329] learning_rate: 0.000100 loss_class: 0.604584 loss_bbox: 0.149569 loss_giou: 0.406238 loss_class_aux: 4.032335 loss_bbox_aux: 0.949910 loss_giou_aux: 2.691842 loss_class_dn: 0.346774 loss_bbox_dn: 0.160184 loss_giou_dn: 0.447201 loss_class_aux_dn: 1.861151 loss_bbox_aux_dn: 0.945794 loss_giou_aux_dn: 2.396993 loss: 16.181036 eta: 2 days, 21:46:47 batch_cost: 0.4800 data_cost: 0.0013 ips: 8.3332 images/s [04/08 07:23:50] ppdet.engine INFO: Epoch: [18] [2900/7329] learning_rate: 0.000100 loss_class: 0.611442 loss_bbox: 0.163358 loss_giou: 0.347616 loss_class_aux: 4.047668 loss_bbox_aux: 1.083443 loss_giou_aux: 2.241432 loss_class_dn: 0.349614 loss_bbox_dn: 0.190290 loss_giou_dn: 0.407965 loss_class_aux_dn: 1.808268 loss_bbox_aux_dn: 1.150781 loss_giou_aux_dn: 2.220375 loss: 15.516329 eta: 2 days, 21:45:49 batch_cost: 0.5065 data_cost: 0.0014 ips: 7.8973 images/s [04/08 07:24:47] ppdet.engine INFO: Epoch: [18] [3000/7329] learning_rate: 0.000100 loss_class: 0.607301 loss_bbox: 0.159453 loss_giou: 0.413468 loss_class_aux: 3.817682 loss_bbox_aux: 1.052670 loss_giou_aux: 2.592752 loss_class_dn: 0.355231 loss_bbox_dn: 0.181974 loss_giou_dn: 0.443386 loss_class_aux_dn: 1.879716 loss_bbox_aux_dn: 1.061520 loss_giou_aux_dn: 2.474228 loss: 16.387978 eta: 2 days, 21:44:53 batch_cost: 0.5114 data_cost: 0.0015 ips: 7.8218 images/s [04/08 07:25:52] ppdet.engine INFO: Epoch: [18] [3100/7329] learning_rate: 0.000100 loss_class: 0.590982 loss_bbox: 0.146719 loss_giou: 0.385704 loss_class_aux: 3.838172 loss_bbox_aux: 0.952438 loss_giou_aux: 2.454544 loss_class_dn: 0.326318 loss_bbox_dn: 0.163171 loss_giou_dn: 0.404369 loss_class_aux_dn: 1.746087 loss_bbox_aux_dn: 0.970463 loss_giou_aux_dn: 2.213058 loss: 15.281811 eta: 2 days, 21:44:16 batch_cost: 0.5642 data_cost: 0.0018 ips: 7.0901 images/s [04/08 07:26:50] ppdet.engine INFO: Epoch: [18] [3200/7329] learning_rate: 0.000100 loss_class: 0.630033 loss_bbox: 0.144231 loss_giou: 0.436294 loss_class_aux: 4.019804 loss_bbox_aux: 0.957637 loss_giou_aux: 2.850945 loss_class_dn: 0.340199 loss_bbox_dn: 0.168654 loss_giou_dn: 0.422213 loss_class_aux_dn: 1.830400 loss_bbox_aux_dn: 0.987505 loss_giou_aux_dn: 2.331627 loss: 15.685266 eta: 2 days, 21:43:21 batch_cost: 0.5162 data_cost: 0.0014 ips: 7.7497 images/s [04/08 07:27:51] ppdet.engine INFO: Epoch: [18] [3300/7329] learning_rate: 0.000100 loss_class: 0.605579 loss_bbox: 0.154480 loss_giou: 0.375989 loss_class_aux: 3.814326 loss_bbox_aux: 1.015106 loss_giou_aux: 2.334486 loss_class_dn: 0.329690 loss_bbox_dn: 0.170152 loss_giou_dn: 0.372797 loss_class_aux_dn: 1.755642 loss_bbox_aux_dn: 0.986940 loss_giou_aux_dn: 2.038721 loss: 14.353487 eta: 2 days, 21:42:37 batch_cost: 0.5459 data_cost: 0.0014 ips: 7.3274 images/s [04/08 07:28:48] ppdet.engine INFO: Epoch: [18] [3400/7329] learning_rate: 0.000100 loss_class: 0.635822 loss_bbox: 0.162761 loss_giou: 0.387333 loss_class_aux: 4.081843 loss_bbox_aux: 1.075766 loss_giou_aux: 2.500892 loss_class_dn: 0.341886 loss_bbox_dn: 0.198382 loss_giou_dn: 0.401479 loss_class_aux_dn: 1.868554 loss_bbox_aux_dn: 1.156094 loss_giou_aux_dn: 2.216472 loss: 15.445604 eta: 2 days, 21:41:40 batch_cost: 0.5067 data_cost: 0.0013 ips: 7.8943 images/s [04/08 07:29:44] ppdet.engine INFO: Epoch: [18] [3500/7329] learning_rate: 0.000100 loss_class: 0.629508 loss_bbox: 0.147203 loss_giou: 0.401818 loss_class_aux: 3.947051 loss_bbox_aux: 0.991147 loss_giou_aux: 2.663229 loss_class_dn: 0.353024 loss_bbox_dn: 0.160495 loss_giou_dn: 0.407925 loss_class_aux_dn: 1.891436 loss_bbox_aux_dn: 0.953133 loss_giou_aux_dn: 2.283711 loss: 15.421108 eta: 2 days, 21:40:41 batch_cost: 0.5047 data_cost: 0.0015 ips: 7.9257 images/s [04/08 07:30:44] ppdet.engine INFO: Epoch: [18] [3600/7329] learning_rate: 0.000100 loss_class: 0.620238 loss_bbox: 0.151795 loss_giou: 0.437098 loss_class_aux: 3.901438 loss_bbox_aux: 1.015239 loss_giou_aux: 2.745005 loss_class_dn: 0.352401 loss_bbox_dn: 0.187422 loss_giou_dn: 0.422124 loss_class_aux_dn: 1.849100 loss_bbox_aux_dn: 1.022698 loss_giou_aux_dn: 2.281974 loss: 15.081396 eta: 2 days, 21:39:51 batch_cost: 0.5291 data_cost: 0.0014 ips: 7.5606 images/s [04/08 07:31:38] ppdet.engine INFO: Epoch: [18] [3700/7329] learning_rate: 0.000100 loss_class: 0.630593 loss_bbox: 0.156907 loss_giou: 0.336045 loss_class_aux: 4.022477 loss_bbox_aux: 1.057235 loss_giou_aux: 2.034290 loss_class_dn: 0.311012 loss_bbox_dn: 0.201260 loss_giou_dn: 0.359545 loss_class_aux_dn: 1.692806 loss_bbox_aux_dn: 1.137012 loss_giou_aux_dn: 1.985665 loss: 14.680204 eta: 2 days, 21:38:47 batch_cost: 0.4871 data_cost: 0.0013 ips: 8.2117 images/s [04/08 07:32:44] ppdet.engine INFO: Epoch: [18] [3800/7329] learning_rate: 0.000100 loss_class: 0.601133 loss_bbox: 0.152105 loss_giou: 0.432091 loss_class_aux: 3.847267 loss_bbox_aux: 1.009347 loss_giou_aux: 2.736486 loss_class_dn: 0.348956 loss_bbox_dn: 0.173824 loss_giou_dn: 0.459302 loss_class_aux_dn: 1.863177 loss_bbox_aux_dn: 1.010397 loss_giou_aux_dn: 2.477277 loss: 15.397451 eta: 2 days, 21:38:13 batch_cost: 0.5747 data_cost: 0.0015 ips: 6.9607 images/s [04/08 07:33:45] ppdet.engine INFO: Epoch: [18] [3900/7329] learning_rate: 0.000100 loss_class: 0.542771 loss_bbox: 0.140452 loss_giou: 0.368128 loss_class_aux: 3.433319 loss_bbox_aux: 0.886556 loss_giou_aux: 2.369431 loss_class_dn: 0.301963 loss_bbox_dn: 0.168353 loss_giou_dn: 0.379402 loss_class_aux_dn: 1.655940 loss_bbox_aux_dn: 0.960352 loss_giou_aux_dn: 2.129118 loss: 13.710088 eta: 2 days, 21:37:29 batch_cost: 0.5468 data_cost: 0.0018 ips: 7.3151 images/s [04/08 07:34:46] ppdet.engine INFO: Epoch: [18] [4000/7329] learning_rate: 0.000100 loss_class: 0.562046 loss_bbox: 0.155437 loss_giou: 0.454814 loss_class_aux: 3.548829 loss_bbox_aux: 1.014531 loss_giou_aux: 2.900313 loss_class_dn: 0.369056 loss_bbox_dn: 0.168185 loss_giou_dn: 0.473804 loss_class_aux_dn: 1.929598 loss_bbox_aux_dn: 0.970506 loss_giou_aux_dn: 2.570535 loss: 17.111565 eta: 2 days, 21:36:45 batch_cost: 0.5449 data_cost: 0.0013 ips: 7.3409 images/s [04/08 07:35:46] ppdet.engine INFO: Epoch: [18] [4100/7329] learning_rate: 0.000100 loss_class: 0.621122 loss_bbox: 0.177703 loss_giou: 0.402678 loss_class_aux: 4.046810 loss_bbox_aux: 1.081308 loss_giou_aux: 2.497656 loss_class_dn: 0.356465 loss_bbox_dn: 0.188727 loss_giou_dn: 0.447198 loss_class_aux_dn: 1.904333 loss_bbox_aux_dn: 1.082528 loss_giou_aux_dn: 2.442138 loss: 16.407957 eta: 2 days, 21:35:57 batch_cost: 0.5335 data_cost: 0.0014 ips: 7.4973 images/s [04/08 07:36:44] ppdet.engine INFO: Epoch: [18] [4200/7329] learning_rate: 0.000100 loss_class: 0.635952 loss_bbox: 0.155756 loss_giou: 0.478320 loss_class_aux: 4.086627 loss_bbox_aux: 1.030339 loss_giou_aux: 2.998051 loss_class_dn: 0.374988 loss_bbox_dn: 0.175786 loss_giou_dn: 0.451161 loss_class_aux_dn: 2.028556 loss_bbox_aux_dn: 1.004987 loss_giou_aux_dn: 2.461149 loss: 16.859108 eta: 2 days, 21:35:02 batch_cost: 0.5162 data_cost: 0.0015 ips: 7.7496 images/s [04/08 07:37:43] ppdet.engine INFO: Epoch: [18] [4300/7329] learning_rate: 0.000100 loss_class: 0.665636 loss_bbox: 0.165357 loss_giou: 0.487153 loss_class_aux: 4.195118 loss_bbox_aux: 1.087237 loss_giou_aux: 3.065478 loss_class_dn: 0.397124 loss_bbox_dn: 0.178514 loss_giou_dn: 0.495841 loss_class_aux_dn: 2.108606 loss_bbox_aux_dn: 1.065133 loss_giou_aux_dn: 2.680095 loss: 17.004616 eta: 2 days, 21:34:10 batch_cost: 0.5226 data_cost: 0.0014 ips: 7.6545 images/s [04/08 07:38:41] ppdet.engine INFO: Epoch: [18] [4400/7329] learning_rate: 0.000100 loss_class: 0.605613 loss_bbox: 0.149234 loss_giou: 0.429298 loss_class_aux: 3.735055 loss_bbox_aux: 1.027560 loss_giou_aux: 2.725404 loss_class_dn: 0.337732 loss_bbox_dn: 0.180724 loss_giou_dn: 0.403259 loss_class_aux_dn: 1.782087 loss_bbox_aux_dn: 1.072749 loss_giou_aux_dn: 2.217326 loss: 15.476833 eta: 2 days, 21:33:18 batch_cost: 0.5222 data_cost: 0.0014 ips: 7.6599 images/s [04/08 07:39:35] ppdet.engine INFO: Epoch: [18] [4500/7329] learning_rate: 0.000100 loss_class: 0.575402 loss_bbox: 0.159298 loss_giou: 0.379185 loss_class_aux: 3.793563 loss_bbox_aux: 1.045587 loss_giou_aux: 2.463589 loss_class_dn: 0.336198 loss_bbox_dn: 0.175574 loss_giou_dn: 0.402097 loss_class_aux_dn: 1.807611 loss_bbox_aux_dn: 1.007802 loss_giou_aux_dn: 2.248065 loss: 15.556696 eta: 2 days, 21:32:10 batch_cost: 0.4787 data_cost: 0.0014 ips: 8.3562 images/s [04/08 07:40:33] ppdet.engine INFO: Epoch: [18] [4600/7329] learning_rate: 0.000100 loss_class: 0.643075 loss_bbox: 0.168267 loss_giou: 0.419336 loss_class_aux: 4.122564 loss_bbox_aux: 1.133456 loss_giou_aux: 2.716098 loss_class_dn: 0.358783 loss_bbox_dn: 0.200815 loss_giou_dn: 0.451066 loss_class_aux_dn: 1.955941 loss_bbox_aux_dn: 1.124161 loss_giou_aux_dn: 2.458071 loss: 15.842171 eta: 2 days, 21:31:15 batch_cost: 0.5155 data_cost: 0.0014 ips: 7.7594 images/s [04/08 07:41:28] ppdet.engine INFO: Epoch: [18] [4700/7329] learning_rate: 0.000100 loss_class: 0.634770 loss_bbox: 0.156157 loss_giou: 0.418362 loss_class_aux: 4.086843 loss_bbox_aux: 1.051800 loss_giou_aux: 2.587866 loss_class_dn: 0.361843 loss_bbox_dn: 0.182785 loss_giou_dn: 0.416218 loss_class_aux_dn: 1.956340 loss_bbox_aux_dn: 1.021720 loss_giou_aux_dn: 2.298193 loss: 15.671738 eta: 2 days, 21:30:13 batch_cost: 0.4923 data_cost: 0.0016 ips: 8.1256 images/s [04/08 07:42:27] ppdet.engine INFO: Epoch: [18] [4800/7329] learning_rate: 0.000100 loss_class: 0.579140 loss_bbox: 0.149872 loss_giou: 0.406305 loss_class_aux: 3.876803 loss_bbox_aux: 1.001371 loss_giou_aux: 2.604458 loss_class_dn: 0.338457 loss_bbox_dn: 0.178307 loss_giou_dn: 0.429854 loss_class_aux_dn: 1.823575 loss_bbox_aux_dn: 1.023351 loss_giou_aux_dn: 2.429981 loss: 15.882715 eta: 2 days, 21:29:22 batch_cost: 0.5267 data_cost: 0.0013 ips: 7.5940 images/s [04/08 07:43:25] ppdet.engine INFO: Epoch: [18] [4900/7329] learning_rate: 0.000100 loss_class: 0.678716 loss_bbox: 0.166950 loss_giou: 0.450098 loss_class_aux: 4.183321 loss_bbox_aux: 1.065612 loss_giou_aux: 2.992856 loss_class_dn: 0.390087 loss_bbox_dn: 0.193594 loss_giou_dn: 0.458369 loss_class_aux_dn: 2.089974 loss_bbox_aux_dn: 1.074710 loss_giou_aux_dn: 2.477098 loss: 16.715580 eta: 2 days, 21:28:29 batch_cost: 0.5209 data_cost: 0.0013 ips: 7.6788 images/s [04/08 07:44:23] ppdet.engine INFO: Epoch: [18] [5000/7329] learning_rate: 0.000100 loss_class: 0.596308 loss_bbox: 0.146876 loss_giou: 0.427492 loss_class_aux: 3.737096 loss_bbox_aux: 0.931076 loss_giou_aux: 2.690277 loss_class_dn: 0.331015 loss_bbox_dn: 0.178858 loss_giou_dn: 0.428118 loss_class_aux_dn: 1.758286 loss_bbox_aux_dn: 1.000384 loss_giou_aux_dn: 2.367514 loss: 15.443987 eta: 2 days, 21:27:37 batch_cost: 0.5228 data_cost: 0.0014 ips: 7.6512 images/s [04/08 07:45:20] ppdet.engine INFO: Epoch: [18] [5100/7329] learning_rate: 0.000100 loss_class: 0.648947 loss_bbox: 0.167806 loss_giou: 0.447254 loss_class_aux: 4.164017 loss_bbox_aux: 1.097422 loss_giou_aux: 2.902754 loss_class_dn: 0.370042 loss_bbox_dn: 0.183176 loss_giou_dn: 0.450906 loss_class_aux_dn: 1.951004 loss_bbox_aux_dn: 1.051180 loss_giou_aux_dn: 2.398108 loss: 16.094397 eta: 2 days, 21:26:36 batch_cost: 0.4972 data_cost: 0.0014 ips: 8.0453 images/s [04/08 07:46:18] ppdet.engine INFO: Epoch: [18] [5200/7329] learning_rate: 0.000100 loss_class: 0.639259 loss_bbox: 0.148884 loss_giou: 0.381672 loss_class_aux: 4.196627 loss_bbox_aux: 0.955889 loss_giou_aux: 2.371855 loss_class_dn: 0.336896 loss_bbox_dn: 0.184227 loss_giou_dn: 0.388881 loss_class_aux_dn: 1.812972 loss_bbox_aux_dn: 1.012929 loss_giou_aux_dn: 2.125108 loss: 15.188077 eta: 2 days, 21:25:43 batch_cost: 0.5185 data_cost: 0.0016 ips: 7.7143 images/s [04/08 07:47:13] ppdet.engine INFO: Epoch: [18] [5300/7329] learning_rate: 0.000100 loss_class: 0.598406 loss_bbox: 0.143088 loss_giou: 0.411043 loss_class_aux: 3.870212 loss_bbox_aux: 1.003444 loss_giou_aux: 2.665845 loss_class_dn: 0.342373 loss_bbox_dn: 0.191714 loss_giou_dn: 0.416444 loss_class_aux_dn: 1.789371 loss_bbox_aux_dn: 1.159605 loss_giou_aux_dn: 2.236496 loss: 14.968693 eta: 2 days, 21:24:39 batch_cost: 0.4887 data_cost: 0.0013 ips: 8.1853 images/s [04/08 07:48:10] ppdet.engine INFO: Epoch: [18] [5400/7329] learning_rate: 0.000100 loss_class: 0.638816 loss_bbox: 0.150831 loss_giou: 0.374898 loss_class_aux: 4.032296 loss_bbox_aux: 0.989884 loss_giou_aux: 2.444759 loss_class_dn: 0.353357 loss_bbox_dn: 0.174458 loss_giou_dn: 0.406270 loss_class_aux_dn: 1.909052 loss_bbox_aux_dn: 1.051189 loss_giou_aux_dn: 2.176227 loss: 14.973971 eta: 2 days, 21:23:39 batch_cost: 0.5025 data_cost: 0.0013 ips: 7.9607 images/s [04/08 07:49:10] ppdet.engine INFO: Epoch: [18] [5500/7329] learning_rate: 0.000100 loss_class: 0.586255 loss_bbox: 0.153353 loss_giou: 0.355716 loss_class_aux: 3.839972 loss_bbox_aux: 0.994981 loss_giou_aux: 2.228313 loss_class_dn: 0.332747 loss_bbox_dn: 0.185757 loss_giou_dn: 0.358013 loss_class_aux_dn: 1.783285 loss_bbox_aux_dn: 1.113797 loss_giou_aux_dn: 1.943341 loss: 14.588753 eta: 2 days, 21:22:54 batch_cost: 0.5411 data_cost: 0.0013 ips: 7.3924 images/s [04/08 07:50:08] ppdet.engine INFO: Epoch: [18] [5600/7329] learning_rate: 0.000100 loss_class: 0.524476 loss_bbox: 0.140811 loss_giou: 0.381641 loss_class_aux: 3.424012 loss_bbox_aux: 0.908318 loss_giou_aux: 2.396198 loss_class_dn: 0.318379 loss_bbox_dn: 0.171325 loss_giou_dn: 0.391245 loss_class_aux_dn: 1.714182 loss_bbox_aux_dn: 0.937226 loss_giou_aux_dn: 2.157050 loss: 14.211141 eta: 2 days, 21:22:01 batch_cost: 0.5215 data_cost: 0.0012 ips: 7.6697 images/s [04/08 07:51:06] ppdet.engine INFO: Epoch: [18] [5700/7329] learning_rate: 0.000100 loss_class: 0.619304 loss_bbox: 0.158009 loss_giou: 0.437999 loss_class_aux: 3.908092 loss_bbox_aux: 1.040280 loss_giou_aux: 2.750309 loss_class_dn: 0.365396 loss_bbox_dn: 0.183739 loss_giou_dn: 0.452157 loss_class_aux_dn: 1.937947 loss_bbox_aux_dn: 1.078795 loss_giou_aux_dn: 2.428848 loss: 16.438509 eta: 2 days, 21:21:07 batch_cost: 0.5158 data_cost: 0.0016 ips: 7.7548 images/s [04/08 07:52:03] ppdet.engine INFO: Epoch: [18] [5800/7329] learning_rate: 0.000100 loss_class: 0.635599 loss_bbox: 0.161954 loss_giou: 0.455152 loss_class_aux: 4.014344 loss_bbox_aux: 1.099410 loss_giou_aux: 2.874772 loss_class_dn: 0.359177 loss_bbox_dn: 0.209962 loss_giou_dn: 0.465014 loss_class_aux_dn: 1.904435 loss_bbox_aux_dn: 1.174699 loss_giou_aux_dn: 2.553300 loss: 16.160450 eta: 2 days, 21:20:06 batch_cost: 0.4985 data_cost: 0.0015 ips: 8.0248 images/s [04/08 07:53:00] ppdet.engine INFO: Epoch: [18] [5900/7329] learning_rate: 0.000100 loss_class: 0.646732 loss_bbox: 0.160164 loss_giou: 0.501263 loss_class_aux: 4.237667 loss_bbox_aux: 1.061184 loss_giou_aux: 3.183442 loss_class_dn: 0.392313 loss_bbox_dn: 0.186205 loss_giou_dn: 0.515058 loss_class_aux_dn: 2.105692 loss_bbox_aux_dn: 1.110882 loss_giou_aux_dn: 2.763318 loss: 18.058899 eta: 2 days, 21:19:09 batch_cost: 0.5073 data_cost: 0.0014 ips: 7.8846 images/s [04/08 07:53:56] ppdet.engine INFO: Epoch: [18] [6000/7329] learning_rate: 0.000100 loss_class: 0.659718 loss_bbox: 0.156766 loss_giou: 0.493493 loss_class_aux: 4.353209 loss_bbox_aux: 0.998744 loss_giou_aux: 3.138551 loss_class_dn: 0.397952 loss_bbox_dn: 0.176267 loss_giou_dn: 0.521381 loss_class_aux_dn: 2.146771 loss_bbox_aux_dn: 1.028202 loss_giou_aux_dn: 2.860155 loss: 18.101963 eta: 2 days, 21:18:06 batch_cost: 0.4924 data_cost: 0.0014 ips: 8.1228 images/s [04/08 07:54:51] ppdet.engine INFO: Epoch: [18] [6100/7329] learning_rate: 0.000100 loss_class: 0.632459 loss_bbox: 0.158359 loss_giou: 0.444052 loss_class_aux: 3.967157 loss_bbox_aux: 1.064824 loss_giou_aux: 2.889280 loss_class_dn: 0.353510 loss_bbox_dn: 0.191713 loss_giou_dn: 0.458205 loss_class_aux_dn: 1.921921 loss_bbox_aux_dn: 1.083870 loss_giou_aux_dn: 2.459625 loss: 15.475965 eta: 2 days, 21:17:04 batch_cost: 0.4931 data_cost: 0.0012 ips: 8.1127 images/s [04/08 07:55:43] ppdet.engine INFO: Epoch: [18] [6200/7329] learning_rate: 0.000100 loss_class: 0.531392 loss_bbox: 0.115607 loss_giou: 0.386901 loss_class_aux: 3.571291 loss_bbox_aux: 0.795915 loss_giou_aux: 2.457333 loss_class_dn: 0.300528 loss_bbox_dn: 0.144285 loss_giou_dn: 0.403707 loss_class_aux_dn: 1.597940 loss_bbox_aux_dn: 0.824072 loss_giou_aux_dn: 2.160177 loss: 13.672302 eta: 2 days, 21:15:53 batch_cost: 0.4682 data_cost: 0.0012 ips: 8.5434 images/s [04/08 07:56:40] ppdet.engine INFO: Epoch: [18] [6300/7329] learning_rate: 0.000100 loss_class: 0.581620 loss_bbox: 0.152603 loss_giou: 0.432315 loss_class_aux: 3.783752 loss_bbox_aux: 0.980865 loss_giou_aux: 2.613650 loss_class_dn: 0.337803 loss_bbox_dn: 0.181973 loss_giou_dn: 0.416990 loss_class_aux_dn: 1.858080 loss_bbox_aux_dn: 1.037875 loss_giou_aux_dn: 2.272429 loss: 14.706076 eta: 2 days, 21:14:54 batch_cost: 0.5021 data_cost: 0.0012 ips: 7.9669 images/s [04/08 07:57:35] ppdet.engine INFO: Epoch: [18] [6400/7329] learning_rate: 0.000100 loss_class: 0.576517 loss_bbox: 0.159196 loss_giou: 0.371917 loss_class_aux: 3.580388 loss_bbox_aux: 1.008765 loss_giou_aux: 2.458390 loss_class_dn: 0.338667 loss_bbox_dn: 0.169938 loss_giou_dn: 0.377565 loss_class_aux_dn: 1.815181 loss_bbox_aux_dn: 0.965755 loss_giou_aux_dn: 2.088544 loss: 14.785221 eta: 2 days, 21:13:53 batch_cost: 0.4961 data_cost: 0.0012 ips: 8.0628 images/s [04/08 07:58:31] ppdet.engine INFO: Epoch: [18] [6500/7329] learning_rate: 0.000100 loss_class: 0.646751 loss_bbox: 0.158075 loss_giou: 0.475303 loss_class_aux: 4.030739 loss_bbox_aux: 1.026021 loss_giou_aux: 2.985879 loss_class_dn: 0.362925 loss_bbox_dn: 0.180360 loss_giou_dn: 0.453088 loss_class_aux_dn: 1.947803 loss_bbox_aux_dn: 1.050410 loss_giou_aux_dn: 2.493169 loss: 15.992009 eta: 2 days, 21:12:51 batch_cost: 0.4952 data_cost: 0.0011 ips: 8.0771 images/s [04/08 07:59:24] ppdet.engine INFO: Epoch: [18] [6600/7329] learning_rate: 0.000100 loss_class: 0.605155 loss_bbox: 0.140507 loss_giou: 0.485028 loss_class_aux: 3.918416 loss_bbox_aux: 0.913850 loss_giou_aux: 3.106261 loss_class_dn: 0.362790 loss_bbox_dn: 0.167015 loss_giou_dn: 0.465562 loss_class_aux_dn: 1.952537 loss_bbox_aux_dn: 0.971570 loss_giou_aux_dn: 2.468054 loss: 15.778316 eta: 2 days, 21:11:44 batch_cost: 0.4792 data_cost: 0.0012 ips: 8.3469 images/s [04/08 08:00:17] ppdet.engine INFO: Epoch: [18] [6700/7329] learning_rate: 0.000100 loss_class: 0.593387 loss_bbox: 0.149935 loss_giou: 0.429009 loss_class_aux: 3.773903 loss_bbox_aux: 0.984487 loss_giou_aux: 2.817146 loss_class_dn: 0.333920 loss_bbox_dn: 0.188132 loss_giou_dn: 0.435138 loss_class_aux_dn: 1.784434 loss_bbox_aux_dn: 1.079080 loss_giou_aux_dn: 2.278388 loss: 14.936602 eta: 2 days, 21:10:35 batch_cost: 0.4733 data_cost: 0.0012 ips: 8.4519 images/s [04/08 08:01:11] ppdet.engine INFO: Epoch: [18] [6800/7329] learning_rate: 0.000100 loss_class: 0.569655 loss_bbox: 0.171945 loss_giou: 0.436490 loss_class_aux: 3.709157 loss_bbox_aux: 1.059282 loss_giou_aux: 2.867144 loss_class_dn: 0.344844 loss_bbox_dn: 0.186868 loss_giou_dn: 0.434612 loss_class_aux_dn: 1.839427 loss_bbox_aux_dn: 1.076542 loss_giou_aux_dn: 2.294901 loss: 15.349834 eta: 2 days, 21:09:27 batch_cost: 0.4770 data_cost: 0.0013 ips: 8.3849 images/s [04/08 08:02:11] ppdet.engine INFO: Epoch: [18] [6900/7329] learning_rate: 0.000100 loss_class: 0.617556 loss_bbox: 0.143922 loss_giou: 0.347565 loss_class_aux: 4.112250 loss_bbox_aux: 0.979206 loss_giou_aux: 2.193074 loss_class_dn: 0.343659 loss_bbox_dn: 0.168854 loss_giou_dn: 0.354292 loss_class_aux_dn: 1.871596 loss_bbox_aux_dn: 0.981283 loss_giou_aux_dn: 1.991390 loss: 15.448812 eta: 2 days, 21:08:36 batch_cost: 0.5229 data_cost: 0.0014 ips: 7.6494 images/s [04/08 08:03:08] ppdet.engine INFO: Epoch: [18] [7000/7329] learning_rate: 0.000100 loss_class: 0.575775 loss_bbox: 0.156033 loss_giou: 0.394384 loss_class_aux: 3.671081 loss_bbox_aux: 1.014403 loss_giou_aux: 2.488381 loss_class_dn: 0.304267 loss_bbox_dn: 0.188051 loss_giou_dn: 0.403068 loss_class_aux_dn: 1.673852 loss_bbox_aux_dn: 1.071629 loss_giou_aux_dn: 2.168029 loss: 15.221107 eta: 2 days, 21:07:38 batch_cost: 0.5064 data_cost: 0.0013 ips: 7.8985 images/s [04/08 08:04:02] ppdet.engine INFO: Epoch: [18] [7100/7329] learning_rate: 0.000100 loss_class: 0.632316 loss_bbox: 0.174163 loss_giou: 0.446487 loss_class_aux: 4.095926 loss_bbox_aux: 1.134403 loss_giou_aux: 2.766634 loss_class_dn: 0.361370 loss_bbox_dn: 0.169604 loss_giou_dn: 0.415982 loss_class_aux_dn: 1.970641 loss_bbox_aux_dn: 0.973120 loss_giou_aux_dn: 2.282508 loss: 15.504933 eta: 2 days, 21:06:30 batch_cost: 0.4774 data_cost: 0.0012 ips: 8.3790 images/s [04/08 08:04:59] ppdet.engine INFO: Epoch: [18] [7200/7329] learning_rate: 0.000100 loss_class: 0.619329 loss_bbox: 0.141370 loss_giou: 0.352744 loss_class_aux: 4.008402 loss_bbox_aux: 0.926501 loss_giou_aux: 2.202895 loss_class_dn: 0.319367 loss_bbox_dn: 0.185951 loss_giou_dn: 0.378034 loss_class_aux_dn: 1.714028 loss_bbox_aux_dn: 1.086068 loss_giou_aux_dn: 2.069829 loss: 14.610663 eta: 2 days, 21:05:33 batch_cost: 0.5079 data_cost: 0.0013 ips: 7.8758 images/s [04/08 08:06:01] ppdet.engine INFO: Epoch: [18] [7300/7329] learning_rate: 0.000100 loss_class: 0.591554 loss_bbox: 0.161010 loss_giou: 0.359921 loss_class_aux: 3.782445 loss_bbox_aux: 1.043078 loss_giou_aux: 2.389974 loss_class_dn: 0.321066 loss_bbox_dn: 0.206264 loss_giou_dn: 0.416290 loss_class_aux_dn: 1.755878 loss_bbox_aux_dn: 1.145771 loss_giou_aux_dn: 2.287398 loss: 14.334097 eta: 2 days, 21:04:54 batch_cost: 0.5591 data_cost: 0.0013 ips: 7.1542 images/s [04/08 08:06:28] ppdet.engine INFO: Eval iter: 0 [04/08 08:06:54] ppdet.engine INFO: Eval iter: 100 [04/08 08:07:20] ppdet.engine INFO: Eval iter: 200 [04/08 08:07:47] ppdet.engine INFO: Eval iter: 300 [04/08 08:08:14] ppdet.engine INFO: Eval iter: 400 [04/08 08:08:41] ppdet.engine INFO: Eval iter: 500 [04/08 08:09:08] ppdet.engine INFO: Eval iter: 600 [04/08 08:09:41] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.87s) creating index... index created! [04/08 08:09:42] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=19.38s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=110.79s). Accumulating evaluation results... DONE (t=27.69s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.502 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.684 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.308 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.548 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.685 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.379 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.634 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.521 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.747 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 [04/08 08:12:25] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.79951112933699 [04/08 08:12:25] ppdet.engine INFO: Best test bbox ap is 0.502. [04/08 08:12:28] ppdet.engine INFO: Epoch: [19] [ 0/7329] learning_rate: 0.000100 loss_class: 0.573804 loss_bbox: 0.162786 loss_giou: 0.410859 loss_class_aux: 3.670054 loss_bbox_aux: 0.998906 loss_giou_aux: 2.592383 loss_class_dn: 0.321984 loss_bbox_dn: 0.193188 loss_giou_dn: 0.416290 loss_class_aux_dn: 1.755878 loss_bbox_aux_dn: 1.098449 loss_giou_aux_dn: 2.312757 loss: 14.334097 eta: 2 days, 21:04:58 batch_cost: 0.6075 data_cost: 0.0015 ips: 6.5843 images/s [04/08 08:13:33] ppdet.engine INFO: Epoch: [19] [ 100/7329] learning_rate: 0.000100 loss_class: 0.669234 loss_bbox: 0.150578 loss_giou: 0.405946 loss_class_aux: 4.199143 loss_bbox_aux: 1.007860 loss_giou_aux: 2.541840 loss_class_dn: 0.348359 loss_bbox_dn: 0.182803 loss_giou_dn: 0.427519 loss_class_aux_dn: 1.863186 loss_bbox_aux_dn: 1.012417 loss_giou_aux_dn: 2.417045 loss: 15.893705 eta: 2 days, 21:04:23 batch_cost: 0.5722 data_cost: 0.0017 ips: 6.9903 images/s [04/08 08:14:36] ppdet.engine INFO: Epoch: [19] [ 200/7329] learning_rate: 0.000100 loss_class: 0.606631 loss_bbox: 0.153898 loss_giou: 0.402767 loss_class_aux: 3.943711 loss_bbox_aux: 1.028162 loss_giou_aux: 2.563884 loss_class_dn: 0.359505 loss_bbox_dn: 0.189889 loss_giou_dn: 0.401182 loss_class_aux_dn: 1.944572 loss_bbox_aux_dn: 1.122020 loss_giou_aux_dn: 2.264729 loss: 14.959761 eta: 2 days, 21:03:47 batch_cost: 0.5714 data_cost: 0.0014 ips: 7.0002 images/s [04/08 08:15:33] ppdet.engine INFO: Epoch: [19] [ 300/7329] learning_rate: 0.000100 loss_class: 0.678609 loss_bbox: 0.175405 loss_giou: 0.528301 loss_class_aux: 4.279528 loss_bbox_aux: 1.110068 loss_giou_aux: 3.337224 loss_class_dn: 0.389636 loss_bbox_dn: 0.186488 loss_giou_dn: 0.512266 loss_class_aux_dn: 2.083347 loss_bbox_aux_dn: 1.076107 loss_giou_aux_dn: 2.788431 loss: 18.297190 eta: 2 days, 21:02:50 batch_cost: 0.5069 data_cost: 0.0013 ips: 7.8908 images/s [04/08 08:16:30] ppdet.engine INFO: Epoch: [19] [ 400/7329] learning_rate: 0.000100 loss_class: 0.597553 loss_bbox: 0.152986 loss_giou: 0.380169 loss_class_aux: 3.872814 loss_bbox_aux: 0.989376 loss_giou_aux: 2.396471 loss_class_dn: 0.320059 loss_bbox_dn: 0.175813 loss_giou_dn: 0.385475 loss_class_aux_dn: 1.687613 loss_bbox_aux_dn: 1.078465 loss_giou_aux_dn: 2.125731 loss: 14.439260 eta: 2 days, 21:01:52 batch_cost: 0.5046 data_cost: 0.0013 ips: 7.9265 images/s [04/08 08:17:26] ppdet.engine INFO: Epoch: [19] [ 500/7329] learning_rate: 0.000100 loss_class: 0.666556 loss_bbox: 0.181941 loss_giou: 0.492141 loss_class_aux: 4.236494 loss_bbox_aux: 1.164310 loss_giou_aux: 3.092106 loss_class_dn: 0.371992 loss_bbox_dn: 0.185247 loss_giou_dn: 0.464491 loss_class_aux_dn: 1.977332 loss_bbox_aux_dn: 1.107942 loss_giou_aux_dn: 2.580159 loss: 16.837723 eta: 2 days, 21:00:50 batch_cost: 0.4937 data_cost: 0.0014 ips: 8.1024 images/s [04/08 08:18:27] ppdet.engine INFO: Epoch: [19] [ 600/7329] learning_rate: 0.000100 loss_class: 0.636410 loss_bbox: 0.163926 loss_giou: 0.411245 loss_class_aux: 4.133817 loss_bbox_aux: 1.043991 loss_giou_aux: 2.534167 loss_class_dn: 0.375893 loss_bbox_dn: 0.169377 loss_giou_dn: 0.436311 loss_class_aux_dn: 2.010631 loss_bbox_aux_dn: 1.008018 loss_giou_aux_dn: 2.378557 loss: 16.771206 eta: 2 days, 21:00:07 batch_cost: 0.5509 data_cost: 0.0016 ips: 7.2615 images/s [04/08 08:19:32] ppdet.engine INFO: Epoch: [19] [ 700/7329] learning_rate: 0.000100 loss_class: 0.652311 loss_bbox: 0.160214 loss_giou: 0.418804 loss_class_aux: 4.202826 loss_bbox_aux: 1.035270 loss_giou_aux: 2.651077 loss_class_dn: 0.360548 loss_bbox_dn: 0.182559 loss_giou_dn: 0.459327 loss_class_aux_dn: 1.934080 loss_bbox_aux_dn: 1.076164 loss_giou_aux_dn: 2.461456 loss: 15.466207 eta: 2 days, 20:59:35 batch_cost: 0.5810 data_cost: 0.0014 ips: 6.8852 images/s [04/08 08:20:29] ppdet.engine INFO: Epoch: [19] [ 800/7329] learning_rate: 0.000100 loss_class: 0.578403 loss_bbox: 0.136965 loss_giou: 0.354046 loss_class_aux: 3.668877 loss_bbox_aux: 0.887837 loss_giou_aux: 2.301108 loss_class_dn: 0.312120 loss_bbox_dn: 0.176869 loss_giou_dn: 0.369985 loss_class_aux_dn: 1.659156 loss_bbox_aux_dn: 1.024778 loss_giou_aux_dn: 2.038774 loss: 13.946104 eta: 2 days, 20:58:40 batch_cost: 0.5130 data_cost: 0.0015 ips: 7.7978 images/s [04/08 08:21:28] ppdet.engine INFO: Epoch: [19] [ 900/7329] learning_rate: 0.000100 loss_class: 0.657039 loss_bbox: 0.156955 loss_giou: 0.366501 loss_class_aux: 4.046736 loss_bbox_aux: 1.064392 loss_giou_aux: 2.443425 loss_class_dn: 0.371131 loss_bbox_dn: 0.186095 loss_giou_dn: 0.434239 loss_class_aux_dn: 1.972335 loss_bbox_aux_dn: 1.075980 loss_giou_aux_dn: 2.373390 loss: 16.950508 eta: 2 days, 20:57:46 batch_cost: 0.5185 data_cost: 0.0013 ips: 7.7145 images/s [04/08 08:22:26] ppdet.engine INFO: Epoch: [19] [1000/7329] learning_rate: 0.000100 loss_class: 0.710424 loss_bbox: 0.164635 loss_giou: 0.433769 loss_class_aux: 4.556000 loss_bbox_aux: 1.090313 loss_giou_aux: 2.818877 loss_class_dn: 0.367052 loss_bbox_dn: 0.189653 loss_giou_dn: 0.446922 loss_class_aux_dn: 1.962510 loss_bbox_aux_dn: 1.095002 loss_giou_aux_dn: 2.403832 loss: 15.873692 eta: 2 days, 20:56:50 batch_cost: 0.5103 data_cost: 0.0018 ips: 7.8386 images/s [04/08 08:23:31] ppdet.engine INFO: Epoch: [19] [1100/7329] learning_rate: 0.000100 loss_class: 0.618781 loss_bbox: 0.178978 loss_giou: 0.405550 loss_class_aux: 3.897929 loss_bbox_aux: 1.160625 loss_giou_aux: 2.562610 loss_class_dn: 0.335437 loss_bbox_dn: 0.188072 loss_giou_dn: 0.434743 loss_class_aux_dn: 1.858915 loss_bbox_aux_dn: 1.105043 loss_giou_aux_dn: 2.396905 loss: 15.501249 eta: 2 days, 20:56:16 batch_cost: 0.5758 data_cost: 0.0017 ips: 6.9473 images/s [04/08 08:24:29] ppdet.engine INFO: Epoch: [19] [1200/7329] learning_rate: 0.000100 loss_class: 0.534319 loss_bbox: 0.143247 loss_giou: 0.361221 loss_class_aux: 3.424695 loss_bbox_aux: 0.926222 loss_giou_aux: 2.298506 loss_class_dn: 0.292613 loss_bbox_dn: 0.164528 loss_giou_dn: 0.363871 loss_class_aux_dn: 1.581814 loss_bbox_aux_dn: 0.977817 loss_giou_aux_dn: 1.971107 loss: 13.337212 eta: 2 days, 20:55:22 batch_cost: 0.5158 data_cost: 0.0014 ips: 7.7555 images/s [04/08 08:25:23] ppdet.engine INFO: Epoch: [19] [1300/7329] learning_rate: 0.000100 loss_class: 0.596899 loss_bbox: 0.151243 loss_giou: 0.361039 loss_class_aux: 3.853531 loss_bbox_aux: 0.967985 loss_giou_aux: 2.292274 loss_class_dn: 0.320494 loss_bbox_dn: 0.184691 loss_giou_dn: 0.381148 loss_class_aux_dn: 1.713417 loss_bbox_aux_dn: 1.065846 loss_giou_aux_dn: 2.080126 loss: 14.439831 eta: 2 days, 20:54:17 batch_cost: 0.4838 data_cost: 0.0014 ips: 8.2673 images/s [04/08 08:26:24] ppdet.engine INFO: Epoch: [19] [1400/7329] learning_rate: 0.000100 loss_class: 0.572168 loss_bbox: 0.148694 loss_giou: 0.399720 loss_class_aux: 3.794619 loss_bbox_aux: 1.006924 loss_giou_aux: 2.627715 loss_class_dn: 0.347505 loss_bbox_dn: 0.186211 loss_giou_dn: 0.449769 loss_class_aux_dn: 1.868191 loss_bbox_aux_dn: 1.046637 loss_giou_aux_dn: 2.385852 loss: 15.051268 eta: 2 days, 20:53:28 batch_cost: 0.5343 data_cost: 0.0017 ips: 7.4869 images/s [04/08 08:27:21] ppdet.engine INFO: Epoch: [19] [1500/7329] learning_rate: 0.000100 loss_class: 0.605500 loss_bbox: 0.139370 loss_giou: 0.354471 loss_class_aux: 3.925059 loss_bbox_aux: 0.891043 loss_giou_aux: 2.299063 loss_class_dn: 0.325603 loss_bbox_dn: 0.172838 loss_giou_dn: 0.372659 loss_class_aux_dn: 1.750241 loss_bbox_aux_dn: 1.009133 loss_giou_aux_dn: 2.052746 loss: 14.381842 eta: 2 days, 20:52:33 batch_cost: 0.5113 data_cost: 0.0014 ips: 7.8238 images/s [04/08 08:28:17] ppdet.engine INFO: Epoch: [19] [1600/7329] learning_rate: 0.000100 loss_class: 0.607592 loss_bbox: 0.148400 loss_giou: 0.443183 loss_class_aux: 3.820035 loss_bbox_aux: 0.956743 loss_giou_aux: 2.851587 loss_class_dn: 0.344914 loss_bbox_dn: 0.164580 loss_giou_dn: 0.428353 loss_class_aux_dn: 1.882443 loss_bbox_aux_dn: 0.981780 loss_giou_aux_dn: 2.312031 loss: 15.307989 eta: 2 days, 20:51:32 batch_cost: 0.4977 data_cost: 0.0014 ips: 8.0364 images/s [04/08 08:29:12] ppdet.engine INFO: Epoch: [19] [1700/7329] learning_rate: 0.000100 loss_class: 0.511675 loss_bbox: 0.133684 loss_giou: 0.333834 loss_class_aux: 3.290754 loss_bbox_aux: 0.883196 loss_giou_aux: 2.168907 loss_class_dn: 0.297649 loss_bbox_dn: 0.148939 loss_giou_dn: 0.354585 loss_class_aux_dn: 1.552650 loss_bbox_aux_dn: 0.893606 loss_giou_aux_dn: 1.910135 loss: 13.028785 eta: 2 days, 20:50:28 batch_cost: 0.4876 data_cost: 0.0013 ips: 8.2031 images/s [04/08 08:30:11] ppdet.engine INFO: Epoch: [19] [1800/7329] learning_rate: 0.000100 loss_class: 0.534003 loss_bbox: 0.129597 loss_giou: 0.354980 loss_class_aux: 3.335791 loss_bbox_aux: 0.842173 loss_giou_aux: 2.250264 loss_class_dn: 0.260886 loss_bbox_dn: 0.153410 loss_giou_dn: 0.331565 loss_class_aux_dn: 1.463512 loss_bbox_aux_dn: 0.891230 loss_giou_aux_dn: 1.812974 loss: 12.315483 eta: 2 days, 20:49:36 batch_cost: 0.5229 data_cost: 0.0014 ips: 7.6500 images/s [04/08 08:31:11] ppdet.engine INFO: Epoch: [19] [1900/7329] learning_rate: 0.000100 loss_class: 0.602634 loss_bbox: 0.168832 loss_giou: 0.472532 loss_class_aux: 3.865032 loss_bbox_aux: 1.093240 loss_giou_aux: 3.093166 loss_class_dn: 0.339033 loss_bbox_dn: 0.176423 loss_giou_dn: 0.469715 loss_class_aux_dn: 1.820549 loss_bbox_aux_dn: 1.063193 loss_giou_aux_dn: 2.476869 loss: 15.962650 eta: 2 days, 20:48:51 batch_cost: 0.5422 data_cost: 0.0013 ips: 7.3771 images/s [04/08 08:32:12] ppdet.engine INFO: Epoch: [19] [2000/7329] learning_rate: 0.000100 loss_class: 0.504580 loss_bbox: 0.117283 loss_giou: 0.367396 loss_class_aux: 3.223869 loss_bbox_aux: 0.771831 loss_giou_aux: 2.320793 loss_class_dn: 0.316452 loss_bbox_dn: 0.146535 loss_giou_dn: 0.384100 loss_class_aux_dn: 1.684913 loss_bbox_aux_dn: 0.873604 loss_giou_aux_dn: 2.090880 loss: 13.467874 eta: 2 days, 20:48:05 batch_cost: 0.5407 data_cost: 0.0013 ips: 7.3985 images/s [04/08 08:33:11] ppdet.engine INFO: Epoch: [19] [2100/7329] learning_rate: 0.000100 loss_class: 0.608111 loss_bbox: 0.154038 loss_giou: 0.351662 loss_class_aux: 3.910756 loss_bbox_aux: 0.967523 loss_giou_aux: 2.259336 loss_class_dn: 0.324983 loss_bbox_dn: 0.170906 loss_giou_dn: 0.386400 loss_class_aux_dn: 1.745581 loss_bbox_aux_dn: 1.009522 loss_giou_aux_dn: 2.098571 loss: 14.786821 eta: 2 days, 20:47:17 batch_cost: 0.5349 data_cost: 0.0013 ips: 7.4777 images/s [04/08 08:34:15] ppdet.engine INFO: Epoch: [19] [2200/7329] learning_rate: 0.000100 loss_class: 0.591535 loss_bbox: 0.147670 loss_giou: 0.360896 loss_class_aux: 3.713581 loss_bbox_aux: 0.977124 loss_giou_aux: 2.334592 loss_class_dn: 0.329622 loss_bbox_dn: 0.174339 loss_giou_dn: 0.389091 loss_class_aux_dn: 1.801459 loss_bbox_aux_dn: 1.065037 loss_giou_aux_dn: 2.187142 loss: 14.843582 eta: 2 days, 20:46:40 batch_cost: 0.5690 data_cost: 0.0015 ips: 7.0299 images/s [04/08 08:35:12] ppdet.engine INFO: Epoch: [19] [2300/7329] learning_rate: 0.000100 loss_class: 0.602791 loss_bbox: 0.156906 loss_giou: 0.466354 loss_class_aux: 3.816502 loss_bbox_aux: 1.046182 loss_giou_aux: 2.897624 loss_class_dn: 0.361951 loss_bbox_dn: 0.192942 loss_giou_dn: 0.446918 loss_class_aux_dn: 1.941421 loss_bbox_aux_dn: 1.136467 loss_giou_aux_dn: 2.455862 loss: 16.112690 eta: 2 days, 20:45:45 batch_cost: 0.5124 data_cost: 0.0013 ips: 7.8062 images/s [04/08 08:36:13] ppdet.engine INFO: Epoch: [19] [2400/7329] learning_rate: 0.000100 loss_class: 0.633674 loss_bbox: 0.161115 loss_giou: 0.424138 loss_class_aux: 4.145770 loss_bbox_aux: 1.090486 loss_giou_aux: 2.724208 loss_class_dn: 0.358509 loss_bbox_dn: 0.191886 loss_giou_dn: 0.448742 loss_class_aux_dn: 1.889868 loss_bbox_aux_dn: 1.111737 loss_giou_aux_dn: 2.462128 loss: 15.224042 eta: 2 days, 20:44:59 batch_cost: 0.5412 data_cost: 0.0017 ips: 7.3908 images/s [04/08 08:37:09] ppdet.engine INFO: Epoch: [19] [2500/7329] learning_rate: 0.000100 loss_class: 0.595452 loss_bbox: 0.173334 loss_giou: 0.440985 loss_class_aux: 3.908408 loss_bbox_aux: 1.061923 loss_giou_aux: 2.748926 loss_class_dn: 0.336024 loss_bbox_dn: 0.188921 loss_giou_dn: 0.434506 loss_class_aux_dn: 1.821559 loss_bbox_aux_dn: 1.111759 loss_giou_aux_dn: 2.401890 loss: 15.605549 eta: 2 days, 20:43:58 batch_cost: 0.4942 data_cost: 0.0016 ips: 8.0940 images/s [04/08 08:38:05] ppdet.engine INFO: Epoch: [19] [2600/7329] learning_rate: 0.000100 loss_class: 0.624178 loss_bbox: 0.138294 loss_giou: 0.427240 loss_class_aux: 3.984046 loss_bbox_aux: 0.893392 loss_giou_aux: 2.794563 loss_class_dn: 0.350930 loss_bbox_dn: 0.153402 loss_giou_dn: 0.425755 loss_class_aux_dn: 1.870605 loss_bbox_aux_dn: 0.941000 loss_giou_aux_dn: 2.364774 loss: 16.042629 eta: 2 days, 20:42:56 batch_cost: 0.4936 data_cost: 0.0014 ips: 8.1039 images/s [04/08 08:38:59] ppdet.engine INFO: Epoch: [19] [2700/7329] learning_rate: 0.000100 loss_class: 0.618461 loss_bbox: 0.148604 loss_giou: 0.437156 loss_class_aux: 3.855356 loss_bbox_aux: 0.960981 loss_giou_aux: 2.714610 loss_class_dn: 0.352866 loss_bbox_dn: 0.184203 loss_giou_dn: 0.415549 loss_class_aux_dn: 1.905179 loss_bbox_aux_dn: 1.024844 loss_giou_aux_dn: 2.316743 loss: 15.005865 eta: 2 days, 20:41:49 batch_cost: 0.4782 data_cost: 0.0014 ips: 8.3639 images/s [04/08 08:40:02] ppdet.engine INFO: Epoch: [19] [2800/7329] learning_rate: 0.000100 loss_class: 0.555140 loss_bbox: 0.161727 loss_giou: 0.395111 loss_class_aux: 3.652081 loss_bbox_aux: 1.074244 loss_giou_aux: 2.508636 loss_class_dn: 0.316981 loss_bbox_dn: 0.197657 loss_giou_dn: 0.387092 loss_class_aux_dn: 1.690565 loss_bbox_aux_dn: 1.151544 loss_giou_aux_dn: 2.127203 loss: 15.322554 eta: 2 days, 20:41:09 batch_cost: 0.5575 data_cost: 0.0017 ips: 7.1749 images/s [04/08 08:41:02] ppdet.engine INFO: Epoch: [19] [2900/7329] learning_rate: 0.000100 loss_class: 0.628368 loss_bbox: 0.165501 loss_giou: 0.450480 loss_class_aux: 4.105286 loss_bbox_aux: 1.063876 loss_giou_aux: 2.828847 loss_class_dn: 0.375219 loss_bbox_dn: 0.180849 loss_giou_dn: 0.470702 loss_class_aux_dn: 1.972384 loss_bbox_aux_dn: 1.027385 loss_giou_aux_dn: 2.550880 loss: 16.392738 eta: 2 days, 20:40:20 batch_cost: 0.5344 data_cost: 0.0016 ips: 7.4850 images/s [04/08 08:42:07] ppdet.engine INFO: Epoch: [19] [3000/7329] learning_rate: 0.000100 loss_class: 0.666813 loss_bbox: 0.156520 loss_giou: 0.449982 loss_class_aux: 4.184581 loss_bbox_aux: 1.045952 loss_giou_aux: 2.943671 loss_class_dn: 0.357548 loss_bbox_dn: 0.181088 loss_giou_dn: 0.463811 loss_class_aux_dn: 1.881409 loss_bbox_aux_dn: 1.031124 loss_giou_aux_dn: 2.496251 loss: 15.556743 eta: 2 days, 20:39:50 batch_cost: 0.5875 data_cost: 0.0014 ips: 6.8081 images/s [04/08 08:43:02] ppdet.engine INFO: Epoch: [19] [3100/7329] learning_rate: 0.000100 loss_class: 0.653224 loss_bbox: 0.157237 loss_giou: 0.452794 loss_class_aux: 4.112712 loss_bbox_aux: 1.002210 loss_giou_aux: 2.960431 loss_class_dn: 0.358346 loss_bbox_dn: 0.175674 loss_giou_dn: 0.443067 loss_class_aux_dn: 1.906241 loss_bbox_aux_dn: 0.991549 loss_giou_aux_dn: 2.377532 loss: 15.788378 eta: 2 days, 20:38:45 batch_cost: 0.4836 data_cost: 0.0014 ips: 8.2720 images/s [04/08 08:44:01] ppdet.engine INFO: Epoch: [19] [3200/7329] learning_rate: 0.000100 loss_class: 0.610453 loss_bbox: 0.157321 loss_giou: 0.441354 loss_class_aux: 3.965318 loss_bbox_aux: 1.039768 loss_giou_aux: 2.827266 loss_class_dn: 0.360333 loss_bbox_dn: 0.196898 loss_giou_dn: 0.440659 loss_class_aux_dn: 1.961290 loss_bbox_aux_dn: 1.122953 loss_giou_aux_dn: 2.400310 loss: 15.885830 eta: 2 days, 20:37:54 batch_cost: 0.5260 data_cost: 0.0014 ips: 7.6044 images/s [04/08 08:45:01] ppdet.engine INFO: Epoch: [19] [3300/7329] learning_rate: 0.000100 loss_class: 0.709256 loss_bbox: 0.149913 loss_giou: 0.456540 loss_class_aux: 4.421980 loss_bbox_aux: 1.003797 loss_giou_aux: 2.881109 loss_class_dn: 0.383414 loss_bbox_dn: 0.180003 loss_giou_dn: 0.458973 loss_class_aux_dn: 2.044026 loss_bbox_aux_dn: 1.044961 loss_giou_aux_dn: 2.510270 loss: 17.288313 eta: 2 days, 20:37:07 batch_cost: 0.5380 data_cost: 0.0013 ips: 7.4347 images/s [04/08 08:45:56] ppdet.engine INFO: Epoch: [19] [3400/7329] learning_rate: 0.000100 loss_class: 0.583532 loss_bbox: 0.151956 loss_giou: 0.392305 loss_class_aux: 3.816533 loss_bbox_aux: 1.029190 loss_giou_aux: 2.641851 loss_class_dn: 0.367807 loss_bbox_dn: 0.184108 loss_giou_dn: 0.417501 loss_class_aux_dn: 1.971079 loss_bbox_aux_dn: 1.034405 loss_giou_aux_dn: 2.271330 loss: 16.885132 eta: 2 days, 20:36:06 batch_cost: 0.4949 data_cost: 0.0013 ips: 8.0832 images/s [04/08 08:46:54] ppdet.engine INFO: Epoch: [19] [3500/7329] learning_rate: 0.000100 loss_class: 0.573918 loss_bbox: 0.154127 loss_giou: 0.453037 loss_class_aux: 3.742691 loss_bbox_aux: 0.971374 loss_giou_aux: 2.789260 loss_class_dn: 0.308200 loss_bbox_dn: 0.175781 loss_giou_dn: 0.425005 loss_class_aux_dn: 1.663733 loss_bbox_aux_dn: 1.024142 loss_giou_aux_dn: 2.222430 loss: 14.815206 eta: 2 days, 20:35:12 batch_cost: 0.5181 data_cost: 0.0014 ips: 7.7206 images/s [04/08 08:47:53] ppdet.engine INFO: Epoch: [19] [3600/7329] learning_rate: 0.000100 loss_class: 0.653279 loss_bbox: 0.156013 loss_giou: 0.475674 loss_class_aux: 4.269054 loss_bbox_aux: 1.064891 loss_giou_aux: 3.029552 loss_class_dn: 0.372390 loss_bbox_dn: 0.215731 loss_giou_dn: 0.434197 loss_class_aux_dn: 1.966582 loss_bbox_aux_dn: 1.211410 loss_giou_aux_dn: 2.391852 loss: 17.133331 eta: 2 days, 20:34:17 batch_cost: 0.5138 data_cost: 0.0014 ips: 7.7856 images/s [04/08 08:48:47] ppdet.engine INFO: Epoch: [19] [3700/7329] learning_rate: 0.000100 loss_class: 0.654050 loss_bbox: 0.164183 loss_giou: 0.413081 loss_class_aux: 4.147269 loss_bbox_aux: 1.156898 loss_giou_aux: 2.445469 loss_class_dn: 0.347317 loss_bbox_dn: 0.192374 loss_giou_dn: 0.412546 loss_class_aux_dn: 1.878101 loss_bbox_aux_dn: 1.140660 loss_giou_aux_dn: 2.281628 loss: 15.934636 eta: 2 days, 20:33:12 batch_cost: 0.4834 data_cost: 0.0014 ips: 8.2740 images/s [04/08 08:49:46] ppdet.engine INFO: Epoch: [19] [3800/7329] learning_rate: 0.000100 loss_class: 0.583797 loss_bbox: 0.145047 loss_giou: 0.451462 loss_class_aux: 3.821623 loss_bbox_aux: 0.927206 loss_giou_aux: 2.904953 loss_class_dn: 0.353103 loss_bbox_dn: 0.179003 loss_giou_dn: 0.460508 loss_class_aux_dn: 1.916786 loss_bbox_aux_dn: 1.007594 loss_giou_aux_dn: 2.487833 loss: 15.671744 eta: 2 days, 20:32:21 batch_cost: 0.5255 data_cost: 0.0019 ips: 7.6114 images/s [04/08 08:50:44] ppdet.engine INFO: Epoch: [19] [3900/7329] learning_rate: 0.000100 loss_class: 0.637948 loss_bbox: 0.160332 loss_giou: 0.395685 loss_class_aux: 4.092948 loss_bbox_aux: 0.995365 loss_giou_aux: 2.547973 loss_class_dn: 0.352287 loss_bbox_dn: 0.195317 loss_giou_dn: 0.427411 loss_class_aux_dn: 1.914322 loss_bbox_aux_dn: 1.118764 loss_giou_aux_dn: 2.325374 loss: 15.307028 eta: 2 days, 20:31:28 batch_cost: 0.5186 data_cost: 0.0014 ips: 7.7132 images/s [04/08 08:51:42] ppdet.engine INFO: Epoch: [19] [4000/7329] learning_rate: 0.000100 loss_class: 0.586736 loss_bbox: 0.153546 loss_giou: 0.384513 loss_class_aux: 3.844955 loss_bbox_aux: 0.981541 loss_giou_aux: 2.538807 loss_class_dn: 0.309361 loss_bbox_dn: 0.157163 loss_giou_dn: 0.397714 loss_class_aux_dn: 1.661651 loss_bbox_aux_dn: 0.950987 loss_giou_aux_dn: 2.129224 loss: 14.572258 eta: 2 days, 20:30:32 batch_cost: 0.5108 data_cost: 0.0017 ips: 7.8303 images/s [04/08 08:52:38] ppdet.engine INFO: Epoch: [19] [4100/7329] learning_rate: 0.000100 loss_class: 0.664330 loss_bbox: 0.152496 loss_giou: 0.424375 loss_class_aux: 4.107193 loss_bbox_aux: 0.980518 loss_giou_aux: 2.695078 loss_class_dn: 0.348914 loss_bbox_dn: 0.163888 loss_giou_dn: 0.441877 loss_class_aux_dn: 1.897948 loss_bbox_aux_dn: 0.968874 loss_giou_aux_dn: 2.383968 loss: 15.727275 eta: 2 days, 20:29:32 batch_cost: 0.4994 data_cost: 0.0014 ips: 8.0095 images/s [04/08 08:53:39] ppdet.engine INFO: Epoch: [19] [4200/7329] learning_rate: 0.000100 loss_class: 0.564661 loss_bbox: 0.143480 loss_giou: 0.379033 loss_class_aux: 3.492252 loss_bbox_aux: 0.942695 loss_giou_aux: 2.415163 loss_class_dn: 0.315959 loss_bbox_dn: 0.166529 loss_giou_dn: 0.378048 loss_class_aux_dn: 1.687452 loss_bbox_aux_dn: 0.943630 loss_giou_aux_dn: 2.118119 loss: 14.225677 eta: 2 days, 20:28:47 batch_cost: 0.5434 data_cost: 0.0016 ips: 7.3605 images/s [04/08 08:54:36] ppdet.engine INFO: Epoch: [19] [4300/7329] learning_rate: 0.000100 loss_class: 0.653810 loss_bbox: 0.165867 loss_giou: 0.527931 loss_class_aux: 4.138735 loss_bbox_aux: 1.103931 loss_giou_aux: 3.130618 loss_class_dn: 0.370723 loss_bbox_dn: 0.192685 loss_giou_dn: 0.511460 loss_class_aux_dn: 2.013559 loss_bbox_aux_dn: 1.115300 loss_giou_aux_dn: 2.700765 loss: 16.944283 eta: 2 days, 20:27:48 batch_cost: 0.5022 data_cost: 0.0016 ips: 7.9648 images/s [04/08 08:55:36] ppdet.engine INFO: Epoch: [19] [4400/7329] learning_rate: 0.000100 loss_class: 0.658106 loss_bbox: 0.166744 loss_giou: 0.425054 loss_class_aux: 4.020250 loss_bbox_aux: 1.111586 loss_giou_aux: 2.889834 loss_class_dn: 0.369598 loss_bbox_dn: 0.169020 loss_giou_dn: 0.465578 loss_class_aux_dn: 1.932760 loss_bbox_aux_dn: 1.009117 loss_giou_aux_dn: 2.635951 loss: 17.388119 eta: 2 days, 20:26:57 batch_cost: 0.5263 data_cost: 0.0016 ips: 7.6002 images/s [04/08 08:56:37] ppdet.engine INFO: Epoch: [19] [4500/7329] learning_rate: 0.000100 loss_class: 0.614475 loss_bbox: 0.137978 loss_giou: 0.429184 loss_class_aux: 3.887069 loss_bbox_aux: 0.901976 loss_giou_aux: 2.697892 loss_class_dn: 0.338010 loss_bbox_dn: 0.179803 loss_giou_dn: 0.423172 loss_class_aux_dn: 1.766760 loss_bbox_aux_dn: 1.009120 loss_giou_aux_dn: 2.285987 loss: 15.493519 eta: 2 days, 20:26:09 batch_cost: 0.5329 data_cost: 0.0016 ips: 7.5065 images/s [04/08 08:57:34] ppdet.engine INFO: Epoch: [19] [4600/7329] learning_rate: 0.000100 loss_class: 0.585984 loss_bbox: 0.133791 loss_giou: 0.387933 loss_class_aux: 3.770549 loss_bbox_aux: 0.867178 loss_giou_aux: 2.396962 loss_class_dn: 0.323516 loss_bbox_dn: 0.165222 loss_giou_dn: 0.380250 loss_class_aux_dn: 1.713494 loss_bbox_aux_dn: 0.972013 loss_giou_aux_dn: 2.068527 loss: 14.082082 eta: 2 days, 20:25:11 batch_cost: 0.5060 data_cost: 0.0016 ips: 7.9054 images/s [04/08 08:58:30] ppdet.engine INFO: Epoch: [19] [4700/7329] learning_rate: 0.000100 loss_class: 0.602700 loss_bbox: 0.144080 loss_giou: 0.421217 loss_class_aux: 3.954101 loss_bbox_aux: 0.958044 loss_giou_aux: 2.770836 loss_class_dn: 0.345119 loss_bbox_dn: 0.168326 loss_giou_dn: 0.437613 loss_class_aux_dn: 1.896407 loss_bbox_aux_dn: 0.965751 loss_giou_aux_dn: 2.408217 loss: 16.008675 eta: 2 days, 20:24:11 batch_cost: 0.4970 data_cost: 0.0013 ips: 8.0483 images/s [04/08 08:59:27] ppdet.engine INFO: Epoch: [19] [4800/7329] learning_rate: 0.000100 loss_class: 0.618516 loss_bbox: 0.133647 loss_giou: 0.415938 loss_class_aux: 3.996431 loss_bbox_aux: 0.928935 loss_giou_aux: 2.685887 loss_class_dn: 0.341869 loss_bbox_dn: 0.168898 loss_giou_dn: 0.419914 loss_class_aux_dn: 1.853991 loss_bbox_aux_dn: 0.947402 loss_giou_aux_dn: 2.267112 loss: 14.848684 eta: 2 days, 20:23:12 batch_cost: 0.5022 data_cost: 0.0014 ips: 7.9652 images/s [04/08 09:00:23] ppdet.engine INFO: Epoch: [19] [4900/7329] learning_rate: 0.000100 loss_class: 0.535308 loss_bbox: 0.141428 loss_giou: 0.378460 loss_class_aux: 3.527329 loss_bbox_aux: 0.929367 loss_giou_aux: 2.404885 loss_class_dn: 0.315526 loss_bbox_dn: 0.167621 loss_giou_dn: 0.360054 loss_class_aux_dn: 1.712015 loss_bbox_aux_dn: 0.981725 loss_giou_aux_dn: 1.967664 loss: 14.599519 eta: 2 days, 20:22:14 batch_cost: 0.5026 data_cost: 0.0013 ips: 7.9581 images/s [04/08 09:01:25] ppdet.engine INFO: Epoch: [19] [5000/7329] learning_rate: 0.000100 loss_class: 0.613121 loss_bbox: 0.179729 loss_giou: 0.510100 loss_class_aux: 3.988110 loss_bbox_aux: 1.126510 loss_giou_aux: 3.277886 loss_class_dn: 0.351170 loss_bbox_dn: 0.173090 loss_giou_dn: 0.475742 loss_class_aux_dn: 1.884640 loss_bbox_aux_dn: 1.004268 loss_giou_aux_dn: 2.675461 loss: 16.084721 eta: 2 days, 20:21:31 batch_cost: 0.5517 data_cost: 0.0016 ips: 7.2503 images/s [04/08 09:02:23] ppdet.engine INFO: Epoch: [19] [5100/7329] learning_rate: 0.000100 loss_class: 0.666725 loss_bbox: 0.153503 loss_giou: 0.423142 loss_class_aux: 4.146391 loss_bbox_aux: 0.979430 loss_giou_aux: 2.638466 loss_class_dn: 0.339446 loss_bbox_dn: 0.172353 loss_giou_dn: 0.407352 loss_class_aux_dn: 1.812243 loss_bbox_aux_dn: 1.003298 loss_giou_aux_dn: 2.237404 loss: 15.406693 eta: 2 days, 20:20:39 batch_cost: 0.5226 data_cost: 0.0014 ips: 7.6543 images/s [04/08 09:03:19] ppdet.engine INFO: Epoch: [19] [5200/7329] learning_rate: 0.000100 loss_class: 0.546701 loss_bbox: 0.144181 loss_giou: 0.329107 loss_class_aux: 3.618396 loss_bbox_aux: 0.902838 loss_giou_aux: 2.076711 loss_class_dn: 0.311922 loss_bbox_dn: 0.160282 loss_giou_dn: 0.326436 loss_class_aux_dn: 1.654077 loss_bbox_aux_dn: 0.950438 loss_giou_aux_dn: 1.849040 loss: 13.102398 eta: 2 days, 20:19:37 batch_cost: 0.4924 data_cost: 0.0014 ips: 8.1235 images/s [04/08 09:04:22] ppdet.engine INFO: Epoch: [19] [5300/7329] learning_rate: 0.000100 loss_class: 0.622772 loss_bbox: 0.148003 loss_giou: 0.427220 loss_class_aux: 3.978695 loss_bbox_aux: 0.957271 loss_giou_aux: 2.705934 loss_class_dn: 0.331021 loss_bbox_dn: 0.158291 loss_giou_dn: 0.407771 loss_class_aux_dn: 1.790392 loss_bbox_aux_dn: 0.910027 loss_giou_aux_dn: 2.278431 loss: 15.144218 eta: 2 days, 20:19:02 batch_cost: 0.5736 data_cost: 0.0013 ips: 6.9732 images/s [04/08 09:05:21] ppdet.engine INFO: Epoch: [19] [5400/7329] learning_rate: 0.000100 loss_class: 0.577719 loss_bbox: 0.145525 loss_giou: 0.478506 loss_class_aux: 3.699618 loss_bbox_aux: 1.018493 loss_giou_aux: 3.055407 loss_class_dn: 0.348274 loss_bbox_dn: 0.178538 loss_giou_dn: 0.486316 loss_class_aux_dn: 1.879115 loss_bbox_aux_dn: 1.033942 loss_giou_aux_dn: 2.588417 loss: 15.980659 eta: 2 days, 20:18:11 batch_cost: 0.5255 data_cost: 0.0014 ips: 7.6116 images/s [04/08 09:06:18] ppdet.engine INFO: Epoch: [19] [5500/7329] learning_rate: 0.000100 loss_class: 0.602439 loss_bbox: 0.132970 loss_giou: 0.362661 loss_class_aux: 3.783537 loss_bbox_aux: 0.917796 loss_giou_aux: 2.363139 loss_class_dn: 0.310978 loss_bbox_dn: 0.167955 loss_giou_dn: 0.390067 loss_class_aux_dn: 1.678736 loss_bbox_aux_dn: 1.006703 loss_giou_aux_dn: 2.143243 loss: 14.339462 eta: 2 days, 20:17:15 batch_cost: 0.5103 data_cost: 0.0013 ips: 7.8383 images/s [04/08 09:07:13] ppdet.engine INFO: Epoch: [19] [5600/7329] learning_rate: 0.000100 loss_class: 0.618713 loss_bbox: 0.152794 loss_giou: 0.374787 loss_class_aux: 3.856303 loss_bbox_aux: 1.045745 loss_giou_aux: 2.438210 loss_class_dn: 0.313732 loss_bbox_dn: 0.186092 loss_giou_dn: 0.369895 loss_class_aux_dn: 1.658141 loss_bbox_aux_dn: 1.086419 loss_giou_aux_dn: 2.092069 loss: 14.669405 eta: 2 days, 20:16:12 batch_cost: 0.4887 data_cost: 0.0013 ips: 8.1856 images/s [04/08 09:08:08] ppdet.engine INFO: Epoch: [19] [5700/7329] learning_rate: 0.000100 loss_class: 0.630414 loss_bbox: 0.161139 loss_giou: 0.435884 loss_class_aux: 4.152864 loss_bbox_aux: 1.081108 loss_giou_aux: 2.801102 loss_class_dn: 0.348301 loss_bbox_dn: 0.198018 loss_giou_dn: 0.428447 loss_class_aux_dn: 1.875067 loss_bbox_aux_dn: 1.104133 loss_giou_aux_dn: 2.358038 loss: 15.546210 eta: 2 days, 20:15:08 batch_cost: 0.4858 data_cost: 0.0014 ips: 8.2339 images/s [04/08 09:09:05] ppdet.engine INFO: Epoch: [19] [5800/7329] learning_rate: 0.000100 loss_class: 0.630688 loss_bbox: 0.154342 loss_giou: 0.398230 loss_class_aux: 3.865281 loss_bbox_aux: 0.978819 loss_giou_aux: 2.645638 loss_class_dn: 0.351550 loss_bbox_dn: 0.178098 loss_giou_dn: 0.437925 loss_class_aux_dn: 1.888487 loss_bbox_aux_dn: 1.064945 loss_giou_aux_dn: 2.374494 loss: 15.919953 eta: 2 days, 20:14:11 batch_cost: 0.5071 data_cost: 0.0013 ips: 7.8884 images/s [04/08 09:10:04] ppdet.engine INFO: Epoch: [19] [5900/7329] learning_rate: 0.000100 loss_class: 0.562867 loss_bbox: 0.141616 loss_giou: 0.374479 loss_class_aux: 3.735724 loss_bbox_aux: 0.928131 loss_giou_aux: 2.361977 loss_class_dn: 0.313745 loss_bbox_dn: 0.157135 loss_giou_dn: 0.382133 loss_class_aux_dn: 1.716430 loss_bbox_aux_dn: 0.937804 loss_giou_aux_dn: 2.082811 loss: 14.231487 eta: 2 days, 20:13:19 batch_cost: 0.5252 data_cost: 0.0014 ips: 7.6154 images/s [04/08 09:11:06] ppdet.engine INFO: Epoch: [19] [6000/7329] learning_rate: 0.000100 loss_class: 0.603859 loss_bbox: 0.149395 loss_giou: 0.409230 loss_class_aux: 4.019011 loss_bbox_aux: 1.002832 loss_giou_aux: 2.693478 loss_class_dn: 0.344200 loss_bbox_dn: 0.184842 loss_giou_dn: 0.430086 loss_class_aux_dn: 1.825375 loss_bbox_aux_dn: 1.083032 loss_giou_aux_dn: 2.286676 loss: 14.697631 eta: 2 days, 20:12:36 batch_cost: 0.5479 data_cost: 0.0017 ips: 7.3012 images/s [04/08 09:12:03] ppdet.engine INFO: Epoch: [19] [6100/7329] learning_rate: 0.000100 loss_class: 0.583700 loss_bbox: 0.150732 loss_giou: 0.381936 loss_class_aux: 3.876449 loss_bbox_aux: 0.990609 loss_giou_aux: 2.405867 loss_class_dn: 0.335399 loss_bbox_dn: 0.163896 loss_giou_dn: 0.374846 loss_class_aux_dn: 1.792626 loss_bbox_aux_dn: 0.985477 loss_giou_aux_dn: 2.083441 loss: 14.305964 eta: 2 days, 20:11:37 batch_cost: 0.5014 data_cost: 0.0014 ips: 7.9782 images/s [04/08 09:13:05] ppdet.engine INFO: Epoch: [19] [6200/7329] learning_rate: 0.000100 loss_class: 0.639253 loss_bbox: 0.167003 loss_giou: 0.419097 loss_class_aux: 4.162732 loss_bbox_aux: 1.122713 loss_giou_aux: 2.644860 loss_class_dn: 0.342143 loss_bbox_dn: 0.174694 loss_giou_dn: 0.450175 loss_class_aux_dn: 1.856298 loss_bbox_aux_dn: 1.041651 loss_giou_aux_dn: 2.375626 loss: 16.114609 eta: 2 days, 20:10:56 batch_cost: 0.5573 data_cost: 0.0017 ips: 7.1770 images/s [04/08 09:14:03] ppdet.engine INFO: Epoch: [19] [6300/7329] learning_rate: 0.000100 loss_class: 0.604970 loss_bbox: 0.157320 loss_giou: 0.425864 loss_class_aux: 3.828273 loss_bbox_aux: 1.035735 loss_giou_aux: 2.748800 loss_class_dn: 0.382586 loss_bbox_dn: 0.177568 loss_giou_dn: 0.483243 loss_class_aux_dn: 2.056153 loss_bbox_aux_dn: 1.030044 loss_giou_aux_dn: 2.664352 loss: 17.079182 eta: 2 days, 20:09:58 batch_cost: 0.5050 data_cost: 0.0014 ips: 7.9203 images/s [04/08 09:15:12] ppdet.engine INFO: Epoch: [19] [6400/7329] learning_rate: 0.000100 loss_class: 0.638253 loss_bbox: 0.144704 loss_giou: 0.522825 loss_class_aux: 4.123085 loss_bbox_aux: 0.997952 loss_giou_aux: 3.187241 loss_class_dn: 0.380328 loss_bbox_dn: 0.183659 loss_giou_dn: 0.500810 loss_class_aux_dn: 2.035605 loss_bbox_aux_dn: 1.095492 loss_giou_aux_dn: 2.778977 loss: 17.345455 eta: 2 days, 20:09:37 batch_cost: 0.6184 data_cost: 0.0017 ips: 6.4686 images/s [04/08 09:16:06] ppdet.engine INFO: Epoch: [19] [6500/7329] learning_rate: 0.000100 loss_class: 0.581941 loss_bbox: 0.153895 loss_giou: 0.414674 loss_class_aux: 3.714100 loss_bbox_aux: 0.992732 loss_giou_aux: 2.773768 loss_class_dn: 0.337724 loss_bbox_dn: 0.182834 loss_giou_dn: 0.420398 loss_class_aux_dn: 1.797225 loss_bbox_aux_dn: 1.057120 loss_giou_aux_dn: 2.302619 loss: 14.750176 eta: 2 days, 20:08:34 batch_cost: 0.4871 data_cost: 0.0013 ips: 8.2119 images/s [04/08 09:17:07] ppdet.engine INFO: Epoch: [19] [6600/7329] learning_rate: 0.000100 loss_class: 0.675354 loss_bbox: 0.159605 loss_giou: 0.451077 loss_class_aux: 4.237209 loss_bbox_aux: 1.035919 loss_giou_aux: 2.941659 loss_class_dn: 0.387607 loss_bbox_dn: 0.170631 loss_giou_dn: 0.483575 loss_class_aux_dn: 2.069116 loss_bbox_aux_dn: 0.967158 loss_giou_aux_dn: 2.683383 loss: 17.182501 eta: 2 days, 20:07:45 batch_cost: 0.5329 data_cost: 0.0016 ips: 7.5063 images/s [04/08 09:18:03] ppdet.engine INFO: Epoch: [19] [6700/7329] learning_rate: 0.000100 loss_class: 0.543302 loss_bbox: 0.148496 loss_giou: 0.325953 loss_class_aux: 3.633065 loss_bbox_aux: 0.976473 loss_giou_aux: 2.077965 loss_class_dn: 0.310997 loss_bbox_dn: 0.171670 loss_giou_dn: 0.338770 loss_class_aux_dn: 1.666580 loss_bbox_aux_dn: 0.999632 loss_giou_aux_dn: 1.938152 loss: 14.113104 eta: 2 days, 20:06:44 batch_cost: 0.4938 data_cost: 0.0013 ips: 8.1006 images/s [04/08 09:19:03] ppdet.engine INFO: Epoch: [19] [6800/7329] learning_rate: 0.000100 loss_class: 0.579314 loss_bbox: 0.162363 loss_giou: 0.491056 loss_class_aux: 3.763273 loss_bbox_aux: 1.126136 loss_giou_aux: 3.018173 loss_class_dn: 0.351305 loss_bbox_dn: 0.187477 loss_giou_dn: 0.449179 loss_class_aux_dn: 1.877242 loss_bbox_aux_dn: 1.098881 loss_giou_aux_dn: 2.451840 loss: 15.686152 eta: 2 days, 20:05:56 batch_cost: 0.5362 data_cost: 0.0013 ips: 7.4594 images/s [04/08 09:20:01] ppdet.engine INFO: Epoch: [19] [6900/7329] learning_rate: 0.000100 loss_class: 0.552688 loss_bbox: 0.139664 loss_giou: 0.366116 loss_class_aux: 3.664540 loss_bbox_aux: 0.918378 loss_giou_aux: 2.231490 loss_class_dn: 0.315700 loss_bbox_dn: 0.162168 loss_giou_dn: 0.364140 loss_class_aux_dn: 1.709988 loss_bbox_aux_dn: 0.968807 loss_giou_aux_dn: 2.012954 loss: 13.901047 eta: 2 days, 20:05:04 batch_cost: 0.5221 data_cost: 0.0013 ips: 7.6611 images/s [04/08 09:20:58] ppdet.engine INFO: Epoch: [19] [7000/7329] learning_rate: 0.000100 loss_class: 0.689192 loss_bbox: 0.169998 loss_giou: 0.452930 loss_class_aux: 4.280987 loss_bbox_aux: 1.177313 loss_giou_aux: 2.881935 loss_class_dn: 0.390300 loss_bbox_dn: 0.173321 loss_giou_dn: 0.498890 loss_class_aux_dn: 2.105051 loss_bbox_aux_dn: 1.033623 loss_giou_aux_dn: 2.796933 loss: 18.094063 eta: 2 days, 20:04:08 batch_cost: 0.5106 data_cost: 0.0014 ips: 7.8341 images/s [04/08 09:21:55] ppdet.engine INFO: Epoch: [19] [7100/7329] learning_rate: 0.000100 loss_class: 0.645512 loss_bbox: 0.158604 loss_giou: 0.528676 loss_class_aux: 4.079210 loss_bbox_aux: 1.041340 loss_giou_aux: 3.354961 loss_class_dn: 0.368148 loss_bbox_dn: 0.168601 loss_giou_dn: 0.511164 loss_class_aux_dn: 1.948678 loss_bbox_aux_dn: 0.966836 loss_giou_aux_dn: 2.704528 loss: 16.160511 eta: 2 days, 20:03:10 batch_cost: 0.5042 data_cost: 0.0014 ips: 7.9328 images/s [04/08 09:22:55] ppdet.engine INFO: Epoch: [19] [7200/7329] learning_rate: 0.000100 loss_class: 0.630105 loss_bbox: 0.165649 loss_giou: 0.436670 loss_class_aux: 4.050274 loss_bbox_aux: 1.080221 loss_giou_aux: 2.791345 loss_class_dn: 0.350269 loss_bbox_dn: 0.182098 loss_giou_dn: 0.442424 loss_class_aux_dn: 1.853857 loss_bbox_aux_dn: 1.091558 loss_giou_aux_dn: 2.388145 loss: 16.074518 eta: 2 days, 20:02:23 batch_cost: 0.5387 data_cost: 0.0013 ips: 7.4251 images/s [04/08 09:23:55] ppdet.engine INFO: Epoch: [19] [7300/7329] learning_rate: 0.000100 loss_class: 0.667447 loss_bbox: 0.170072 loss_giou: 0.443591 loss_class_aux: 4.143795 loss_bbox_aux: 1.071678 loss_giou_aux: 2.922318 loss_class_dn: 0.368421 loss_bbox_dn: 0.177023 loss_giou_dn: 0.430968 loss_class_aux_dn: 1.975619 loss_bbox_aux_dn: 1.038190 loss_giou_aux_dn: 2.339306 loss: 16.490639 eta: 2 days, 20:01:33 batch_cost: 0.5275 data_cost: 0.0015 ips: 7.5825 images/s [04/08 09:24:15] ppdet.engine INFO: Eval iter: 0 [04/08 09:24:42] ppdet.engine INFO: Eval iter: 100 [04/08 09:25:09] ppdet.engine INFO: Eval iter: 200 [04/08 09:25:36] ppdet.engine INFO: Eval iter: 300 [04/08 09:26:02] ppdet.engine INFO: Eval iter: 400 [04/08 09:26:31] ppdet.engine INFO: Eval iter: 500 [04/08 09:26:58] ppdet.engine INFO: Eval iter: 600 [04/08 09:27:30] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.80s) creating index... index created! [04/08 09:27:32] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.18s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=113.98s). Accumulating evaluation results... DONE (t=27.11s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.504 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.687 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.543 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.309 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.549 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.687 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.379 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.635 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.704 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.525 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.749 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 [04/08 09:30:15] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.380553272493376 [04/08 09:30:15] ppdet.engine INFO: Best test bbox ap is 0.504. [04/08 09:30:18] ppdet.engine INFO: Epoch: [20] [ 0/7329] learning_rate: 0.000100 loss_class: 0.660239 loss_bbox: 0.174486 loss_giou: 0.448011 loss_class_aux: 4.112172 loss_bbox_aux: 1.099321 loss_giou_aux: 2.922318 loss_class_dn: 0.369080 loss_bbox_dn: 0.183230 loss_giou_dn: 0.430968 loss_class_aux_dn: 1.964499 loss_bbox_aux_dn: 1.044115 loss_giou_aux_dn: 2.429860 loss: 16.619699 eta: 2 days, 20:01:15 batch_cost: 0.5143 data_cost: 0.0016 ips: 7.7778 images/s [04/08 09:31:22] ppdet.engine INFO: Epoch: [20] [ 100/7329] learning_rate: 0.000100 loss_class: 0.599418 loss_bbox: 0.152653 loss_giou: 0.367681 loss_class_aux: 3.797411 loss_bbox_aux: 1.017345 loss_giou_aux: 2.351220 loss_class_dn: 0.338601 loss_bbox_dn: 0.175882 loss_giou_dn: 0.374872 loss_class_aux_dn: 1.850106 loss_bbox_aux_dn: 1.065915 loss_giou_aux_dn: 2.061368 loss: 14.634520 eta: 2 days, 20:00:36 batch_cost: 0.5639 data_cost: 0.0017 ips: 7.0938 images/s [04/08 09:32:23] ppdet.engine INFO: Epoch: [20] [ 200/7329] learning_rate: 0.000100 loss_class: 0.633040 loss_bbox: 0.162189 loss_giou: 0.450374 loss_class_aux: 3.966366 loss_bbox_aux: 1.006168 loss_giou_aux: 2.873538 loss_class_dn: 0.361592 loss_bbox_dn: 0.179674 loss_giou_dn: 0.434935 loss_class_aux_dn: 1.943227 loss_bbox_aux_dn: 1.032289 loss_giou_aux_dn: 2.389246 loss: 15.475651 eta: 2 days, 19:59:52 batch_cost: 0.5454 data_cost: 0.0014 ips: 7.3344 images/s [04/08 09:33:19] ppdet.engine INFO: Epoch: [20] [ 300/7329] learning_rate: 0.000100 loss_class: 0.625347 loss_bbox: 0.156962 loss_giou: 0.458462 loss_class_aux: 3.959054 loss_bbox_aux: 1.030642 loss_giou_aux: 2.986484 loss_class_dn: 0.351737 loss_bbox_dn: 0.200269 loss_giou_dn: 0.471802 loss_class_aux_dn: 1.914542 loss_bbox_aux_dn: 1.148911 loss_giou_aux_dn: 2.608759 loss: 15.834574 eta: 2 days, 19:58:54 batch_cost: 0.5054 data_cost: 0.0014 ips: 7.9144 images/s [04/08 09:34:17] ppdet.engine INFO: Epoch: [20] [ 400/7329] learning_rate: 0.000100 loss_class: 0.610344 loss_bbox: 0.157088 loss_giou: 0.465115 loss_class_aux: 4.013244 loss_bbox_aux: 1.002735 loss_giou_aux: 2.923316 loss_class_dn: 0.362471 loss_bbox_dn: 0.155591 loss_giou_dn: 0.444375 loss_class_aux_dn: 1.928858 loss_bbox_aux_dn: 0.959230 loss_giou_aux_dn: 2.456301 loss: 15.943976 eta: 2 days, 19:57:58 batch_cost: 0.5089 data_cost: 0.0015 ips: 7.8607 images/s [04/08 09:35:17] ppdet.engine INFO: Epoch: [20] [ 500/7329] learning_rate: 0.000100 loss_class: 0.606937 loss_bbox: 0.157349 loss_giou: 0.398017 loss_class_aux: 3.859281 loss_bbox_aux: 1.026396 loss_giou_aux: 2.438235 loss_class_dn: 0.317783 loss_bbox_dn: 0.182472 loss_giou_dn: 0.397550 loss_class_aux_dn: 1.712153 loss_bbox_aux_dn: 1.024859 loss_giou_aux_dn: 2.194888 loss: 14.584716 eta: 2 days, 19:57:13 batch_cost: 0.5443 data_cost: 0.0015 ips: 7.3486 images/s [04/08 09:36:13] ppdet.engine INFO: Epoch: [20] [ 600/7329] learning_rate: 0.000100 loss_class: 0.611119 loss_bbox: 0.147664 loss_giou: 0.514641 loss_class_aux: 3.838724 loss_bbox_aux: 0.956791 loss_giou_aux: 3.192564 loss_class_dn: 0.398040 loss_bbox_dn: 0.154673 loss_giou_dn: 0.492895 loss_class_aux_dn: 2.063482 loss_bbox_aux_dn: 0.923690 loss_giou_aux_dn: 2.699460 loss: 17.034283 eta: 2 days, 19:56:12 batch_cost: 0.4953 data_cost: 0.0014 ips: 8.0753 images/s [04/08 09:37:16] ppdet.engine INFO: Epoch: [20] [ 700/7329] learning_rate: 0.000100 loss_class: 0.580640 loss_bbox: 0.150079 loss_giou: 0.390859 loss_class_aux: 3.783299 loss_bbox_aux: 0.994394 loss_giou_aux: 2.417704 loss_class_dn: 0.336905 loss_bbox_dn: 0.163260 loss_giou_dn: 0.386574 loss_class_aux_dn: 1.771347 loss_bbox_aux_dn: 0.970725 loss_giou_aux_dn: 2.137078 loss: 14.095799 eta: 2 days, 19:55:28 batch_cost: 0.5497 data_cost: 0.0018 ips: 7.2771 images/s [04/08 09:38:16] ppdet.engine INFO: Epoch: [20] [ 800/7329] learning_rate: 0.000100 loss_class: 0.603576 loss_bbox: 0.158439 loss_giou: 0.481573 loss_class_aux: 3.919447 loss_bbox_aux: 1.039511 loss_giou_aux: 3.065280 loss_class_dn: 0.344853 loss_bbox_dn: 0.175631 loss_giou_dn: 0.445029 loss_class_aux_dn: 1.884991 loss_bbox_aux_dn: 1.063698 loss_giou_aux_dn: 2.442108 loss: 16.545002 eta: 2 days, 19:54:41 batch_cost: 0.5385 data_cost: 0.0013 ips: 7.4275 images/s [04/08 09:39:13] ppdet.engine INFO: Epoch: [20] [ 900/7329] learning_rate: 0.000100 loss_class: 0.630492 loss_bbox: 0.158324 loss_giou: 0.405067 loss_class_aux: 4.010450 loss_bbox_aux: 1.066246 loss_giou_aux: 2.602392 loss_class_dn: 0.360557 loss_bbox_dn: 0.195814 loss_giou_dn: 0.425283 loss_class_aux_dn: 1.944096 loss_bbox_aux_dn: 1.108148 loss_giou_aux_dn: 2.298743 loss: 16.128113 eta: 2 days, 19:53:45 batch_cost: 0.5104 data_cost: 0.0014 ips: 7.8374 images/s [04/08 09:40:13] ppdet.engine INFO: Epoch: [20] [1000/7329] learning_rate: 0.000100 loss_class: 0.644506 loss_bbox: 0.138355 loss_giou: 0.394403 loss_class_aux: 4.021951 loss_bbox_aux: 0.909764 loss_giou_aux: 2.527981 loss_class_dn: 0.343179 loss_bbox_dn: 0.167159 loss_giou_dn: 0.425256 loss_class_aux_dn: 1.762647 loss_bbox_aux_dn: 1.012076 loss_giou_aux_dn: 2.404421 loss: 15.773314 eta: 2 days, 19:52:57 batch_cost: 0.5346 data_cost: 0.0014 ips: 7.4820 images/s [04/08 09:41:09] ppdet.engine INFO: Epoch: [20] [1100/7329] learning_rate: 0.000100 loss_class: 0.669157 loss_bbox: 0.163579 loss_giou: 0.445717 loss_class_aux: 4.203682 loss_bbox_aux: 1.032322 loss_giou_aux: 2.844649 loss_class_dn: 0.362493 loss_bbox_dn: 0.180110 loss_giou_dn: 0.421961 loss_class_aux_dn: 1.964473 loss_bbox_aux_dn: 1.046964 loss_giou_aux_dn: 2.294250 loss: 15.684226 eta: 2 days, 19:51:57 batch_cost: 0.4976 data_cost: 0.0014 ips: 8.0394 images/s [04/08 09:42:08] ppdet.engine INFO: Epoch: [20] [1200/7329] learning_rate: 0.000100 loss_class: 0.621304 loss_bbox: 0.150041 loss_giou: 0.438501 loss_class_aux: 4.138833 loss_bbox_aux: 0.950342 loss_giou_aux: 2.715577 loss_class_dn: 0.356627 loss_bbox_dn: 0.186011 loss_giou_dn: 0.419418 loss_class_aux_dn: 1.948155 loss_bbox_aux_dn: 1.110704 loss_giou_aux_dn: 2.275910 loss: 15.071827 eta: 2 days, 19:51:08 batch_cost: 0.5307 data_cost: 0.0013 ips: 7.5366 images/s [04/08 09:43:05] ppdet.engine INFO: Epoch: [20] [1300/7329] learning_rate: 0.000100 loss_class: 0.585735 loss_bbox: 0.144294 loss_giou: 0.412926 loss_class_aux: 3.714494 loss_bbox_aux: 0.953785 loss_giou_aux: 2.648005 loss_class_dn: 0.344409 loss_bbox_dn: 0.181387 loss_giou_dn: 0.415208 loss_class_aux_dn: 1.828445 loss_bbox_aux_dn: 1.040690 loss_giou_aux_dn: 2.334326 loss: 15.388084 eta: 2 days, 19:50:09 batch_cost: 0.5005 data_cost: 0.0018 ips: 7.9924 images/s [04/08 09:44:05] ppdet.engine INFO: Epoch: [20] [1400/7329] learning_rate: 0.000100 loss_class: 0.606348 loss_bbox: 0.141962 loss_giou: 0.374987 loss_class_aux: 3.935692 loss_bbox_aux: 0.936660 loss_giou_aux: 2.408297 loss_class_dn: 0.331960 loss_bbox_dn: 0.176829 loss_giou_dn: 0.385434 loss_class_aux_dn: 1.794778 loss_bbox_aux_dn: 1.047619 loss_giou_aux_dn: 2.107716 loss: 14.785055 eta: 2 days, 19:49:22 batch_cost: 0.5404 data_cost: 0.0013 ips: 7.4016 images/s [04/08 09:44:59] ppdet.engine INFO: Epoch: [20] [1500/7329] learning_rate: 0.000100 loss_class: 0.590557 loss_bbox: 0.150376 loss_giou: 0.410930 loss_class_aux: 3.902804 loss_bbox_aux: 0.960047 loss_giou_aux: 2.707347 loss_class_dn: 0.388280 loss_bbox_dn: 0.167658 loss_giou_dn: 0.413368 loss_class_aux_dn: 2.112946 loss_bbox_aux_dn: 0.999078 loss_giou_aux_dn: 2.412914 loss: 16.223881 eta: 2 days, 19:48:15 batch_cost: 0.4757 data_cost: 0.0013 ips: 8.4085 images/s [04/08 09:45:59] ppdet.engine INFO: Epoch: [20] [1600/7329] learning_rate: 0.000100 loss_class: 0.609923 loss_bbox: 0.154122 loss_giou: 0.385022 loss_class_aux: 3.803699 loss_bbox_aux: 0.988235 loss_giou_aux: 2.381098 loss_class_dn: 0.314434 loss_bbox_dn: 0.177095 loss_giou_dn: 0.372307 loss_class_aux_dn: 1.715773 loss_bbox_aux_dn: 1.066203 loss_giou_aux_dn: 2.050819 loss: 14.711922 eta: 2 days, 19:47:29 batch_cost: 0.5412 data_cost: 0.0012 ips: 7.3910 images/s [04/08 09:46:53] ppdet.engine INFO: Epoch: [20] [1700/7329] learning_rate: 0.000100 loss_class: 0.607432 loss_bbox: 0.161367 loss_giou: 0.387672 loss_class_aux: 3.953149 loss_bbox_aux: 1.032628 loss_giou_aux: 2.436298 loss_class_dn: 0.335524 loss_bbox_dn: 0.203110 loss_giou_dn: 0.380339 loss_class_aux_dn: 1.794495 loss_bbox_aux_dn: 1.165504 loss_giou_aux_dn: 2.092155 loss: 15.282887 eta: 2 days, 19:46:25 batch_cost: 0.4837 data_cost: 0.0014 ips: 8.2702 images/s [04/08 09:47:50] ppdet.engine INFO: Epoch: [20] [1800/7329] learning_rate: 0.000100 loss_class: 0.575054 loss_bbox: 0.142792 loss_giou: 0.339137 loss_class_aux: 3.597341 loss_bbox_aux: 0.928417 loss_giou_aux: 2.149215 loss_class_dn: 0.297905 loss_bbox_dn: 0.177601 loss_giou_dn: 0.347926 loss_class_aux_dn: 1.613624 loss_bbox_aux_dn: 1.025481 loss_giou_aux_dn: 1.899056 loss: 12.587885 eta: 2 days, 19:45:27 batch_cost: 0.5047 data_cost: 0.0013 ips: 7.9255 images/s [04/08 09:48:50] ppdet.engine INFO: Epoch: [20] [1900/7329] learning_rate: 0.000100 loss_class: 0.649515 loss_bbox: 0.151104 loss_giou: 0.428029 loss_class_aux: 3.966500 loss_bbox_aux: 1.080174 loss_giou_aux: 2.590062 loss_class_dn: 0.345063 loss_bbox_dn: 0.193095 loss_giou_dn: 0.402004 loss_class_aux_dn: 1.898943 loss_bbox_aux_dn: 1.075975 loss_giou_aux_dn: 2.158987 loss: 15.439798 eta: 2 days, 19:44:42 batch_cost: 0.5440 data_cost: 0.0013 ips: 7.3533 images/s [04/08 09:49:55] ppdet.engine INFO: Epoch: [20] [2000/7329] learning_rate: 0.000100 loss_class: 0.657542 loss_bbox: 0.169475 loss_giou: 0.481968 loss_class_aux: 4.216815 loss_bbox_aux: 1.139258 loss_giou_aux: 3.048413 loss_class_dn: 0.392484 loss_bbox_dn: 0.204032 loss_giou_dn: 0.508609 loss_class_aux_dn: 2.111237 loss_bbox_aux_dn: 1.118484 loss_giou_aux_dn: 2.755497 loss: 17.731907 eta: 2 days, 19:44:07 batch_cost: 0.5767 data_cost: 0.0015 ips: 6.9357 images/s [04/08 09:51:00] ppdet.engine INFO: Epoch: [20] [2100/7329] learning_rate: 0.000100 loss_class: 0.637983 loss_bbox: 0.162218 loss_giou: 0.406960 loss_class_aux: 4.145674 loss_bbox_aux: 1.059142 loss_giou_aux: 2.546874 loss_class_dn: 0.357823 loss_bbox_dn: 0.195813 loss_giou_dn: 0.400732 loss_class_aux_dn: 1.904520 loss_bbox_aux_dn: 1.135232 loss_giou_aux_dn: 2.208801 loss: 16.103397 eta: 2 days, 19:43:37 batch_cost: 0.5919 data_cost: 0.0013 ips: 6.7581 images/s [04/08 09:52:01] ppdet.engine INFO: Epoch: [20] [2200/7329] learning_rate: 0.000100 loss_class: 0.581659 loss_bbox: 0.134675 loss_giou: 0.370100 loss_class_aux: 3.689628 loss_bbox_aux: 0.878710 loss_giou_aux: 2.455968 loss_class_dn: 0.329336 loss_bbox_dn: 0.158026 loss_giou_dn: 0.372344 loss_class_aux_dn: 1.737314 loss_bbox_aux_dn: 0.919557 loss_giou_aux_dn: 2.026714 loss: 13.807528 eta: 2 days, 19:42:51 batch_cost: 0.5442 data_cost: 0.0015 ips: 7.3499 images/s [04/08 09:53:09] ppdet.engine INFO: Epoch: [20] [2300/7329] learning_rate: 0.000100 loss_class: 0.539671 loss_bbox: 0.142708 loss_giou: 0.396887 loss_class_aux: 3.441566 loss_bbox_aux: 0.932389 loss_giou_aux: 2.492160 loss_class_dn: 0.320026 loss_bbox_dn: 0.162441 loss_giou_dn: 0.389430 loss_class_aux_dn: 1.692677 loss_bbox_aux_dn: 0.959504 loss_giou_aux_dn: 2.167352 loss: 14.825096 eta: 2 days, 19:42:22 batch_cost: 0.5956 data_cost: 0.0020 ips: 6.7160 images/s [04/08 09:54:14] ppdet.engine INFO: Epoch: [20] [2400/7329] learning_rate: 0.000100 loss_class: 0.668820 loss_bbox: 0.158572 loss_giou: 0.463516 loss_class_aux: 4.359196 loss_bbox_aux: 1.091794 loss_giou_aux: 2.820408 loss_class_dn: 0.374746 loss_bbox_dn: 0.192369 loss_giou_dn: 0.465431 loss_class_aux_dn: 2.014773 loss_bbox_aux_dn: 1.106459 loss_giou_aux_dn: 2.521408 loss: 16.735044 eta: 2 days, 19:41:48 batch_cost: 0.5802 data_cost: 0.0014 ips: 6.8938 images/s [04/08 09:55:14] ppdet.engine INFO: Epoch: [20] [2500/7329] learning_rate: 0.000100 loss_class: 0.629102 loss_bbox: 0.137025 loss_giou: 0.432310 loss_class_aux: 3.850029 loss_bbox_aux: 0.896845 loss_giou_aux: 2.710600 loss_class_dn: 0.353909 loss_bbox_dn: 0.159747 loss_giou_dn: 0.426381 loss_class_aux_dn: 1.872573 loss_bbox_aux_dn: 0.966961 loss_giou_aux_dn: 2.313812 loss: 15.303635 eta: 2 days, 19:40:59 batch_cost: 0.5320 data_cost: 0.0015 ips: 7.5183 images/s [04/08 09:56:15] ppdet.engine INFO: Epoch: [20] [2600/7329] learning_rate: 0.000100 loss_class: 0.619917 loss_bbox: 0.168963 loss_giou: 0.448435 loss_class_aux: 3.790321 loss_bbox_aux: 1.111455 loss_giou_aux: 2.800444 loss_class_dn: 0.376674 loss_bbox_dn: 0.177649 loss_giou_dn: 0.466391 loss_class_aux_dn: 1.981739 loss_bbox_aux_dn: 1.031604 loss_giou_aux_dn: 2.544906 loss: 16.596973 eta: 2 days, 19:40:16 batch_cost: 0.5531 data_cost: 0.0014 ips: 7.2318 images/s [04/08 09:57:18] ppdet.engine INFO: Epoch: [20] [2700/7329] learning_rate: 0.000100 loss_class: 0.621091 loss_bbox: 0.154498 loss_giou: 0.415622 loss_class_aux: 3.927322 loss_bbox_aux: 0.978111 loss_giou_aux: 2.602508 loss_class_dn: 0.343989 loss_bbox_dn: 0.167034 loss_giou_dn: 0.424698 loss_class_aux_dn: 1.836346 loss_bbox_aux_dn: 1.014436 loss_giou_aux_dn: 2.315524 loss: 15.441108 eta: 2 days, 19:39:35 batch_cost: 0.5579 data_cost: 0.0016 ips: 7.1695 images/s [04/08 09:58:25] ppdet.engine INFO: Epoch: [20] [2800/7329] learning_rate: 0.000100 loss_class: 0.565982 loss_bbox: 0.146156 loss_giou: 0.426538 loss_class_aux: 3.747944 loss_bbox_aux: 0.950311 loss_giou_aux: 2.678554 loss_class_dn: 0.314759 loss_bbox_dn: 0.159710 loss_giou_dn: 0.378154 loss_class_aux_dn: 1.684770 loss_bbox_aux_dn: 0.957520 loss_giou_aux_dn: 2.091441 loss: 13.767082 eta: 2 days, 19:39:05 batch_cost: 0.5925 data_cost: 0.0016 ips: 6.7506 images/s [04/08 09:59:26] ppdet.engine INFO: Epoch: [20] [2900/7329] learning_rate: 0.000100 loss_class: 0.581932 loss_bbox: 0.131603 loss_giou: 0.393383 loss_class_aux: 3.769315 loss_bbox_aux: 0.887295 loss_giou_aux: 2.429893 loss_class_dn: 0.326517 loss_bbox_dn: 0.161079 loss_giou_dn: 0.388347 loss_class_aux_dn: 1.764182 loss_bbox_aux_dn: 0.999421 loss_giou_aux_dn: 2.105000 loss: 14.444803 eta: 2 days, 19:38:20 batch_cost: 0.5457 data_cost: 0.0014 ips: 7.3296 images/s [04/08 10:00:28] ppdet.engine INFO: Epoch: [20] [3000/7329] learning_rate: 0.000100 loss_class: 0.644406 loss_bbox: 0.125125 loss_giou: 0.337374 loss_class_aux: 4.015414 loss_bbox_aux: 0.839525 loss_giou_aux: 2.122055 loss_class_dn: 0.330101 loss_bbox_dn: 0.150757 loss_giou_dn: 0.373870 loss_class_aux_dn: 1.774053 loss_bbox_aux_dn: 0.913628 loss_giou_aux_dn: 2.121221 loss: 14.720944 eta: 2 days, 19:37:34 batch_cost: 0.5411 data_cost: 0.0016 ips: 7.3920 images/s [04/08 10:01:28] ppdet.engine INFO: Epoch: [20] [3100/7329] learning_rate: 0.000100 loss_class: 0.661167 loss_bbox: 0.161218 loss_giou: 0.442340 loss_class_aux: 4.236447 loss_bbox_aux: 1.079399 loss_giou_aux: 2.820287 loss_class_dn: 0.346972 loss_bbox_dn: 0.197880 loss_giou_dn: 0.441118 loss_class_aux_dn: 1.900091 loss_bbox_aux_dn: 1.140517 loss_giou_aux_dn: 2.458162 loss: 15.762375 eta: 2 days, 19:36:46 batch_cost: 0.5359 data_cost: 0.0017 ips: 7.4641 images/s [04/08 10:02:25] ppdet.engine INFO: Epoch: [20] [3200/7329] learning_rate: 0.000100 loss_class: 0.663680 loss_bbox: 0.162119 loss_giou: 0.476748 loss_class_aux: 4.245473 loss_bbox_aux: 1.054437 loss_giou_aux: 3.135914 loss_class_dn: 0.383236 loss_bbox_dn: 0.183921 loss_giou_dn: 0.502976 loss_class_aux_dn: 1.995313 loss_bbox_aux_dn: 1.052094 loss_giou_aux_dn: 2.777197 loss: 17.425625 eta: 2 days, 19:35:51 batch_cost: 0.5134 data_cost: 0.0016 ips: 7.7916 images/s [04/08 10:03:28] ppdet.engine INFO: Epoch: [20] [3300/7329] learning_rate: 0.000100 loss_class: 0.654232 loss_bbox: 0.154448 loss_giou: 0.505736 loss_class_aux: 4.186327 loss_bbox_aux: 1.014190 loss_giou_aux: 3.205683 loss_class_dn: 0.378209 loss_bbox_dn: 0.168202 loss_giou_dn: 0.476222 loss_class_aux_dn: 2.032143 loss_bbox_aux_dn: 0.999970 loss_giou_aux_dn: 2.591692 loss: 16.921103 eta: 2 days, 19:35:07 batch_cost: 0.5489 data_cost: 0.0021 ips: 7.2873 images/s [04/08 10:04:28] ppdet.engine INFO: Epoch: [20] [3400/7329] learning_rate: 0.000100 loss_class: 0.607557 loss_bbox: 0.152153 loss_giou: 0.381555 loss_class_aux: 3.762383 loss_bbox_aux: 1.065505 loss_giou_aux: 2.405051 loss_class_dn: 0.321077 loss_bbox_dn: 0.171171 loss_giou_dn: 0.398345 loss_class_aux_dn: 1.740425 loss_bbox_aux_dn: 0.982119 loss_giou_aux_dn: 2.155392 loss: 14.885307 eta: 2 days, 19:34:14 batch_cost: 0.5210 data_cost: 0.0019 ips: 7.6773 images/s [04/08 10:05:27] ppdet.engine INFO: Epoch: [20] [3500/7329] learning_rate: 0.000100 loss_class: 0.589394 loss_bbox: 0.141794 loss_giou: 0.407634 loss_class_aux: 3.704072 loss_bbox_aux: 0.914187 loss_giou_aux: 2.614845 loss_class_dn: 0.355855 loss_bbox_dn: 0.178052 loss_giou_dn: 0.433119 loss_class_aux_dn: 1.924590 loss_bbox_aux_dn: 1.006214 loss_giou_aux_dn: 2.366139 loss: 14.979507 eta: 2 days, 19:33:25 batch_cost: 0.5321 data_cost: 0.0015 ips: 7.5167 images/s [04/08 10:06:24] ppdet.engine INFO: Epoch: [20] [3600/7329] learning_rate: 0.000100 loss_class: 0.667356 loss_bbox: 0.159935 loss_giou: 0.454750 loss_class_aux: 4.428864 loss_bbox_aux: 1.111879 loss_giou_aux: 2.944422 loss_class_dn: 0.384735 loss_bbox_dn: 0.178519 loss_giou_dn: 0.507526 loss_class_aux_dn: 2.053138 loss_bbox_aux_dn: 1.080878 loss_giou_aux_dn: 2.816715 loss: 16.559765 eta: 2 days, 19:32:27 batch_cost: 0.5052 data_cost: 0.0015 ips: 7.9174 images/s [04/08 10:07:23] ppdet.engine INFO: Epoch: [20] [3700/7329] learning_rate: 0.000100 loss_class: 0.550981 loss_bbox: 0.144236 loss_giou: 0.393276 loss_class_aux: 3.500112 loss_bbox_aux: 0.976133 loss_giou_aux: 2.540831 loss_class_dn: 0.331876 loss_bbox_dn: 0.190283 loss_giou_dn: 0.399488 loss_class_aux_dn: 1.776083 loss_bbox_aux_dn: 1.067795 loss_giou_aux_dn: 2.158726 loss: 14.567127 eta: 2 days, 19:31:34 batch_cost: 0.5186 data_cost: 0.0014 ips: 7.7124 images/s [04/08 10:08:24] ppdet.engine INFO: Epoch: [20] [3800/7329] learning_rate: 0.000100 loss_class: 0.589204 loss_bbox: 0.146950 loss_giou: 0.456889 loss_class_aux: 3.680704 loss_bbox_aux: 1.027868 loss_giou_aux: 2.885005 loss_class_dn: 0.362586 loss_bbox_dn: 0.164474 loss_giou_dn: 0.443070 loss_class_aux_dn: 1.916810 loss_bbox_aux_dn: 0.981450 loss_giou_aux_dn: 2.376919 loss: 15.254152 eta: 2 days, 19:30:46 batch_cost: 0.5381 data_cost: 0.0014 ips: 7.4334 images/s [04/08 10:09:20] ppdet.engine INFO: Epoch: [20] [3900/7329] learning_rate: 0.000100 loss_class: 0.597317 loss_bbox: 0.156625 loss_giou: 0.449185 loss_class_aux: 3.905790 loss_bbox_aux: 0.992863 loss_giou_aux: 2.924546 loss_class_dn: 0.350850 loss_bbox_dn: 0.147811 loss_giou_dn: 0.436767 loss_class_aux_dn: 1.905774 loss_bbox_aux_dn: 0.881433 loss_giou_aux_dn: 2.416642 loss: 15.439280 eta: 2 days, 19:29:46 batch_cost: 0.4971 data_cost: 0.0014 ips: 8.0462 images/s [04/08 10:10:19] ppdet.engine INFO: Epoch: [20] [4000/7329] learning_rate: 0.000100 loss_class: 0.558029 loss_bbox: 0.125566 loss_giou: 0.421027 loss_class_aux: 3.462561 loss_bbox_aux: 0.822243 loss_giou_aux: 2.564159 loss_class_dn: 0.313718 loss_bbox_dn: 0.145147 loss_giou_dn: 0.390434 loss_class_aux_dn: 1.674480 loss_bbox_aux_dn: 0.832695 loss_giou_aux_dn: 2.152142 loss: 14.142622 eta: 2 days, 19:28:57 batch_cost: 0.5320 data_cost: 0.0013 ips: 7.5189 images/s [04/08 10:11:16] ppdet.engine INFO: Epoch: [20] [4100/7329] learning_rate: 0.000100 loss_class: 0.706023 loss_bbox: 0.174956 loss_giou: 0.531458 loss_class_aux: 4.464049 loss_bbox_aux: 1.103914 loss_giou_aux: 3.457605 loss_class_dn: 0.409221 loss_bbox_dn: 0.182891 loss_giou_dn: 0.509429 loss_class_aux_dn: 2.182750 loss_bbox_aux_dn: 1.107034 loss_giou_aux_dn: 2.732468 loss: 18.100719 eta: 2 days, 19:28:00 batch_cost: 0.5078 data_cost: 0.0014 ips: 7.8769 images/s [04/08 10:12:12] ppdet.engine INFO: Epoch: [20] [4200/7329] learning_rate: 0.000100 loss_class: 0.603892 loss_bbox: 0.152125 loss_giou: 0.506409 loss_class_aux: 3.952049 loss_bbox_aux: 1.031590 loss_giou_aux: 3.180049 loss_class_dn: 0.356346 loss_bbox_dn: 0.168445 loss_giou_dn: 0.441504 loss_class_aux_dn: 1.952631 loss_bbox_aux_dn: 0.961449 loss_giou_aux_dn: 2.327348 loss: 15.377574 eta: 2 days, 19:27:01 batch_cost: 0.4988 data_cost: 0.0013 ips: 8.0192 images/s [04/08 10:13:16] ppdet.engine INFO: Epoch: [20] [4300/7329] learning_rate: 0.000100 loss_class: 0.642843 loss_bbox: 0.140388 loss_giou: 0.411103 loss_class_aux: 4.048942 loss_bbox_aux: 0.970266 loss_giou_aux: 2.595520 loss_class_dn: 0.343165 loss_bbox_dn: 0.185641 loss_giou_dn: 0.412243 loss_class_aux_dn: 1.840076 loss_bbox_aux_dn: 1.045684 loss_giou_aux_dn: 2.273354 loss: 14.946024 eta: 2 days, 19:26:22 batch_cost: 0.5667 data_cost: 0.0015 ips: 7.0579 images/s [04/08 10:14:13] ppdet.engine INFO: Epoch: [20] [4400/7329] learning_rate: 0.000100 loss_class: 0.552423 loss_bbox: 0.142800 loss_giou: 0.358912 loss_class_aux: 3.409983 loss_bbox_aux: 0.967515 loss_giou_aux: 2.308839 loss_class_dn: 0.298719 loss_bbox_dn: 0.188300 loss_giou_dn: 0.358288 loss_class_aux_dn: 1.575677 loss_bbox_aux_dn: 1.068492 loss_giou_aux_dn: 1.958320 loss: 13.739958 eta: 2 days, 19:25:27 batch_cost: 0.5134 data_cost: 0.0014 ips: 7.7916 images/s [04/08 10:15:14] ppdet.engine INFO: Epoch: [20] [4500/7329] learning_rate: 0.000100 loss_class: 0.586461 loss_bbox: 0.144347 loss_giou: 0.433737 loss_class_aux: 3.766965 loss_bbox_aux: 0.954313 loss_giou_aux: 2.670164 loss_class_dn: 0.338398 loss_bbox_dn: 0.157459 loss_giou_dn: 0.413175 loss_class_aux_dn: 1.791394 loss_bbox_aux_dn: 0.936289 loss_giou_aux_dn: 2.287669 loss: 14.768583 eta: 2 days, 19:24:43 batch_cost: 0.5472 data_cost: 0.0014 ips: 7.3095 images/s [04/08 10:16:09] ppdet.engine INFO: Epoch: [20] [4600/7329] learning_rate: 0.000100 loss_class: 0.594729 loss_bbox: 0.145221 loss_giou: 0.364096 loss_class_aux: 3.689276 loss_bbox_aux: 0.937358 loss_giou_aux: 2.311215 loss_class_dn: 0.321108 loss_bbox_dn: 0.168020 loss_giou_dn: 0.370927 loss_class_aux_dn: 1.689757 loss_bbox_aux_dn: 0.968508 loss_giou_aux_dn: 2.022723 loss: 14.364061 eta: 2 days, 19:23:40 batch_cost: 0.4888 data_cost: 0.0013 ips: 8.1831 images/s [04/08 10:17:05] ppdet.engine INFO: Epoch: [20] [4700/7329] learning_rate: 0.000100 loss_class: 0.595202 loss_bbox: 0.162258 loss_giou: 0.383411 loss_class_aux: 3.823839 loss_bbox_aux: 1.063571 loss_giou_aux: 2.419195 loss_class_dn: 0.334370 loss_bbox_dn: 0.186211 loss_giou_dn: 0.386330 loss_class_aux_dn: 1.809595 loss_bbox_aux_dn: 1.111485 loss_giou_aux_dn: 2.144555 loss: 15.268311 eta: 2 days, 19:22:37 batch_cost: 0.4884 data_cost: 0.0014 ips: 8.1902 images/s [04/08 10:18:03] ppdet.engine INFO: Epoch: [20] [4800/7329] learning_rate: 0.000100 loss_class: 0.585385 loss_bbox: 0.147692 loss_giou: 0.427059 loss_class_aux: 3.796957 loss_bbox_aux: 0.932059 loss_giou_aux: 2.686700 loss_class_dn: 0.319064 loss_bbox_dn: 0.163702 loss_giou_dn: 0.412881 loss_class_aux_dn: 1.708955 loss_bbox_aux_dn: 1.001956 loss_giou_aux_dn: 2.262174 loss: 14.601382 eta: 2 days, 19:21:46 batch_cost: 0.5251 data_cost: 0.0014 ips: 7.6173 images/s [04/08 10:19:04] ppdet.engine INFO: Epoch: [20] [4900/7329] learning_rate: 0.000100 loss_class: 0.634458 loss_bbox: 0.141875 loss_giou: 0.359682 loss_class_aux: 4.125641 loss_bbox_aux: 0.897048 loss_giou_aux: 2.320346 loss_class_dn: 0.331987 loss_bbox_dn: 0.165663 loss_giou_dn: 0.385544 loss_class_aux_dn: 1.802051 loss_bbox_aux_dn: 0.993463 loss_giou_aux_dn: 2.100288 loss: 14.332043 eta: 2 days, 19:21:00 batch_cost: 0.5414 data_cost: 0.0013 ips: 7.3882 images/s [04/08 10:20:03] ppdet.engine INFO: Epoch: [20] [5000/7329] learning_rate: 0.000100 loss_class: 0.620293 loss_bbox: 0.150683 loss_giou: 0.455997 loss_class_aux: 4.059311 loss_bbox_aux: 1.008635 loss_giou_aux: 2.782306 loss_class_dn: 0.384072 loss_bbox_dn: 0.180728 loss_giou_dn: 0.470206 loss_class_aux_dn: 2.072984 loss_bbox_aux_dn: 1.056878 loss_giou_aux_dn: 2.600570 loss: 16.579403 eta: 2 days, 19:20:08 batch_cost: 0.5248 data_cost: 0.0014 ips: 7.6224 images/s [04/08 10:21:01] ppdet.engine INFO: Epoch: [20] [5100/7329] learning_rate: 0.000100 loss_class: 0.668477 loss_bbox: 0.154190 loss_giou: 0.501204 loss_class_aux: 4.338901 loss_bbox_aux: 1.011658 loss_giou_aux: 3.177734 loss_class_dn: 0.379215 loss_bbox_dn: 0.190910 loss_giou_dn: 0.477490 loss_class_aux_dn: 2.046602 loss_bbox_aux_dn: 1.103982 loss_giou_aux_dn: 2.568635 loss: 16.441450 eta: 2 days, 19:19:15 batch_cost: 0.5178 data_cost: 0.0016 ips: 7.7252 images/s [04/08 10:21:57] ppdet.engine INFO: Epoch: [20] [5200/7329] learning_rate: 0.000100 loss_class: 0.631742 loss_bbox: 0.141332 loss_giou: 0.399447 loss_class_aux: 4.022968 loss_bbox_aux: 0.934405 loss_giou_aux: 2.609870 loss_class_dn: 0.344760 loss_bbox_dn: 0.163814 loss_giou_dn: 0.432026 loss_class_aux_dn: 1.859121 loss_bbox_aux_dn: 0.970029 loss_giou_aux_dn: 2.346955 loss: 15.331289 eta: 2 days, 19:18:15 batch_cost: 0.4994 data_cost: 0.0014 ips: 8.0098 images/s [04/08 10:22:58] ppdet.engine INFO: Epoch: [20] [5300/7329] learning_rate: 0.000100 loss_class: 0.599476 loss_bbox: 0.158669 loss_giou: 0.451815 loss_class_aux: 4.007493 loss_bbox_aux: 1.050723 loss_giou_aux: 2.983396 loss_class_dn: 0.339804 loss_bbox_dn: 0.184835 loss_giou_dn: 0.446602 loss_class_aux_dn: 1.809358 loss_bbox_aux_dn: 1.123269 loss_giou_aux_dn: 2.482863 loss: 15.799014 eta: 2 days, 19:17:30 batch_cost: 0.5468 data_cost: 0.0016 ips: 7.3150 images/s [04/08 10:23:59] ppdet.engine INFO: Epoch: [20] [5400/7329] learning_rate: 0.000100 loss_class: 0.599911 loss_bbox: 0.156273 loss_giou: 0.400425 loss_class_aux: 3.791775 loss_bbox_aux: 1.030607 loss_giou_aux: 2.500567 loss_class_dn: 0.340540 loss_bbox_dn: 0.174854 loss_giou_dn: 0.368448 loss_class_aux_dn: 1.841812 loss_bbox_aux_dn: 1.062945 loss_giou_aux_dn: 1.995589 loss: 14.887579 eta: 2 days, 19:16:43 batch_cost: 0.5374 data_cost: 0.0014 ips: 7.4434 images/s [04/08 10:24:56] ppdet.engine INFO: Epoch: [20] [5500/7329] learning_rate: 0.000100 loss_class: 0.667258 loss_bbox: 0.158878 loss_giou: 0.461924 loss_class_aux: 4.176443 loss_bbox_aux: 1.046888 loss_giou_aux: 2.964471 loss_class_dn: 0.355524 loss_bbox_dn: 0.197573 loss_giou_dn: 0.427510 loss_class_aux_dn: 1.894483 loss_bbox_aux_dn: 1.082148 loss_giou_aux_dn: 2.388769 loss: 16.234072 eta: 2 days, 19:15:48 batch_cost: 0.5153 data_cost: 0.0014 ips: 7.7621 images/s [04/08 10:25:56] ppdet.engine INFO: Epoch: [20] [5600/7329] learning_rate: 0.000100 loss_class: 0.611131 loss_bbox: 0.138801 loss_giou: 0.355416 loss_class_aux: 3.894236 loss_bbox_aux: 0.921553 loss_giou_aux: 2.341878 loss_class_dn: 0.329045 loss_bbox_dn: 0.155408 loss_giou_dn: 0.384980 loss_class_aux_dn: 1.746179 loss_bbox_aux_dn: 0.901206 loss_giou_aux_dn: 2.146901 loss: 14.197289 eta: 2 days, 19:14:57 batch_cost: 0.5259 data_cost: 0.0016 ips: 7.6059 images/s [04/08 10:26:51] ppdet.engine INFO: Epoch: [20] [5700/7329] learning_rate: 0.000100 loss_class: 0.569837 loss_bbox: 0.140616 loss_giou: 0.387747 loss_class_aux: 3.597538 loss_bbox_aux: 0.869069 loss_giou_aux: 2.475196 loss_class_dn: 0.312285 loss_bbox_dn: 0.146415 loss_giou_dn: 0.388838 loss_class_aux_dn: 1.697544 loss_bbox_aux_dn: 0.861626 loss_giou_aux_dn: 2.139319 loss: 14.232428 eta: 2 days, 19:13:55 batch_cost: 0.4892 data_cost: 0.0013 ips: 8.1759 images/s [04/08 10:27:48] ppdet.engine INFO: Epoch: [20] [5800/7329] learning_rate: 0.000100 loss_class: 0.605497 loss_bbox: 0.133361 loss_giou: 0.417915 loss_class_aux: 3.821351 loss_bbox_aux: 0.925537 loss_giou_aux: 2.607720 loss_class_dn: 0.327386 loss_bbox_dn: 0.161546 loss_giou_dn: 0.411585 loss_class_aux_dn: 1.746151 loss_bbox_aux_dn: 0.923537 loss_giou_aux_dn: 2.316993 loss: 14.549859 eta: 2 days, 19:12:58 batch_cost: 0.5061 data_cost: 0.0014 ips: 7.9032 images/s [04/08 10:28:50] ppdet.engine INFO: Epoch: [20] [5900/7329] learning_rate: 0.000100 loss_class: 0.652295 loss_bbox: 0.170239 loss_giou: 0.466524 loss_class_aux: 4.053835 loss_bbox_aux: 1.143578 loss_giou_aux: 3.024862 loss_class_dn: 0.376967 loss_bbox_dn: 0.180080 loss_giou_dn: 0.463288 loss_class_aux_dn: 1.987006 loss_bbox_aux_dn: 1.053086 loss_giou_aux_dn: 2.513968 loss: 16.668034 eta: 2 days, 19:12:12 batch_cost: 0.5419 data_cost: 0.0017 ips: 7.3811 images/s [04/08 10:29:50] ppdet.engine INFO: Epoch: [20] [6000/7329] learning_rate: 0.000100 loss_class: 0.643417 loss_bbox: 0.156096 loss_giou: 0.408742 loss_class_aux: 4.100713 loss_bbox_aux: 1.037492 loss_giou_aux: 2.601715 loss_class_dn: 0.358365 loss_bbox_dn: 0.157111 loss_giou_dn: 0.438997 loss_class_aux_dn: 1.933237 loss_bbox_aux_dn: 0.936151 loss_giou_aux_dn: 2.396002 loss: 16.197399 eta: 2 days, 19:11:23 batch_cost: 0.5359 data_cost: 0.0013 ips: 7.4634 images/s [04/08 10:30:46] ppdet.engine INFO: Epoch: [20] [6100/7329] learning_rate: 0.000100 loss_class: 0.667432 loss_bbox: 0.156397 loss_giou: 0.421508 loss_class_aux: 4.136613 loss_bbox_aux: 1.048676 loss_giou_aux: 2.770103 loss_class_dn: 0.366289 loss_bbox_dn: 0.187006 loss_giou_dn: 0.453136 loss_class_aux_dn: 1.991732 loss_bbox_aux_dn: 1.108570 loss_giou_aux_dn: 2.500453 loss: 15.866136 eta: 2 days, 19:10:23 batch_cost: 0.4960 data_cost: 0.0014 ips: 8.0653 images/s [04/08 10:31:42] ppdet.engine INFO: Epoch: [20] [6200/7329] learning_rate: 0.000100 loss_class: 0.608380 loss_bbox: 0.151075 loss_giou: 0.396501 loss_class_aux: 3.920441 loss_bbox_aux: 1.000512 loss_giou_aux: 2.537568 loss_class_dn: 0.351034 loss_bbox_dn: 0.189758 loss_giou_dn: 0.390484 loss_class_aux_dn: 1.865521 loss_bbox_aux_dn: 1.076067 loss_giou_aux_dn: 2.195085 loss: 14.953238 eta: 2 days, 19:09:25 batch_cost: 0.5022 data_cost: 0.0014 ips: 7.9642 images/s [04/08 10:32:39] ppdet.engine INFO: Epoch: [20] [6300/7329] learning_rate: 0.000100 loss_class: 0.601639 loss_bbox: 0.146306 loss_giou: 0.404587 loss_class_aux: 3.893033 loss_bbox_aux: 0.922166 loss_giou_aux: 2.571772 loss_class_dn: 0.356461 loss_bbox_dn: 0.162484 loss_giou_dn: 0.436619 loss_class_aux_dn: 1.897176 loss_bbox_aux_dn: 0.960994 loss_giou_aux_dn: 2.338188 loss: 15.272600 eta: 2 days, 19:08:26 batch_cost: 0.4995 data_cost: 0.0015 ips: 8.0087 images/s [04/08 10:33:35] ppdet.engine INFO: Epoch: [20] [6400/7329] learning_rate: 0.000100 loss_class: 0.625317 loss_bbox: 0.156848 loss_giou: 0.457038 loss_class_aux: 3.997479 loss_bbox_aux: 1.032132 loss_giou_aux: 2.894203 loss_class_dn: 0.352009 loss_bbox_dn: 0.179842 loss_giou_dn: 0.470180 loss_class_aux_dn: 1.902261 loss_bbox_aux_dn: 1.040853 loss_giou_aux_dn: 2.567189 loss: 16.324856 eta: 2 days, 19:07:26 batch_cost: 0.4963 data_cost: 0.0014 ips: 8.0603 images/s [04/08 10:34:33] ppdet.engine INFO: Epoch: [20] [6500/7329] learning_rate: 0.000100 loss_class: 0.560272 loss_bbox: 0.149353 loss_giou: 0.348420 loss_class_aux: 3.530636 loss_bbox_aux: 1.007981 loss_giou_aux: 2.226733 loss_class_dn: 0.318493 loss_bbox_dn: 0.179822 loss_giou_dn: 0.364010 loss_class_aux_dn: 1.727065 loss_bbox_aux_dn: 1.042605 loss_giou_aux_dn: 1.976931 loss: 13.199594 eta: 2 days, 19:06:33 batch_cost: 0.5212 data_cost: 0.0013 ips: 7.6751 images/s [04/08 10:35:36] ppdet.engine INFO: Epoch: [20] [6600/7329] learning_rate: 0.000100 loss_class: 0.622163 loss_bbox: 0.144834 loss_giou: 0.417426 loss_class_aux: 3.907144 loss_bbox_aux: 1.060245 loss_giou_aux: 2.587198 loss_class_dn: 0.351177 loss_bbox_dn: 0.158516 loss_giou_dn: 0.421195 loss_class_aux_dn: 1.889495 loss_bbox_aux_dn: 0.978758 loss_giou_aux_dn: 2.328980 loss: 15.382965 eta: 2 days, 19:05:54 batch_cost: 0.5675 data_cost: 0.0013 ips: 7.0487 images/s [04/08 10:36:35] ppdet.engine INFO: Epoch: [20] [6700/7329] learning_rate: 0.000100 loss_class: 0.562407 loss_bbox: 0.143430 loss_giou: 0.343532 loss_class_aux: 3.655571 loss_bbox_aux: 0.902538 loss_giou_aux: 2.238383 loss_class_dn: 0.321243 loss_bbox_dn: 0.154197 loss_giou_dn: 0.358701 loss_class_aux_dn: 1.711340 loss_bbox_aux_dn: 0.934589 loss_giou_aux_dn: 2.012396 loss: 13.675270 eta: 2 days, 19:05:04 batch_cost: 0.5288 data_cost: 0.0014 ips: 7.5646 images/s [04/08 10:37:29] ppdet.engine INFO: Epoch: [20] [6800/7329] learning_rate: 0.000100 loss_class: 0.650208 loss_bbox: 0.156977 loss_giou: 0.418111 loss_class_aux: 4.152696 loss_bbox_aux: 1.021190 loss_giou_aux: 2.715626 loss_class_dn: 0.355570 loss_bbox_dn: 0.183575 loss_giou_dn: 0.425652 loss_class_aux_dn: 1.852171 loss_bbox_aux_dn: 1.053259 loss_giou_aux_dn: 2.315973 loss: 15.570463 eta: 2 days, 19:03:59 batch_cost: 0.4800 data_cost: 0.0013 ips: 8.3337 images/s [04/08 10:38:26] ppdet.engine INFO: Epoch: [20] [6900/7329] learning_rate: 0.000100 loss_class: 0.589429 loss_bbox: 0.149293 loss_giou: 0.458351 loss_class_aux: 3.980174 loss_bbox_aux: 0.982575 loss_giou_aux: 2.845999 loss_class_dn: 0.357609 loss_bbox_dn: 0.168198 loss_giou_dn: 0.434800 loss_class_aux_dn: 1.921654 loss_bbox_aux_dn: 0.956345 loss_giou_aux_dn: 2.385791 loss: 15.655826 eta: 2 days, 19:03:00 batch_cost: 0.4991 data_cost: 0.0013 ips: 8.0141 images/s [04/08 10:39:25] ppdet.engine INFO: Epoch: [20] [7000/7329] learning_rate: 0.000100 loss_class: 0.627785 loss_bbox: 0.154210 loss_giou: 0.388528 loss_class_aux: 4.009016 loss_bbox_aux: 1.045312 loss_giou_aux: 2.501301 loss_class_dn: 0.365661 loss_bbox_dn: 0.182468 loss_giou_dn: 0.416984 loss_class_aux_dn: 1.949694 loss_bbox_aux_dn: 1.030345 loss_giou_aux_dn: 2.320096 loss: 16.241571 eta: 2 days, 19:02:09 batch_cost: 0.5275 data_cost: 0.0013 ips: 7.5825 images/s [04/08 10:40:19] ppdet.engine INFO: Epoch: [20] [7100/7329] learning_rate: 0.000100 loss_class: 0.644296 loss_bbox: 0.144917 loss_giou: 0.401564 loss_class_aux: 4.127307 loss_bbox_aux: 0.987537 loss_giou_aux: 2.565070 loss_class_dn: 0.354554 loss_bbox_dn: 0.190186 loss_giou_dn: 0.423179 loss_class_aux_dn: 1.900169 loss_bbox_aux_dn: 1.113296 loss_giou_aux_dn: 2.333658 loss: 15.793597 eta: 2 days, 19:01:05 batch_cost: 0.4818 data_cost: 0.0014 ips: 8.3018 images/s [04/08 10:41:20] ppdet.engine INFO: Epoch: [20] [7200/7329] learning_rate: 0.000100 loss_class: 0.671645 loss_bbox: 0.175886 loss_giou: 0.437015 loss_class_aux: 4.227674 loss_bbox_aux: 1.140872 loss_giou_aux: 2.834455 loss_class_dn: 0.363554 loss_bbox_dn: 0.201292 loss_giou_dn: 0.462072 loss_class_aux_dn: 1.998252 loss_bbox_aux_dn: 1.122061 loss_giou_aux_dn: 2.549728 loss: 17.438034 eta: 2 days, 19:00:16 batch_cost: 0.5334 data_cost: 0.0015 ips: 7.4991 images/s [04/08 10:42:22] ppdet.engine INFO: Epoch: [20] [7300/7329] learning_rate: 0.000100 loss_class: 0.647118 loss_bbox: 0.170088 loss_giou: 0.463912 loss_class_aux: 4.110730 loss_bbox_aux: 1.112036 loss_giou_aux: 3.038793 loss_class_dn: 0.372820 loss_bbox_dn: 0.180751 loss_giou_dn: 0.470820 loss_class_aux_dn: 1.968846 loss_bbox_aux_dn: 1.025517 loss_giou_aux_dn: 2.560893 loss: 16.986496 eta: 2 days, 18:59:29 batch_cost: 0.5409 data_cost: 0.0014 ips: 7.3948 images/s [04/08 10:42:44] ppdet.engine INFO: Eval iter: 0 [04/08 10:43:12] ppdet.engine INFO: Eval iter: 100 [04/08 10:43:38] ppdet.engine INFO: Eval iter: 200 [04/08 10:44:05] ppdet.engine INFO: Eval iter: 300 [04/08 10:44:31] ppdet.engine INFO: Eval iter: 400 [04/08 10:44:58] ppdet.engine INFO: Eval iter: 500 [04/08 10:45:25] ppdet.engine INFO: Eval iter: 600 [04/08 10:45:54] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/08 10:45:55] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.31s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.23s). Accumulating evaluation results... DONE (t=32.47s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.505 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.688 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.544 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.309 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.550 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.690 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.379 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.637 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.704 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.523 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.748 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/08 10:48:40] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.7755285364956 [04/08 10:48:40] ppdet.engine INFO: Best test bbox ap is 0.505. [04/08 10:48:43] ppdet.engine INFO: Epoch: [21] [ 0/7329] learning_rate: 0.000100 loss_class: 0.642310 loss_bbox: 0.168885 loss_giou: 0.457604 loss_class_aux: 4.027566 loss_bbox_aux: 1.105541 loss_giou_aux: 2.849253 loss_class_dn: 0.372483 loss_bbox_dn: 0.172711 loss_giou_dn: 0.458713 loss_class_aux_dn: 1.961540 loss_bbox_aux_dn: 0.984027 loss_giou_aux_dn: 2.516839 loss: 16.567146 eta: 2 days, 18:59:15 batch_cost: 0.5425 data_cost: 0.0015 ips: 7.3736 images/s [04/08 10:49:46] ppdet.engine INFO: Epoch: [21] [ 100/7329] learning_rate: 0.000100 loss_class: 0.625122 loss_bbox: 0.157928 loss_giou: 0.421793 loss_class_aux: 4.062443 loss_bbox_aux: 1.104019 loss_giou_aux: 2.703288 loss_class_dn: 0.346054 loss_bbox_dn: 0.188481 loss_giou_dn: 0.442636 loss_class_aux_dn: 1.831660 loss_bbox_aux_dn: 1.125891 loss_giou_aux_dn: 2.400348 loss: 16.108370 eta: 2 days, 18:58:34 batch_cost: 0.5580 data_cost: 0.0020 ips: 7.1683 images/s [04/08 10:50:48] ppdet.engine INFO: Epoch: [21] [ 200/7329] learning_rate: 0.000100 loss_class: 0.640513 loss_bbox: 0.158431 loss_giou: 0.439345 loss_class_aux: 4.012047 loss_bbox_aux: 1.018941 loss_giou_aux: 2.782012 loss_class_dn: 0.346347 loss_bbox_dn: 0.203102 loss_giou_dn: 0.433375 loss_class_aux_dn: 1.856124 loss_bbox_aux_dn: 1.150316 loss_giou_aux_dn: 2.408370 loss: 16.107262 eta: 2 days, 18:57:47 batch_cost: 0.5413 data_cost: 0.0015 ips: 7.3893 images/s [04/08 10:51:45] ppdet.engine INFO: Epoch: [21] [ 300/7329] learning_rate: 0.000100 loss_class: 0.620030 loss_bbox: 0.143187 loss_giou: 0.460918 loss_class_aux: 4.016957 loss_bbox_aux: 0.951424 loss_giou_aux: 2.854148 loss_class_dn: 0.361992 loss_bbox_dn: 0.162798 loss_giou_dn: 0.463711 loss_class_aux_dn: 1.978219 loss_bbox_aux_dn: 0.938896 loss_giou_aux_dn: 2.502682 loss: 16.294220 eta: 2 days, 18:56:51 batch_cost: 0.5111 data_cost: 0.0013 ips: 7.8264 images/s [04/08 10:52:40] ppdet.engine INFO: Epoch: [21] [ 400/7329] learning_rate: 0.000100 loss_class: 0.565007 loss_bbox: 0.148601 loss_giou: 0.422245 loss_class_aux: 3.705876 loss_bbox_aux: 0.926966 loss_giou_aux: 2.580018 loss_class_dn: 0.334495 loss_bbox_dn: 0.149489 loss_giou_dn: 0.417570 loss_class_aux_dn: 1.777980 loss_bbox_aux_dn: 0.931925 loss_giou_aux_dn: 2.243220 loss: 14.623442 eta: 2 days, 18:55:48 batch_cost: 0.4837 data_cost: 0.0014 ips: 8.2695 images/s [04/08 10:53:50] ppdet.engine INFO: Epoch: [21] [ 500/7329] learning_rate: 0.000100 loss_class: 0.577981 loss_bbox: 0.159861 loss_giou: 0.390721 loss_class_aux: 3.657071 loss_bbox_aux: 0.968260 loss_giou_aux: 2.522965 loss_class_dn: 0.329033 loss_bbox_dn: 0.174866 loss_giou_dn: 0.405318 loss_class_aux_dn: 1.763378 loss_bbox_aux_dn: 0.987459 loss_giou_aux_dn: 2.185619 loss: 15.422026 eta: 2 days, 18:55:30 batch_cost: 0.6382 data_cost: 0.0015 ips: 6.2679 images/s [04/08 10:54:49] ppdet.engine INFO: Epoch: [21] [ 600/7329] learning_rate: 0.000100 loss_class: 0.597059 loss_bbox: 0.156171 loss_giou: 0.370251 loss_class_aux: 3.863380 loss_bbox_aux: 1.082622 loss_giou_aux: 2.450444 loss_class_dn: 0.342292 loss_bbox_dn: 0.191836 loss_giou_dn: 0.382971 loss_class_aux_dn: 1.838342 loss_bbox_aux_dn: 1.096413 loss_giou_aux_dn: 2.169632 loss: 15.491138 eta: 2 days, 18:54:36 batch_cost: 0.5149 data_cost: 0.0016 ips: 7.7683 images/s [04/08 10:55:46] ppdet.engine INFO: Epoch: [21] [ 700/7329] learning_rate: 0.000100 loss_class: 0.533824 loss_bbox: 0.145136 loss_giou: 0.370248 loss_class_aux: 3.570638 loss_bbox_aux: 0.971569 loss_giou_aux: 2.408682 loss_class_dn: 0.316082 loss_bbox_dn: 0.164012 loss_giou_dn: 0.376702 loss_class_aux_dn: 1.719638 loss_bbox_aux_dn: 0.937887 loss_giou_aux_dn: 2.036949 loss: 13.779778 eta: 2 days, 18:53:40 batch_cost: 0.5111 data_cost: 0.0015 ips: 7.8269 images/s [04/08 10:56:48] ppdet.engine INFO: Epoch: [21] [ 800/7329] learning_rate: 0.000100 loss_class: 0.549273 loss_bbox: 0.133956 loss_giou: 0.424218 loss_class_aux: 3.642492 loss_bbox_aux: 0.825533 loss_giou_aux: 2.654649 loss_class_dn: 0.341432 loss_bbox_dn: 0.159689 loss_giou_dn: 0.426055 loss_class_aux_dn: 1.820031 loss_bbox_aux_dn: 0.947372 loss_giou_aux_dn: 2.315233 loss: 14.049782 eta: 2 days, 18:52:55 batch_cost: 0.5455 data_cost: 0.0016 ips: 7.3324 images/s [04/08 10:57:47] ppdet.engine INFO: Epoch: [21] [ 900/7329] learning_rate: 0.000100 loss_class: 0.612289 loss_bbox: 0.138867 loss_giou: 0.396529 loss_class_aux: 3.951671 loss_bbox_aux: 0.961085 loss_giou_aux: 2.543476 loss_class_dn: 0.345639 loss_bbox_dn: 0.179904 loss_giou_dn: 0.380606 loss_class_aux_dn: 1.842283 loss_bbox_aux_dn: 1.032492 loss_giou_aux_dn: 2.031810 loss: 15.047844 eta: 2 days, 18:52:05 batch_cost: 0.5306 data_cost: 0.0014 ips: 7.5384 images/s [04/08 10:58:44] ppdet.engine INFO: Epoch: [21] [1000/7329] learning_rate: 0.000100 loss_class: 0.605287 loss_bbox: 0.156692 loss_giou: 0.389729 loss_class_aux: 3.825150 loss_bbox_aux: 1.030504 loss_giou_aux: 2.486362 loss_class_dn: 0.333961 loss_bbox_dn: 0.162371 loss_giou_dn: 0.417943 loss_class_aux_dn: 1.787516 loss_bbox_aux_dn: 0.990011 loss_giou_aux_dn: 2.313478 loss: 15.379232 eta: 2 days, 18:51:07 batch_cost: 0.5022 data_cost: 0.0014 ips: 7.9653 images/s [04/08 10:59:40] ppdet.engine INFO: Epoch: [21] [1100/7329] learning_rate: 0.000100 loss_class: 0.575451 loss_bbox: 0.144491 loss_giou: 0.409269 loss_class_aux: 3.584950 loss_bbox_aux: 0.963064 loss_giou_aux: 2.539220 loss_class_dn: 0.329588 loss_bbox_dn: 0.158474 loss_giou_dn: 0.392904 loss_class_aux_dn: 1.761742 loss_bbox_aux_dn: 0.952015 loss_giou_aux_dn: 2.190395 loss: 14.475458 eta: 2 days, 18:50:09 batch_cost: 0.5031 data_cost: 0.0013 ips: 7.9506 images/s [04/08 11:00:40] ppdet.engine INFO: Epoch: [21] [1200/7329] learning_rate: 0.000100 loss_class: 0.620331 loss_bbox: 0.158174 loss_giou: 0.380783 loss_class_aux: 3.947220 loss_bbox_aux: 1.032651 loss_giou_aux: 2.554923 loss_class_dn: 0.325630 loss_bbox_dn: 0.183397 loss_giou_dn: 0.388152 loss_class_aux_dn: 1.784088 loss_bbox_aux_dn: 1.074367 loss_giou_aux_dn: 2.144504 loss: 14.432728 eta: 2 days, 18:49:22 batch_cost: 0.5404 data_cost: 0.0014 ips: 7.4025 images/s [04/08 11:01:36] ppdet.engine INFO: Epoch: [21] [1300/7329] learning_rate: 0.000100 loss_class: 0.593574 loss_bbox: 0.153784 loss_giou: 0.409760 loss_class_aux: 3.900474 loss_bbox_aux: 1.004368 loss_giou_aux: 2.508460 loss_class_dn: 0.349121 loss_bbox_dn: 0.179836 loss_giou_dn: 0.421073 loss_class_aux_dn: 1.868029 loss_bbox_aux_dn: 1.039004 loss_giou_aux_dn: 2.328826 loss: 15.540413 eta: 2 days, 18:48:22 batch_cost: 0.4952 data_cost: 0.0016 ips: 8.0776 images/s [04/08 11:02:33] ppdet.engine INFO: Epoch: [21] [1400/7329] learning_rate: 0.000100 loss_class: 0.574346 loss_bbox: 0.151558 loss_giou: 0.367497 loss_class_aux: 3.746578 loss_bbox_aux: 0.952540 loss_giou_aux: 2.307657 loss_class_dn: 0.325195 loss_bbox_dn: 0.168863 loss_giou_dn: 0.374483 loss_class_aux_dn: 1.769412 loss_bbox_aux_dn: 0.971274 loss_giou_aux_dn: 2.106699 loss: 15.448289 eta: 2 days, 18:47:24 batch_cost: 0.5051 data_cost: 0.0014 ips: 7.9199 images/s [04/08 11:03:28] ppdet.engine INFO: Epoch: [21] [1500/7329] learning_rate: 0.000100 loss_class: 0.549114 loss_bbox: 0.147927 loss_giou: 0.358075 loss_class_aux: 3.651616 loss_bbox_aux: 0.960091 loss_giou_aux: 2.247580 loss_class_dn: 0.332522 loss_bbox_dn: 0.164404 loss_giou_dn: 0.362620 loss_class_aux_dn: 1.758716 loss_bbox_aux_dn: 0.949296 loss_giou_aux_dn: 2.021770 loss: 14.535125 eta: 2 days, 18:46:22 batch_cost: 0.4874 data_cost: 0.0013 ips: 8.2068 images/s [04/08 11:04:23] ppdet.engine INFO: Epoch: [21] [1600/7329] learning_rate: 0.000100 loss_class: 0.659650 loss_bbox: 0.144146 loss_giou: 0.423165 loss_class_aux: 4.186453 loss_bbox_aux: 0.946071 loss_giou_aux: 2.706495 loss_class_dn: 0.360519 loss_bbox_dn: 0.163591 loss_giou_dn: 0.447471 loss_class_aux_dn: 1.948172 loss_bbox_aux_dn: 0.937926 loss_giou_aux_dn: 2.432334 loss: 16.322760 eta: 2 days, 18:45:20 batch_cost: 0.4913 data_cost: 0.0014 ips: 8.1414 images/s [04/08 11:05:20] ppdet.engine INFO: Epoch: [21] [1700/7329] learning_rate: 0.000100 loss_class: 0.658106 loss_bbox: 0.159807 loss_giou: 0.504562 loss_class_aux: 4.160499 loss_bbox_aux: 1.093137 loss_giou_aux: 3.269547 loss_class_dn: 0.373919 loss_bbox_dn: 0.202857 loss_giou_dn: 0.491806 loss_class_aux_dn: 2.036237 loss_bbox_aux_dn: 1.181671 loss_giou_aux_dn: 2.727827 loss: 17.360125 eta: 2 days, 18:44:23 batch_cost: 0.5052 data_cost: 0.0014 ips: 7.9172 images/s [04/08 11:06:19] ppdet.engine INFO: Epoch: [21] [1800/7329] learning_rate: 0.000100 loss_class: 0.619623 loss_bbox: 0.158818 loss_giou: 0.380088 loss_class_aux: 4.062357 loss_bbox_aux: 1.065721 loss_giou_aux: 2.504095 loss_class_dn: 0.347725 loss_bbox_dn: 0.192948 loss_giou_dn: 0.420475 loss_class_aux_dn: 1.855201 loss_bbox_aux_dn: 1.111953 loss_giou_aux_dn: 2.318409 loss: 15.665800 eta: 2 days, 18:43:31 batch_cost: 0.5235 data_cost: 0.0014 ips: 7.6408 images/s [04/08 11:07:19] ppdet.engine INFO: Epoch: [21] [1900/7329] learning_rate: 0.000100 loss_class: 0.596145 loss_bbox: 0.145435 loss_giou: 0.404264 loss_class_aux: 3.771528 loss_bbox_aux: 0.938332 loss_giou_aux: 2.608303 loss_class_dn: 0.330706 loss_bbox_dn: 0.164739 loss_giou_dn: 0.403953 loss_class_aux_dn: 1.757698 loss_bbox_aux_dn: 0.959705 loss_giou_aux_dn: 2.131227 loss: 14.895364 eta: 2 days, 18:42:45 batch_cost: 0.5442 data_cost: 0.0014 ips: 7.3508 images/s [04/08 11:08:19] ppdet.engine INFO: Epoch: [21] [2000/7329] learning_rate: 0.000100 loss_class: 0.513326 loss_bbox: 0.131189 loss_giou: 0.398504 loss_class_aux: 3.269274 loss_bbox_aux: 0.886129 loss_giou_aux: 2.548794 loss_class_dn: 0.290708 loss_bbox_dn: 0.145176 loss_giou_dn: 0.380579 loss_class_aux_dn: 1.570256 loss_bbox_aux_dn: 0.839690 loss_giou_aux_dn: 2.061902 loss: 13.642841 eta: 2 days, 18:41:56 batch_cost: 0.5325 data_cost: 0.0013 ips: 7.5112 images/s [04/08 11:09:18] ppdet.engine INFO: Epoch: [21] [2100/7329] learning_rate: 0.000100 loss_class: 0.593591 loss_bbox: 0.151091 loss_giou: 0.352383 loss_class_aux: 3.753912 loss_bbox_aux: 0.973327 loss_giou_aux: 2.320883 loss_class_dn: 0.324465 loss_bbox_dn: 0.182945 loss_giou_dn: 0.369254 loss_class_aux_dn: 1.766882 loss_bbox_aux_dn: 1.079647 loss_giou_aux_dn: 2.074644 loss: 13.825837 eta: 2 days, 18:41:05 batch_cost: 0.5254 data_cost: 0.0015 ips: 7.6132 images/s [04/08 11:10:18] ppdet.engine INFO: Epoch: [21] [2200/7329] learning_rate: 0.000100 loss_class: 0.577952 loss_bbox: 0.147757 loss_giou: 0.347471 loss_class_aux: 3.688135 loss_bbox_aux: 0.984854 loss_giou_aux: 2.275675 loss_class_dn: 0.302237 loss_bbox_dn: 0.158734 loss_giou_dn: 0.346333 loss_class_aux_dn: 1.630074 loss_bbox_aux_dn: 0.975051 loss_giou_aux_dn: 1.919273 loss: 12.990150 eta: 2 days, 18:40:16 batch_cost: 0.5347 data_cost: 0.0014 ips: 7.4815 images/s [04/08 11:11:19] ppdet.engine INFO: Epoch: [21] [2300/7329] learning_rate: 0.000100 loss_class: 0.565832 loss_bbox: 0.156592 loss_giou: 0.451416 loss_class_aux: 3.623937 loss_bbox_aux: 1.019087 loss_giou_aux: 2.836956 loss_class_dn: 0.334834 loss_bbox_dn: 0.158110 loss_giou_dn: 0.468348 loss_class_aux_dn: 1.745845 loss_bbox_aux_dn: 0.887357 loss_giou_aux_dn: 2.486394 loss: 15.360147 eta: 2 days, 18:39:32 batch_cost: 0.5485 data_cost: 0.0016 ips: 7.2920 images/s [04/08 11:12:18] ppdet.engine INFO: Epoch: [21] [2400/7329] learning_rate: 0.000100 loss_class: 0.629507 loss_bbox: 0.146864 loss_giou: 0.415551 loss_class_aux: 4.053248 loss_bbox_aux: 0.913920 loss_giou_aux: 2.554609 loss_class_dn: 0.340815 loss_bbox_dn: 0.163383 loss_giou_dn: 0.404625 loss_class_aux_dn: 1.802311 loss_bbox_aux_dn: 0.977710 loss_giou_aux_dn: 2.239274 loss: 14.752380 eta: 2 days, 18:38:38 batch_cost: 0.5171 data_cost: 0.0015 ips: 7.7357 images/s [04/08 11:13:17] ppdet.engine INFO: Epoch: [21] [2500/7329] learning_rate: 0.000100 loss_class: 0.595978 loss_bbox: 0.161752 loss_giou: 0.450444 loss_class_aux: 3.772367 loss_bbox_aux: 1.029391 loss_giou_aux: 2.898128 loss_class_dn: 0.348554 loss_bbox_dn: 0.196644 loss_giou_dn: 0.455188 loss_class_aux_dn: 1.871380 loss_bbox_aux_dn: 1.162058 loss_giou_aux_dn: 2.468714 loss: 15.808933 eta: 2 days, 18:37:46 batch_cost: 0.5250 data_cost: 0.0014 ips: 7.6189 images/s [04/08 11:14:15] ppdet.engine INFO: Epoch: [21] [2600/7329] learning_rate: 0.000100 loss_class: 0.650106 loss_bbox: 0.167670 loss_giou: 0.394865 loss_class_aux: 4.211085 loss_bbox_aux: 1.058131 loss_giou_aux: 2.556060 loss_class_dn: 0.359021 loss_bbox_dn: 0.181286 loss_giou_dn: 0.408798 loss_class_aux_dn: 1.906832 loss_bbox_aux_dn: 1.068137 loss_giou_aux_dn: 2.297247 loss: 16.471111 eta: 2 days, 18:36:56 batch_cost: 0.5270 data_cost: 0.0013 ips: 7.5903 images/s [04/08 11:15:13] ppdet.engine INFO: Epoch: [21] [2700/7329] learning_rate: 0.000100 loss_class: 0.575490 loss_bbox: 0.145690 loss_giou: 0.356777 loss_class_aux: 3.786751 loss_bbox_aux: 0.988003 loss_giou_aux: 2.204857 loss_class_dn: 0.312533 loss_bbox_dn: 0.180658 loss_giou_dn: 0.357001 loss_class_aux_dn: 1.691286 loss_bbox_aux_dn: 1.038507 loss_giou_aux_dn: 2.063064 loss: 15.115307 eta: 2 days, 18:36:00 batch_cost: 0.5101 data_cost: 0.0014 ips: 7.8419 images/s [04/08 11:16:09] ppdet.engine INFO: Epoch: [21] [2800/7329] learning_rate: 0.000100 loss_class: 0.614426 loss_bbox: 0.155722 loss_giou: 0.438747 loss_class_aux: 3.990829 loss_bbox_aux: 1.053213 loss_giou_aux: 2.814761 loss_class_dn: 0.346873 loss_bbox_dn: 0.188838 loss_giou_dn: 0.414869 loss_class_aux_dn: 1.882666 loss_bbox_aux_dn: 1.101882 loss_giou_aux_dn: 2.353839 loss: 14.958559 eta: 2 days, 18:35:01 batch_cost: 0.4993 data_cost: 0.0014 ips: 8.0108 images/s [04/08 11:17:08] ppdet.engine INFO: Epoch: [21] [2900/7329] learning_rate: 0.000100 loss_class: 0.592090 loss_bbox: 0.134911 loss_giou: 0.409703 loss_class_aux: 3.732623 loss_bbox_aux: 0.872631 loss_giou_aux: 2.568342 loss_class_dn: 0.352697 loss_bbox_dn: 0.166055 loss_giou_dn: 0.424103 loss_class_aux_dn: 1.890100 loss_bbox_aux_dn: 1.002713 loss_giou_aux_dn: 2.291363 loss: 15.069722 eta: 2 days, 18:34:09 batch_cost: 0.5238 data_cost: 0.0013 ips: 7.6366 images/s [04/08 11:18:11] ppdet.engine INFO: Epoch: [21] [3000/7329] learning_rate: 0.000100 loss_class: 0.634615 loss_bbox: 0.129656 loss_giou: 0.463133 loss_class_aux: 4.053438 loss_bbox_aux: 0.921282 loss_giou_aux: 2.933399 loss_class_dn: 0.365781 loss_bbox_dn: 0.160565 loss_giou_dn: 0.463641 loss_class_aux_dn: 1.929608 loss_bbox_aux_dn: 0.907837 loss_giou_aux_dn: 2.575376 loss: 15.522173 eta: 2 days, 18:33:29 batch_cost: 0.5645 data_cost: 0.0013 ips: 7.0854 images/s [04/08 11:19:11] ppdet.engine INFO: Epoch: [21] [3100/7329] learning_rate: 0.000100 loss_class: 0.563947 loss_bbox: 0.139857 loss_giou: 0.406146 loss_class_aux: 3.746779 loss_bbox_aux: 0.924862 loss_giou_aux: 2.493032 loss_class_dn: 0.347360 loss_bbox_dn: 0.158548 loss_giou_dn: 0.408963 loss_class_aux_dn: 1.848599 loss_bbox_aux_dn: 0.924463 loss_giou_aux_dn: 2.209273 loss: 14.803427 eta: 2 days, 18:32:43 batch_cost: 0.5434 data_cost: 0.0016 ips: 7.3610 images/s [04/08 11:20:07] ppdet.engine INFO: Epoch: [21] [3200/7329] learning_rate: 0.000100 loss_class: 0.688629 loss_bbox: 0.165580 loss_giou: 0.522848 loss_class_aux: 4.324476 loss_bbox_aux: 1.026136 loss_giou_aux: 3.391957 loss_class_dn: 0.384798 loss_bbox_dn: 0.188723 loss_giou_dn: 0.523095 loss_class_aux_dn: 2.022900 loss_bbox_aux_dn: 1.156641 loss_giou_aux_dn: 2.793109 loss: 18.408943 eta: 2 days, 18:31:42 batch_cost: 0.4937 data_cost: 0.0014 ips: 8.1028 images/s [04/08 11:21:09] ppdet.engine INFO: Epoch: [21] [3300/7329] learning_rate: 0.000100 loss_class: 0.573299 loss_bbox: 0.162715 loss_giou: 0.448792 loss_class_aux: 3.749875 loss_bbox_aux: 1.029214 loss_giou_aux: 2.736004 loss_class_dn: 0.347810 loss_bbox_dn: 0.181954 loss_giou_dn: 0.445728 loss_class_aux_dn: 1.848935 loss_bbox_aux_dn: 1.025174 loss_giou_aux_dn: 2.369328 loss: 15.566614 eta: 2 days, 18:30:58 batch_cost: 0.5482 data_cost: 0.0014 ips: 7.2972 images/s [04/08 11:22:03] ppdet.engine INFO: Epoch: [21] [3400/7329] learning_rate: 0.000100 loss_class: 0.604014 loss_bbox: 0.142306 loss_giou: 0.406955 loss_class_aux: 3.738570 loss_bbox_aux: 0.947896 loss_giou_aux: 2.672950 loss_class_dn: 0.325076 loss_bbox_dn: 0.180711 loss_giou_dn: 0.406741 loss_class_aux_dn: 1.751632 loss_bbox_aux_dn: 1.054739 loss_giou_aux_dn: 2.231162 loss: 14.854351 eta: 2 days, 18:29:56 batch_cost: 0.4885 data_cost: 0.0013 ips: 8.1877 images/s [04/08 11:22:59] ppdet.engine INFO: Epoch: [21] [3500/7329] learning_rate: 0.000100 loss_class: 0.638227 loss_bbox: 0.144230 loss_giou: 0.456246 loss_class_aux: 4.063344 loss_bbox_aux: 0.958073 loss_giou_aux: 2.875333 loss_class_dn: 0.358243 loss_bbox_dn: 0.168156 loss_giou_dn: 0.435680 loss_class_aux_dn: 1.982258 loss_bbox_aux_dn: 0.990176 loss_giou_aux_dn: 2.398989 loss: 15.688641 eta: 2 days, 18:28:56 batch_cost: 0.4978 data_cost: 0.0015 ips: 8.0349 images/s [04/08 11:24:04] ppdet.engine INFO: Epoch: [21] [3600/7329] learning_rate: 0.000100 loss_class: 0.598477 loss_bbox: 0.161319 loss_giou: 0.392396 loss_class_aux: 3.855331 loss_bbox_aux: 1.015559 loss_giou_aux: 2.509254 loss_class_dn: 0.346552 loss_bbox_dn: 0.192801 loss_giou_dn: 0.427876 loss_class_aux_dn: 1.851577 loss_bbox_aux_dn: 1.108237 loss_giou_aux_dn: 2.340535 loss: 15.194764 eta: 2 days, 18:28:21 batch_cost: 0.5797 data_cost: 0.0013 ips: 6.9002 images/s [04/08 11:25:01] ppdet.engine INFO: Epoch: [21] [3700/7329] learning_rate: 0.000100 loss_class: 0.591493 loss_bbox: 0.145861 loss_giou: 0.404052 loss_class_aux: 4.044943 loss_bbox_aux: 0.964581 loss_giou_aux: 2.571236 loss_class_dn: 0.344720 loss_bbox_dn: 0.170224 loss_giou_dn: 0.413651 loss_class_aux_dn: 1.902405 loss_bbox_aux_dn: 1.032220 loss_giou_aux_dn: 2.312888 loss: 15.089569 eta: 2 days, 18:27:26 batch_cost: 0.5133 data_cost: 0.0015 ips: 7.7929 images/s [04/08 11:25:59] ppdet.engine INFO: Epoch: [21] [3800/7329] learning_rate: 0.000100 loss_class: 0.578368 loss_bbox: 0.165143 loss_giou: 0.463992 loss_class_aux: 3.611843 loss_bbox_aux: 1.011986 loss_giou_aux: 2.892224 loss_class_dn: 0.326477 loss_bbox_dn: 0.176410 loss_giou_dn: 0.417732 loss_class_aux_dn: 1.801015 loss_bbox_aux_dn: 1.038611 loss_giou_aux_dn: 2.296316 loss: 15.014629 eta: 2 days, 18:26:30 batch_cost: 0.5089 data_cost: 0.0014 ips: 7.8599 images/s [04/08 11:27:00] ppdet.engine INFO: Epoch: [21] [3900/7329] learning_rate: 0.000100 loss_class: 0.604329 loss_bbox: 0.139087 loss_giou: 0.383359 loss_class_aux: 4.008422 loss_bbox_aux: 0.924385 loss_giou_aux: 2.493518 loss_class_dn: 0.339585 loss_bbox_dn: 0.157815 loss_giou_dn: 0.384252 loss_class_aux_dn: 1.811800 loss_bbox_aux_dn: 0.908737 loss_giou_aux_dn: 2.099825 loss: 14.279734 eta: 2 days, 18:25:44 batch_cost: 0.5448 data_cost: 0.0013 ips: 7.3415 images/s [04/08 11:28:00] ppdet.engine INFO: Epoch: [21] [4000/7329] learning_rate: 0.000100 loss_class: 0.611245 loss_bbox: 0.150524 loss_giou: 0.411042 loss_class_aux: 3.833516 loss_bbox_aux: 0.965478 loss_giou_aux: 2.631481 loss_class_dn: 0.353225 loss_bbox_dn: 0.179015 loss_giou_dn: 0.396690 loss_class_aux_dn: 1.941356 loss_bbox_aux_dn: 1.021252 loss_giou_aux_dn: 2.159564 loss: 15.045467 eta: 2 days, 18:24:53 batch_cost: 0.5267 data_cost: 0.0015 ips: 7.5948 images/s [04/08 11:28:57] ppdet.engine INFO: Epoch: [21] [4100/7329] learning_rate: 0.000100 loss_class: 0.554321 loss_bbox: 0.136122 loss_giou: 0.381559 loss_class_aux: 3.508912 loss_bbox_aux: 0.983027 loss_giou_aux: 2.339573 loss_class_dn: 0.306650 loss_bbox_dn: 0.164450 loss_giou_dn: 0.381549 loss_class_aux_dn: 1.631249 loss_bbox_aux_dn: 0.972749 loss_giou_aux_dn: 2.094253 loss: 13.771330 eta: 2 days, 18:23:56 batch_cost: 0.5061 data_cost: 0.0015 ips: 7.9034 images/s [04/08 11:29:50] ppdet.engine INFO: Epoch: [21] [4200/7329] learning_rate: 0.000100 loss_class: 0.734745 loss_bbox: 0.156980 loss_giou: 0.457295 loss_class_aux: 4.559540 loss_bbox_aux: 1.048646 loss_giou_aux: 2.869404 loss_class_dn: 0.391111 loss_bbox_dn: 0.191972 loss_giou_dn: 0.465679 loss_class_aux_dn: 2.084480 loss_bbox_aux_dn: 1.111987 loss_giou_aux_dn: 2.519317 loss: 16.509897 eta: 2 days, 18:22:51 batch_cost: 0.4776 data_cost: 0.0013 ips: 8.3744 images/s [04/08 11:30:48] ppdet.engine INFO: Epoch: [21] [4300/7329] learning_rate: 0.000100 loss_class: 0.652759 loss_bbox: 0.167212 loss_giou: 0.475131 loss_class_aux: 4.282615 loss_bbox_aux: 1.100518 loss_giou_aux: 2.846110 loss_class_dn: 0.360846 loss_bbox_dn: 0.183629 loss_giou_dn: 0.411272 loss_class_aux_dn: 1.930585 loss_bbox_aux_dn: 1.057542 loss_giou_aux_dn: 2.219047 loss: 15.371367 eta: 2 days, 18:21:56 batch_cost: 0.5144 data_cost: 0.0013 ips: 7.7766 images/s [04/08 11:31:42] ppdet.engine INFO: Epoch: [21] [4400/7329] learning_rate: 0.000100 loss_class: 0.646641 loss_bbox: 0.151148 loss_giou: 0.360239 loss_class_aux: 4.172285 loss_bbox_aux: 1.046943 loss_giou_aux: 2.432353 loss_class_dn: 0.348299 loss_bbox_dn: 0.186181 loss_giou_dn: 0.381798 loss_class_aux_dn: 1.850155 loss_bbox_aux_dn: 1.086082 loss_giou_aux_dn: 2.138569 loss: 15.101387 eta: 2 days, 18:20:54 batch_cost: 0.4858 data_cost: 0.0012 ips: 8.2346 images/s [04/08 11:32:39] ppdet.engine INFO: Epoch: [21] [4500/7329] learning_rate: 0.000100 loss_class: 0.567933 loss_bbox: 0.135769 loss_giou: 0.397305 loss_class_aux: 3.542900 loss_bbox_aux: 0.903590 loss_giou_aux: 2.565983 loss_class_dn: 0.320529 loss_bbox_dn: 0.168843 loss_giou_dn: 0.414660 loss_class_aux_dn: 1.703136 loss_bbox_aux_dn: 0.961729 loss_giou_aux_dn: 2.266077 loss: 15.227236 eta: 2 days, 18:19:56 batch_cost: 0.5049 data_cost: 0.0013 ips: 7.9228 images/s [04/08 11:33:36] ppdet.engine INFO: Epoch: [21] [4600/7329] learning_rate: 0.000100 loss_class: 0.558482 loss_bbox: 0.136975 loss_giou: 0.388515 loss_class_aux: 3.599096 loss_bbox_aux: 0.928295 loss_giou_aux: 2.438666 loss_class_dn: 0.314932 loss_bbox_dn: 0.160316 loss_giou_dn: 0.376457 loss_class_aux_dn: 1.727514 loss_bbox_aux_dn: 0.950872 loss_giou_aux_dn: 2.078902 loss: 14.160611 eta: 2 days, 18:19:01 batch_cost: 0.5120 data_cost: 0.0013 ips: 7.8123 images/s [04/08 11:34:38] ppdet.engine INFO: Epoch: [21] [4700/7329] learning_rate: 0.000100 loss_class: 0.587123 loss_bbox: 0.146106 loss_giou: 0.395290 loss_class_aux: 3.697978 loss_bbox_aux: 0.950262 loss_giou_aux: 2.496907 loss_class_dn: 0.316966 loss_bbox_dn: 0.180185 loss_giou_dn: 0.380452 loss_class_aux_dn: 1.733978 loss_bbox_aux_dn: 0.980556 loss_giou_aux_dn: 2.102522 loss: 14.534436 eta: 2 days, 18:18:18 batch_cost: 0.5525 data_cost: 0.0016 ips: 7.2400 images/s [04/08 11:35:37] ppdet.engine INFO: Epoch: [21] [4800/7329] learning_rate: 0.000100 loss_class: 0.681584 loss_bbox: 0.136416 loss_giou: 0.396335 loss_class_aux: 4.369549 loss_bbox_aux: 0.944617 loss_giou_aux: 2.580125 loss_class_dn: 0.374494 loss_bbox_dn: 0.176625 loss_giou_dn: 0.448258 loss_class_aux_dn: 2.007666 loss_bbox_aux_dn: 1.025825 loss_giou_aux_dn: 2.438340 loss: 16.249229 eta: 2 days, 18:17:29 batch_cost: 0.5362 data_cost: 0.0014 ips: 7.4605 images/s [04/08 11:36:36] ppdet.engine INFO: Epoch: [21] [4900/7329] learning_rate: 0.000100 loss_class: 0.623081 loss_bbox: 0.168415 loss_giou: 0.445389 loss_class_aux: 3.908336 loss_bbox_aux: 1.101405 loss_giou_aux: 2.818424 loss_class_dn: 0.345324 loss_bbox_dn: 0.188708 loss_giou_dn: 0.420974 loss_class_aux_dn: 1.856132 loss_bbox_aux_dn: 1.104094 loss_giou_aux_dn: 2.310434 loss: 15.689755 eta: 2 days, 18:16:37 batch_cost: 0.5207 data_cost: 0.0013 ips: 7.6827 images/s [04/08 11:37:29] ppdet.engine INFO: Epoch: [21] [5000/7329] learning_rate: 0.000100 loss_class: 0.596880 loss_bbox: 0.132424 loss_giou: 0.428401 loss_class_aux: 3.845115 loss_bbox_aux: 0.887674 loss_giou_aux: 2.717223 loss_class_dn: 0.334783 loss_bbox_dn: 0.149698 loss_giou_dn: 0.424845 loss_class_aux_dn: 1.803641 loss_bbox_aux_dn: 0.912320 loss_giou_aux_dn: 2.377005 loss: 14.991926 eta: 2 days, 18:15:32 batch_cost: 0.4773 data_cost: 0.0014 ips: 8.3813 images/s [04/08 11:38:25] ppdet.engine INFO: Epoch: [21] [5100/7329] learning_rate: 0.000100 loss_class: 0.612010 loss_bbox: 0.162620 loss_giou: 0.338481 loss_class_aux: 3.965291 loss_bbox_aux: 1.065566 loss_giou_aux: 2.224174 loss_class_dn: 0.323942 loss_bbox_dn: 0.197878 loss_giou_dn: 0.375628 loss_class_aux_dn: 1.766127 loss_bbox_aux_dn: 1.133947 loss_giou_aux_dn: 2.051723 loss: 13.873405 eta: 2 days, 18:14:32 batch_cost: 0.4966 data_cost: 0.0013 ips: 8.0549 images/s [04/08 11:39:25] ppdet.engine INFO: Epoch: [21] [5200/7329] learning_rate: 0.000100 loss_class: 0.670976 loss_bbox: 0.159375 loss_giou: 0.481994 loss_class_aux: 4.133468 loss_bbox_aux: 1.042268 loss_giou_aux: 3.027168 loss_class_dn: 0.386212 loss_bbox_dn: 0.190062 loss_giou_dn: 0.493530 loss_class_aux_dn: 2.081944 loss_bbox_aux_dn: 1.136291 loss_giou_aux_dn: 2.653447 loss: 17.743721 eta: 2 days, 18:13:45 batch_cost: 0.5409 data_cost: 0.0014 ips: 7.3947 images/s [04/08 11:40:25] ppdet.engine INFO: Epoch: [21] [5300/7329] learning_rate: 0.000100 loss_class: 0.567307 loss_bbox: 0.137547 loss_giou: 0.394899 loss_class_aux: 3.661682 loss_bbox_aux: 0.870891 loss_giou_aux: 2.487523 loss_class_dn: 0.318097 loss_bbox_dn: 0.160186 loss_giou_dn: 0.402077 loss_class_aux_dn: 1.710624 loss_bbox_aux_dn: 0.919223 loss_giou_aux_dn: 2.184361 loss: 14.398237 eta: 2 days, 18:12:56 batch_cost: 0.5332 data_cost: 0.0014 ips: 7.5013 images/s [04/08 11:41:28] ppdet.engine INFO: Epoch: [21] [5400/7329] learning_rate: 0.000100 loss_class: 0.656209 loss_bbox: 0.150900 loss_giou: 0.445422 loss_class_aux: 4.102774 loss_bbox_aux: 0.999263 loss_giou_aux: 2.843130 loss_class_dn: 0.340107 loss_bbox_dn: 0.186459 loss_giou_dn: 0.440206 loss_class_aux_dn: 1.830485 loss_bbox_aux_dn: 1.114767 loss_giou_aux_dn: 2.357527 loss: 14.849220 eta: 2 days, 18:12:16 batch_cost: 0.5637 data_cost: 0.0016 ips: 7.0965 images/s [04/08 11:42:22] ppdet.engine INFO: Epoch: [21] [5500/7329] learning_rate: 0.000100 loss_class: 0.600850 loss_bbox: 0.150726 loss_giou: 0.365021 loss_class_aux: 3.753877 loss_bbox_aux: 0.989843 loss_giou_aux: 2.335798 loss_class_dn: 0.309822 loss_bbox_dn: 0.167932 loss_giou_dn: 0.375561 loss_class_aux_dn: 1.647502 loss_bbox_aux_dn: 0.952043 loss_giou_aux_dn: 2.081172 loss: 14.170935 eta: 2 days, 18:11:12 batch_cost: 0.4831 data_cost: 0.0014 ips: 8.2796 images/s [04/08 11:43:18] ppdet.engine INFO: Epoch: [21] [5600/7329] learning_rate: 0.000100 loss_class: 0.598256 loss_bbox: 0.150801 loss_giou: 0.370641 loss_class_aux: 3.812034 loss_bbox_aux: 0.986092 loss_giou_aux: 2.383014 loss_class_dn: 0.334483 loss_bbox_dn: 0.173721 loss_giou_dn: 0.372150 loss_class_aux_dn: 1.756959 loss_bbox_aux_dn: 1.031798 loss_giou_aux_dn: 2.094104 loss: 14.188684 eta: 2 days, 18:10:13 batch_cost: 0.4970 data_cost: 0.0014 ips: 8.0486 images/s [04/08 11:44:12] ppdet.engine INFO: Epoch: [21] [5700/7329] learning_rate: 0.000100 loss_class: 0.597265 loss_bbox: 0.145376 loss_giou: 0.407798 loss_class_aux: 3.971189 loss_bbox_aux: 0.946360 loss_giou_aux: 2.575935 loss_class_dn: 0.341612 loss_bbox_dn: 0.176147 loss_giou_dn: 0.422178 loss_class_aux_dn: 1.871183 loss_bbox_aux_dn: 0.995525 loss_giou_aux_dn: 2.309940 loss: 15.529640 eta: 2 days, 18:09:09 batch_cost: 0.4818 data_cost: 0.0012 ips: 8.3029 images/s [04/08 11:45:07] ppdet.engine INFO: Epoch: [21] [5800/7329] learning_rate: 0.000100 loss_class: 0.598393 loss_bbox: 0.142694 loss_giou: 0.407911 loss_class_aux: 3.870981 loss_bbox_aux: 0.963801 loss_giou_aux: 2.447647 loss_class_dn: 0.328938 loss_bbox_dn: 0.179733 loss_giou_dn: 0.371440 loss_class_aux_dn: 1.787994 loss_bbox_aux_dn: 1.060872 loss_giou_aux_dn: 1.998616 loss: 14.852563 eta: 2 days, 18:08:06 batch_cost: 0.4839 data_cost: 0.0013 ips: 8.2663 images/s [04/08 11:46:04] ppdet.engine INFO: Epoch: [21] [5900/7329] learning_rate: 0.000100 loss_class: 0.584867 loss_bbox: 0.147263 loss_giou: 0.421825 loss_class_aux: 3.806279 loss_bbox_aux: 0.959891 loss_giou_aux: 2.698918 loss_class_dn: 0.330332 loss_bbox_dn: 0.181545 loss_giou_dn: 0.413662 loss_class_aux_dn: 1.752658 loss_bbox_aux_dn: 1.045634 loss_giou_aux_dn: 2.254129 loss: 14.854912 eta: 2 days, 18:07:09 batch_cost: 0.5052 data_cost: 0.0014 ips: 7.9176 images/s [04/08 11:46:59] ppdet.engine INFO: Epoch: [21] [6000/7329] learning_rate: 0.000100 loss_class: 0.570801 loss_bbox: 0.153268 loss_giou: 0.356339 loss_class_aux: 3.744948 loss_bbox_aux: 1.033833 loss_giou_aux: 2.245636 loss_class_dn: 0.329568 loss_bbox_dn: 0.175619 loss_giou_dn: 0.384380 loss_class_aux_dn: 1.713425 loss_bbox_aux_dn: 1.082419 loss_giou_aux_dn: 2.112149 loss: 14.954884 eta: 2 days, 18:06:08 batch_cost: 0.4943 data_cost: 0.0013 ips: 8.0928 images/s [04/08 11:47:59] ppdet.engine INFO: Epoch: [21] [6100/7329] learning_rate: 0.000100 loss_class: 0.691526 loss_bbox: 0.168422 loss_giou: 0.459223 loss_class_aux: 4.465704 loss_bbox_aux: 1.091474 loss_giou_aux: 2.993639 loss_class_dn: 0.360219 loss_bbox_dn: 0.177675 loss_giou_dn: 0.444955 loss_class_aux_dn: 1.879938 loss_bbox_aux_dn: 1.012688 loss_giou_aux_dn: 2.426911 loss: 16.705252 eta: 2 days, 18:05:18 batch_cost: 0.5288 data_cost: 0.0016 ips: 7.5636 images/s [04/08 11:49:00] ppdet.engine INFO: Epoch: [21] [6200/7329] learning_rate: 0.000100 loss_class: 0.704893 loss_bbox: 0.185474 loss_giou: 0.523002 loss_class_aux: 4.529152 loss_bbox_aux: 1.143287 loss_giou_aux: 3.265857 loss_class_dn: 0.427201 loss_bbox_dn: 0.187882 loss_giou_dn: 0.514617 loss_class_aux_dn: 2.259856 loss_bbox_aux_dn: 1.060115 loss_giou_aux_dn: 2.819949 loss: 18.838989 eta: 2 days, 18:04:34 batch_cost: 0.5516 data_cost: 0.0013 ips: 7.2518 images/s [04/08 11:50:08] ppdet.engine INFO: Epoch: [21] [6300/7329] learning_rate: 0.000100 loss_class: 0.619205 loss_bbox: 0.136927 loss_giou: 0.424447 loss_class_aux: 3.978328 loss_bbox_aux: 0.874030 loss_giou_aux: 2.587184 loss_class_dn: 0.329557 loss_bbox_dn: 0.168182 loss_giou_dn: 0.400427 loss_class_aux_dn: 1.747746 loss_bbox_aux_dn: 0.948184 loss_giou_aux_dn: 2.237535 loss: 15.067480 eta: 2 days, 18:04:05 batch_cost: 0.6021 data_cost: 0.0014 ips: 6.6438 images/s [04/08 11:51:08] ppdet.engine INFO: Epoch: [21] [6400/7329] learning_rate: 0.000100 loss_class: 0.596129 loss_bbox: 0.159829 loss_giou: 0.370027 loss_class_aux: 3.844063 loss_bbox_aux: 1.027850 loss_giou_aux: 2.296988 loss_class_dn: 0.334663 loss_bbox_dn: 0.192526 loss_giou_dn: 0.380138 loss_class_aux_dn: 1.764260 loss_bbox_aux_dn: 1.107425 loss_giou_aux_dn: 2.061417 loss: 14.787054 eta: 2 days, 18:03:17 batch_cost: 0.5377 data_cost: 0.0015 ips: 7.4397 images/s [04/08 11:52:09] ppdet.engine INFO: Epoch: [21] [6500/7329] learning_rate: 0.000100 loss_class: 0.582906 loss_bbox: 0.136302 loss_giou: 0.389639 loss_class_aux: 3.774806 loss_bbox_aux: 0.901862 loss_giou_aux: 2.486136 loss_class_dn: 0.348689 loss_bbox_dn: 0.150649 loss_giou_dn: 0.419052 loss_class_aux_dn: 1.878231 loss_bbox_aux_dn: 0.899761 loss_giou_aux_dn: 2.281543 loss: 14.141581 eta: 2 days, 18:02:31 batch_cost: 0.5447 data_cost: 0.0016 ips: 7.3435 images/s [04/08 11:53:10] ppdet.engine INFO: Epoch: [21] [6600/7329] learning_rate: 0.000100 loss_class: 0.678692 loss_bbox: 0.168782 loss_giou: 0.469884 loss_class_aux: 4.147916 loss_bbox_aux: 1.098258 loss_giou_aux: 2.902184 loss_class_dn: 0.372042 loss_bbox_dn: 0.190321 loss_giou_dn: 0.451830 loss_class_aux_dn: 2.001186 loss_bbox_aux_dn: 1.108053 loss_giou_aux_dn: 2.499691 loss: 17.287579 eta: 2 days, 18:01:44 batch_cost: 0.5415 data_cost: 0.0014 ips: 7.3864 images/s [04/08 11:54:07] ppdet.engine INFO: Epoch: [21] [6700/7329] learning_rate: 0.000100 loss_class: 0.634699 loss_bbox: 0.171610 loss_giou: 0.443830 loss_class_aux: 4.042598 loss_bbox_aux: 1.122630 loss_giou_aux: 2.802952 loss_class_dn: 0.360465 loss_bbox_dn: 0.185554 loss_giou_dn: 0.432610 loss_class_aux_dn: 1.926300 loss_bbox_aux_dn: 1.067321 loss_giou_aux_dn: 2.417969 loss: 16.149334 eta: 2 days, 18:00:50 batch_cost: 0.5144 data_cost: 0.0013 ips: 7.7761 images/s [04/08 11:55:05] ppdet.engine INFO: Epoch: [21] [6800/7329] learning_rate: 0.000100 loss_class: 0.569695 loss_bbox: 0.140393 loss_giou: 0.371215 loss_class_aux: 3.759580 loss_bbox_aux: 0.923993 loss_giou_aux: 2.367925 loss_class_dn: 0.318512 loss_bbox_dn: 0.158682 loss_giou_dn: 0.354356 loss_class_aux_dn: 1.705255 loss_bbox_aux_dn: 0.923932 loss_giou_aux_dn: 2.009352 loss: 14.405214 eta: 2 days, 17:59:57 batch_cost: 0.5195 data_cost: 0.0014 ips: 7.7002 images/s [04/08 11:56:00] ppdet.engine INFO: Epoch: [21] [6900/7329] learning_rate: 0.000100 loss_class: 0.625410 loss_bbox: 0.141794 loss_giou: 0.447442 loss_class_aux: 3.975732 loss_bbox_aux: 0.929168 loss_giou_aux: 2.804533 loss_class_dn: 0.367764 loss_bbox_dn: 0.157353 loss_giou_dn: 0.433888 loss_class_aux_dn: 1.969152 loss_bbox_aux_dn: 0.899619 loss_giou_aux_dn: 2.412484 loss: 15.791343 eta: 2 days, 17:58:56 batch_cost: 0.4908 data_cost: 0.0013 ips: 8.1502 images/s [04/08 11:57:00] ppdet.engine INFO: Epoch: [21] [7000/7329] learning_rate: 0.000100 loss_class: 0.601872 loss_bbox: 0.145632 loss_giou: 0.401947 loss_class_aux: 3.784145 loss_bbox_aux: 0.937207 loss_giou_aux: 2.448281 loss_class_dn: 0.354244 loss_bbox_dn: 0.164665 loss_giou_dn: 0.405506 loss_class_aux_dn: 1.875550 loss_bbox_aux_dn: 0.954762 loss_giou_aux_dn: 2.204040 loss: 15.380133 eta: 2 days, 17:58:07 batch_cost: 0.5352 data_cost: 0.0014 ips: 7.4737 images/s [04/08 11:58:05] ppdet.engine INFO: Epoch: [21] [7100/7329] learning_rate: 0.000100 loss_class: 0.701634 loss_bbox: 0.180612 loss_giou: 0.497034 loss_class_aux: 4.331721 loss_bbox_aux: 1.126374 loss_giou_aux: 3.236891 loss_class_dn: 0.422972 loss_bbox_dn: 0.180700 loss_giou_dn: 0.478871 loss_class_aux_dn: 2.207249 loss_bbox_aux_dn: 1.067329 loss_giou_aux_dn: 2.601719 loss: 18.486216 eta: 2 days, 17:57:29 batch_cost: 0.5712 data_cost: 0.0017 ips: 7.0030 images/s [04/08 11:59:01] ppdet.engine INFO: Epoch: [21] [7200/7329] learning_rate: 0.000100 loss_class: 0.521983 loss_bbox: 0.128766 loss_giou: 0.287387 loss_class_aux: 3.413970 loss_bbox_aux: 0.911604 loss_giou_aux: 1.876077 loss_class_dn: 0.286330 loss_bbox_dn: 0.144449 loss_giou_dn: 0.315437 loss_class_aux_dn: 1.612936 loss_bbox_aux_dn: 0.832245 loss_giou_aux_dn: 1.729062 loss: 12.427441 eta: 2 days, 17:56:29 batch_cost: 0.4940 data_cost: 0.0014 ips: 8.0972 images/s [04/08 11:59:58] ppdet.engine INFO: Epoch: [21] [7300/7329] learning_rate: 0.000100 loss_class: 0.594651 loss_bbox: 0.146795 loss_giou: 0.395598 loss_class_aux: 3.814772 loss_bbox_aux: 1.023096 loss_giou_aux: 2.505590 loss_class_dn: 0.337706 loss_bbox_dn: 0.157683 loss_giou_dn: 0.404041 loss_class_aux_dn: 1.801116 loss_bbox_aux_dn: 0.946931 loss_giou_aux_dn: 2.256982 loss: 15.149127 eta: 2 days, 17:55:32 batch_cost: 0.5052 data_cost: 0.0014 ips: 7.9169 images/s [04/08 12:00:18] ppdet.engine INFO: Eval iter: 0 [04/08 12:00:46] ppdet.engine INFO: Eval iter: 100 [04/08 12:01:13] ppdet.engine INFO: Eval iter: 200 [04/08 12:01:42] ppdet.engine INFO: Eval iter: 300 [04/08 12:02:10] ppdet.engine INFO: Eval iter: 400 [04/08 12:02:38] ppdet.engine INFO: Eval iter: 500 [04/08 12:03:05] ppdet.engine INFO: Eval iter: 600 [04/08 12:03:38] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/08 12:03:39] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=19.09s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=112.42s). Accumulating evaluation results... DONE (t=28.45s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.507 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.689 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.544 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.306 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.553 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.693 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.380 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.637 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.513 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.753 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/08 12:06:24] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.68467768632137 [04/08 12:06:24] ppdet.engine INFO: Best test bbox ap is 0.507. [04/08 12:06:28] ppdet.engine INFO: Epoch: [22] [ 0/7329] learning_rate: 0.000100 loss_class: 0.606710 loss_bbox: 0.146745 loss_giou: 0.448916 loss_class_aux: 3.918315 loss_bbox_aux: 1.016197 loss_giou_aux: 2.894581 loss_class_dn: 0.357645 loss_bbox_dn: 0.153859 loss_giou_dn: 0.434869 loss_class_aux_dn: 1.892823 loss_bbox_aux_dn: 0.917341 loss_giou_aux_dn: 2.439232 loss: 15.965667 eta: 2 days, 17:55:13 batch_cost: 0.4862 data_cost: 0.0014 ips: 8.2270 images/s [04/08 12:07:31] ppdet.engine INFO: Epoch: [22] [ 100/7329] learning_rate: 0.000100 loss_class: 0.603701 loss_bbox: 0.166571 loss_giou: 0.409749 loss_class_aux: 3.855936 loss_bbox_aux: 1.057836 loss_giou_aux: 2.572952 loss_class_dn: 0.348484 loss_bbox_dn: 0.177306 loss_giou_dn: 0.426925 loss_class_aux_dn: 1.866007 loss_bbox_aux_dn: 1.026543 loss_giou_aux_dn: 2.316068 loss: 15.218811 eta: 2 days, 17:54:35 batch_cost: 0.5726 data_cost: 0.0017 ips: 6.9857 images/s [04/08 12:08:33] ppdet.engine INFO: Epoch: [22] [ 200/7329] learning_rate: 0.000100 loss_class: 0.678271 loss_bbox: 0.171746 loss_giou: 0.475168 loss_class_aux: 4.319978 loss_bbox_aux: 1.161489 loss_giou_aux: 3.127754 loss_class_dn: 0.378827 loss_bbox_dn: 0.191607 loss_giou_dn: 0.481651 loss_class_aux_dn: 2.013922 loss_bbox_aux_dn: 1.072481 loss_giou_aux_dn: 2.609553 loss: 17.057878 eta: 2 days, 17:53:48 batch_cost: 0.5435 data_cost: 0.0018 ips: 7.3591 images/s [04/08 12:09:36] ppdet.engine INFO: Epoch: [22] [ 300/7329] learning_rate: 0.000100 loss_class: 0.641409 loss_bbox: 0.155345 loss_giou: 0.488042 loss_class_aux: 4.070173 loss_bbox_aux: 1.010998 loss_giou_aux: 3.060061 loss_class_dn: 0.381356 loss_bbox_dn: 0.161460 loss_giou_dn: 0.450546 loss_class_aux_dn: 2.001040 loss_bbox_aux_dn: 0.926208 loss_giou_aux_dn: 2.579400 loss: 16.447514 eta: 2 days, 17:53:07 batch_cost: 0.5606 data_cost: 0.0018 ips: 7.1355 images/s [04/08 12:10:35] ppdet.engine INFO: Epoch: [22] [ 400/7329] learning_rate: 0.000100 loss_class: 0.548582 loss_bbox: 0.134677 loss_giou: 0.374989 loss_class_aux: 3.669086 loss_bbox_aux: 0.888491 loss_giou_aux: 2.475159 loss_class_dn: 0.334190 loss_bbox_dn: 0.165256 loss_giou_dn: 0.396937 loss_class_aux_dn: 1.809148 loss_bbox_aux_dn: 0.975236 loss_giou_aux_dn: 2.216504 loss: 13.970647 eta: 2 days, 17:52:17 batch_cost: 0.5301 data_cost: 0.0013 ips: 7.5457 images/s [04/08 12:11:34] ppdet.engine INFO: Epoch: [22] [ 500/7329] learning_rate: 0.000100 loss_class: 0.587714 loss_bbox: 0.143375 loss_giou: 0.374580 loss_class_aux: 3.877957 loss_bbox_aux: 0.987667 loss_giou_aux: 2.445443 loss_class_dn: 0.347928 loss_bbox_dn: 0.169379 loss_giou_dn: 0.393393 loss_class_aux_dn: 1.818305 loss_bbox_aux_dn: 1.025384 loss_giou_aux_dn: 2.216198 loss: 14.854772 eta: 2 days, 17:51:27 batch_cost: 0.5293 data_cost: 0.0015 ips: 7.5571 images/s [04/08 12:12:36] ppdet.engine INFO: Epoch: [22] [ 600/7329] learning_rate: 0.000100 loss_class: 0.596544 loss_bbox: 0.170304 loss_giou: 0.397394 loss_class_aux: 3.912591 loss_bbox_aux: 1.098720 loss_giou_aux: 2.545422 loss_class_dn: 0.349175 loss_bbox_dn: 0.177223 loss_giou_dn: 0.430992 loss_class_aux_dn: 1.852588 loss_bbox_aux_dn: 0.970226 loss_giou_aux_dn: 2.306281 loss: 15.121399 eta: 2 days, 17:50:42 batch_cost: 0.5481 data_cost: 0.0017 ips: 7.2977 images/s [04/08 12:13:35] ppdet.engine INFO: Epoch: [22] [ 700/7329] learning_rate: 0.000100 loss_class: 0.624489 loss_bbox: 0.157535 loss_giou: 0.412870 loss_class_aux: 3.906990 loss_bbox_aux: 0.986129 loss_giou_aux: 2.660868 loss_class_dn: 0.339198 loss_bbox_dn: 0.172682 loss_giou_dn: 0.399599 loss_class_aux_dn: 1.823298 loss_bbox_aux_dn: 1.029524 loss_giou_aux_dn: 2.176716 loss: 14.841242 eta: 2 days, 17:49:48 batch_cost: 0.5180 data_cost: 0.0017 ips: 7.7222 images/s [04/08 12:14:30] ppdet.engine INFO: Epoch: [22] [ 800/7329] learning_rate: 0.000100 loss_class: 0.634949 loss_bbox: 0.160492 loss_giou: 0.458726 loss_class_aux: 3.956798 loss_bbox_aux: 1.112854 loss_giou_aux: 2.949873 loss_class_dn: 0.370481 loss_bbox_dn: 0.171938 loss_giou_dn: 0.477340 loss_class_aux_dn: 2.032936 loss_bbox_aux_dn: 1.093878 loss_giou_aux_dn: 2.649294 loss: 16.228874 eta: 2 days, 17:48:45 batch_cost: 0.4834 data_cost: 0.0015 ips: 8.2746 images/s [04/08 12:15:28] ppdet.engine INFO: Epoch: [22] [ 900/7329] learning_rate: 0.000100 loss_class: 0.599768 loss_bbox: 0.159431 loss_giou: 0.464820 loss_class_aux: 3.756467 loss_bbox_aux: 1.082464 loss_giou_aux: 2.918905 loss_class_dn: 0.369429 loss_bbox_dn: 0.189544 loss_giou_dn: 0.475808 loss_class_aux_dn: 1.980760 loss_bbox_aux_dn: 1.124532 loss_giou_aux_dn: 2.517694 loss: 16.972340 eta: 2 days, 17:47:52 batch_cost: 0.5191 data_cost: 0.0014 ips: 7.7059 images/s [04/08 12:16:30] ppdet.engine INFO: Epoch: [22] [1000/7329] learning_rate: 0.000100 loss_class: 0.544764 loss_bbox: 0.125781 loss_giou: 0.328096 loss_class_aux: 3.493532 loss_bbox_aux: 0.812917 loss_giou_aux: 2.039736 loss_class_dn: 0.299101 loss_bbox_dn: 0.151782 loss_giou_dn: 0.332911 loss_class_aux_dn: 1.614940 loss_bbox_aux_dn: 0.929358 loss_giou_aux_dn: 1.851047 loss: 13.289301 eta: 2 days, 17:47:06 batch_cost: 0.5432 data_cost: 0.0017 ips: 7.3637 images/s [04/08 12:17:27] ppdet.engine INFO: Epoch: [22] [1100/7329] learning_rate: 0.000100 loss_class: 0.605152 loss_bbox: 0.164594 loss_giou: 0.346107 loss_class_aux: 3.824064 loss_bbox_aux: 1.057251 loss_giou_aux: 2.202448 loss_class_dn: 0.338183 loss_bbox_dn: 0.181892 loss_giou_dn: 0.364316 loss_class_aux_dn: 1.830543 loss_bbox_aux_dn: 1.073590 loss_giou_aux_dn: 2.035327 loss: 14.560834 eta: 2 days, 17:46:08 batch_cost: 0.5043 data_cost: 0.0015 ips: 7.9317 images/s [04/08 12:18:27] ppdet.engine INFO: Epoch: [22] [1200/7329] learning_rate: 0.000100 loss_class: 0.634228 loss_bbox: 0.144437 loss_giou: 0.472137 loss_class_aux: 4.064695 loss_bbox_aux: 0.966842 loss_giou_aux: 2.871214 loss_class_dn: 0.366380 loss_bbox_dn: 0.165976 loss_giou_dn: 0.459197 loss_class_aux_dn: 1.943946 loss_bbox_aux_dn: 1.026080 loss_giou_aux_dn: 2.498230 loss: 16.547338 eta: 2 days, 17:45:18 batch_cost: 0.5303 data_cost: 0.0015 ips: 7.5435 images/s [04/08 12:19:26] ppdet.engine INFO: Epoch: [22] [1300/7329] learning_rate: 0.000100 loss_class: 0.626390 loss_bbox: 0.160136 loss_giou: 0.451285 loss_class_aux: 3.885926 loss_bbox_aux: 1.057581 loss_giou_aux: 2.885613 loss_class_dn: 0.362898 loss_bbox_dn: 0.179375 loss_giou_dn: 0.451203 loss_class_aux_dn: 1.952008 loss_bbox_aux_dn: 1.015349 loss_giou_aux_dn: 2.471692 loss: 16.441635 eta: 2 days, 17:44:28 batch_cost: 0.5297 data_cost: 0.0013 ips: 7.5515 images/s [04/08 12:20:23] ppdet.engine INFO: Epoch: [22] [1400/7329] learning_rate: 0.000100 loss_class: 0.645311 loss_bbox: 0.158720 loss_giou: 0.475902 loss_class_aux: 4.087566 loss_bbox_aux: 1.065756 loss_giou_aux: 3.028546 loss_class_dn: 0.371447 loss_bbox_dn: 0.195552 loss_giou_dn: 0.486175 loss_class_aux_dn: 1.932827 loss_bbox_aux_dn: 1.118926 loss_giou_aux_dn: 2.609331 loss: 16.383137 eta: 2 days, 17:43:31 batch_cost: 0.5038 data_cost: 0.0014 ips: 7.9390 images/s [04/08 12:21:23] ppdet.engine INFO: Epoch: [22] [1500/7329] learning_rate: 0.000100 loss_class: 0.620403 loss_bbox: 0.153425 loss_giou: 0.433845 loss_class_aux: 4.027639 loss_bbox_aux: 0.985351 loss_giou_aux: 2.770619 loss_class_dn: 0.373374 loss_bbox_dn: 0.188018 loss_giou_dn: 0.434538 loss_class_aux_dn: 1.992534 loss_bbox_aux_dn: 1.033644 loss_giou_aux_dn: 2.383360 loss: 15.961719 eta: 2 days, 17:42:42 batch_cost: 0.5340 data_cost: 0.0016 ips: 7.4910 images/s [04/08 12:22:20] ppdet.engine INFO: Epoch: [22] [1600/7329] learning_rate: 0.000100 loss_class: 0.618080 loss_bbox: 0.143796 loss_giou: 0.432951 loss_class_aux: 3.871834 loss_bbox_aux: 0.915065 loss_giou_aux: 2.677130 loss_class_dn: 0.341267 loss_bbox_dn: 0.167295 loss_giou_dn: 0.447814 loss_class_aux_dn: 1.831719 loss_bbox_aux_dn: 0.986996 loss_giou_aux_dn: 2.398568 loss: 15.670368 eta: 2 days, 17:41:47 batch_cost: 0.5119 data_cost: 0.0015 ips: 7.8136 images/s [04/08 12:23:16] ppdet.engine INFO: Epoch: [22] [1700/7329] learning_rate: 0.000100 loss_class: 0.662946 loss_bbox: 0.147740 loss_giou: 0.457605 loss_class_aux: 4.308150 loss_bbox_aux: 1.003847 loss_giou_aux: 2.910347 loss_class_dn: 0.385741 loss_bbox_dn: 0.173404 loss_giou_dn: 0.471815 loss_class_aux_dn: 2.015496 loss_bbox_aux_dn: 1.021503 loss_giou_aux_dn: 2.582309 loss: 16.586519 eta: 2 days, 17:40:46 batch_cost: 0.4911 data_cost: 0.0013 ips: 8.1442 images/s [04/08 12:24:09] ppdet.engine INFO: Epoch: [22] [1800/7329] learning_rate: 0.000100 loss_class: 0.611194 loss_bbox: 0.153377 loss_giou: 0.396194 loss_class_aux: 3.874293 loss_bbox_aux: 1.034867 loss_giou_aux: 2.585592 loss_class_dn: 0.321859 loss_bbox_dn: 0.187660 loss_giou_dn: 0.398527 loss_class_aux_dn: 1.717086 loss_bbox_aux_dn: 1.075349 loss_giou_aux_dn: 2.278422 loss: 14.882784 eta: 2 days, 17:39:41 batch_cost: 0.4767 data_cost: 0.0013 ips: 8.3907 images/s [04/08 12:25:10] ppdet.engine INFO: Epoch: [22] [1900/7329] learning_rate: 0.000100 loss_class: 0.594063 loss_bbox: 0.152947 loss_giou: 0.404683 loss_class_aux: 3.910532 loss_bbox_aux: 0.983320 loss_giou_aux: 2.463823 loss_class_dn: 0.327569 loss_bbox_dn: 0.168561 loss_giou_dn: 0.375359 loss_class_aux_dn: 1.758408 loss_bbox_aux_dn: 0.962343 loss_giou_aux_dn: 2.042386 loss: 14.555038 eta: 2 days, 17:38:52 batch_cost: 0.5357 data_cost: 0.0016 ips: 7.4671 images/s [04/08 12:26:12] ppdet.engine INFO: Epoch: [22] [2000/7329] learning_rate: 0.000100 loss_class: 0.666427 loss_bbox: 0.157079 loss_giou: 0.485906 loss_class_aux: 4.131011 loss_bbox_aux: 1.036762 loss_giou_aux: 3.029548 loss_class_dn: 0.363834 loss_bbox_dn: 0.175824 loss_giou_dn: 0.454382 loss_class_aux_dn: 1.930628 loss_bbox_aux_dn: 1.008836 loss_giou_aux_dn: 2.461870 loss: 16.521971 eta: 2 days, 17:38:06 batch_cost: 0.5439 data_cost: 0.0017 ips: 7.3546 images/s [04/08 12:27:13] ppdet.engine INFO: Epoch: [22] [2100/7329] learning_rate: 0.000100 loss_class: 0.623129 loss_bbox: 0.156027 loss_giou: 0.392746 loss_class_aux: 3.945522 loss_bbox_aux: 1.061884 loss_giou_aux: 2.509031 loss_class_dn: 0.350185 loss_bbox_dn: 0.171241 loss_giou_dn: 0.395500 loss_class_aux_dn: 1.863332 loss_bbox_aux_dn: 1.001019 loss_giou_aux_dn: 2.152472 loss: 16.294060 eta: 2 days, 17:37:17 batch_cost: 0.5321 data_cost: 0.0014 ips: 7.5174 images/s [04/08 12:28:18] ppdet.engine INFO: Epoch: [22] [2200/7329] learning_rate: 0.000100 loss_class: 0.598063 loss_bbox: 0.133528 loss_giou: 0.366536 loss_class_aux: 3.753783 loss_bbox_aux: 0.912242 loss_giou_aux: 2.311478 loss_class_dn: 0.326657 loss_bbox_dn: 0.159833 loss_giou_dn: 0.362162 loss_class_aux_dn: 1.778793 loss_bbox_aux_dn: 0.944562 loss_giou_aux_dn: 1.987198 loss: 13.893054 eta: 2 days, 17:36:40 batch_cost: 0.5786 data_cost: 0.0015 ips: 6.9137 images/s [04/08 12:29:13] ppdet.engine INFO: Epoch: [22] [2300/7329] learning_rate: 0.000100 loss_class: 0.618237 loss_bbox: 0.160429 loss_giou: 0.469812 loss_class_aux: 3.968761 loss_bbox_aux: 1.051371 loss_giou_aux: 3.047484 loss_class_dn: 0.362011 loss_bbox_dn: 0.170946 loss_giou_dn: 0.475776 loss_class_aux_dn: 1.914199 loss_bbox_aux_dn: 0.982111 loss_giou_aux_dn: 2.534058 loss: 16.700146 eta: 2 days, 17:35:39 batch_cost: 0.4912 data_cost: 0.0014 ips: 8.1432 images/s [04/08 12:30:17] ppdet.engine INFO: Epoch: [22] [2400/7329] learning_rate: 0.000100 loss_class: 0.655696 loss_bbox: 0.170540 loss_giou: 0.406013 loss_class_aux: 4.220483 loss_bbox_aux: 1.107464 loss_giou_aux: 2.557153 loss_class_dn: 0.341054 loss_bbox_dn: 0.178479 loss_giou_dn: 0.408886 loss_class_aux_dn: 1.862415 loss_bbox_aux_dn: 1.043919 loss_giou_aux_dn: 2.252719 loss: 15.928537 eta: 2 days, 17:35:01 batch_cost: 0.5751 data_cost: 0.0014 ips: 6.9553 images/s [04/08 12:31:19] ppdet.engine INFO: Epoch: [22] [2500/7329] learning_rate: 0.000100 loss_class: 0.620442 loss_bbox: 0.128430 loss_giou: 0.385315 loss_class_aux: 3.883310 loss_bbox_aux: 0.851457 loss_giou_aux: 2.448067 loss_class_dn: 0.361375 loss_bbox_dn: 0.173287 loss_giou_dn: 0.405924 loss_class_aux_dn: 1.975619 loss_bbox_aux_dn: 1.016974 loss_giou_aux_dn: 2.199916 loss: 14.687386 eta: 2 days, 17:34:20 batch_cost: 0.5611 data_cost: 0.0013 ips: 7.1288 images/s [04/08 12:32:17] ppdet.engine INFO: Epoch: [22] [2600/7329] learning_rate: 0.000100 loss_class: 0.595541 loss_bbox: 0.141453 loss_giou: 0.368804 loss_class_aux: 3.888340 loss_bbox_aux: 0.954168 loss_giou_aux: 2.394498 loss_class_dn: 0.329397 loss_bbox_dn: 0.156606 loss_giou_dn: 0.392237 loss_class_aux_dn: 1.745545 loss_bbox_aux_dn: 0.908936 loss_giou_aux_dn: 2.199864 loss: 15.568378 eta: 2 days, 17:33:27 batch_cost: 0.5199 data_cost: 0.0013 ips: 7.6938 images/s [04/08 12:33:20] ppdet.engine INFO: Epoch: [22] [2700/7329] learning_rate: 0.000100 loss_class: 0.594075 loss_bbox: 0.146369 loss_giou: 0.367240 loss_class_aux: 3.855887 loss_bbox_aux: 0.976817 loss_giou_aux: 2.367506 loss_class_dn: 0.340574 loss_bbox_dn: 0.174986 loss_giou_dn: 0.379997 loss_class_aux_dn: 1.857002 loss_bbox_aux_dn: 1.072247 loss_giou_aux_dn: 2.115870 loss: 14.877130 eta: 2 days, 17:32:46 batch_cost: 0.5645 data_cost: 0.0014 ips: 7.0856 images/s [04/08 12:34:18] ppdet.engine INFO: Epoch: [22] [2800/7329] learning_rate: 0.000100 loss_class: 0.671947 loss_bbox: 0.159136 loss_giou: 0.442615 loss_class_aux: 4.257647 loss_bbox_aux: 1.011133 loss_giou_aux: 2.820631 loss_class_dn: 0.361732 loss_bbox_dn: 0.185155 loss_giou_dn: 0.466239 loss_class_aux_dn: 1.955702 loss_bbox_aux_dn: 1.016374 loss_giou_aux_dn: 2.588510 loss: 16.905426 eta: 2 days, 17:31:53 batch_cost: 0.5177 data_cost: 0.0013 ips: 7.7268 images/s [04/08 12:35:17] ppdet.engine INFO: Epoch: [22] [2900/7329] learning_rate: 0.000100 loss_class: 0.633762 loss_bbox: 0.146696 loss_giou: 0.403033 loss_class_aux: 4.107583 loss_bbox_aux: 1.007579 loss_giou_aux: 2.487438 loss_class_dn: 0.353301 loss_bbox_dn: 0.189747 loss_giou_dn: 0.386240 loss_class_aux_dn: 1.892895 loss_bbox_aux_dn: 1.090108 loss_giou_aux_dn: 2.143761 loss: 15.617667 eta: 2 days, 17:31:03 batch_cost: 0.5313 data_cost: 0.0014 ips: 7.5282 images/s [04/08 12:36:13] ppdet.engine INFO: Epoch: [22] [3000/7329] learning_rate: 0.000100 loss_class: 0.569111 loss_bbox: 0.149547 loss_giou: 0.359125 loss_class_aux: 3.656333 loss_bbox_aux: 0.939723 loss_giou_aux: 2.320655 loss_class_dn: 0.315761 loss_bbox_dn: 0.154211 loss_giou_dn: 0.385714 loss_class_aux_dn: 1.713640 loss_bbox_aux_dn: 0.898664 loss_giou_aux_dn: 2.083412 loss: 14.047035 eta: 2 days, 17:30:04 batch_cost: 0.4994 data_cost: 0.0014 ips: 8.0101 images/s [04/08 12:37:10] ppdet.engine INFO: Epoch: [22] [3100/7329] learning_rate: 0.000100 loss_class: 0.556266 loss_bbox: 0.147858 loss_giou: 0.415334 loss_class_aux: 3.803724 loss_bbox_aux: 0.970016 loss_giou_aux: 2.631956 loss_class_dn: 0.322808 loss_bbox_dn: 0.149539 loss_giou_dn: 0.397745 loss_class_aux_dn: 1.731145 loss_bbox_aux_dn: 0.884310 loss_giou_aux_dn: 2.215808 loss: 14.673001 eta: 2 days, 17:29:08 batch_cost: 0.5057 data_cost: 0.0015 ips: 7.9092 images/s [04/08 12:38:07] ppdet.engine INFO: Epoch: [22] [3200/7329] learning_rate: 0.000100 loss_class: 0.592853 loss_bbox: 0.161383 loss_giou: 0.447712 loss_class_aux: 3.793439 loss_bbox_aux: 1.065735 loss_giou_aux: 2.759346 loss_class_dn: 0.328791 loss_bbox_dn: 0.173832 loss_giou_dn: 0.398564 loss_class_aux_dn: 1.756692 loss_bbox_aux_dn: 1.022297 loss_giou_aux_dn: 2.231073 loss: 14.550247 eta: 2 days, 17:28:12 batch_cost: 0.5107 data_cost: 0.0013 ips: 7.8322 images/s [04/08 12:39:05] ppdet.engine INFO: Epoch: [22] [3300/7329] learning_rate: 0.000100 loss_class: 0.586813 loss_bbox: 0.148766 loss_giou: 0.425649 loss_class_aux: 3.809474 loss_bbox_aux: 1.022005 loss_giou_aux: 2.786018 loss_class_dn: 0.344591 loss_bbox_dn: 0.167120 loss_giou_dn: 0.430740 loss_class_aux_dn: 1.846846 loss_bbox_aux_dn: 0.951513 loss_giou_aux_dn: 2.344439 loss: 15.620178 eta: 2 days, 17:27:16 batch_cost: 0.5069 data_cost: 0.0016 ips: 7.8913 images/s [04/08 12:40:01] ppdet.engine INFO: Epoch: [22] [3400/7329] learning_rate: 0.000100 loss_class: 0.599410 loss_bbox: 0.148975 loss_giou: 0.436298 loss_class_aux: 3.973822 loss_bbox_aux: 1.006557 loss_giou_aux: 2.805354 loss_class_dn: 0.337909 loss_bbox_dn: 0.183004 loss_giou_dn: 0.428217 loss_class_aux_dn: 1.811641 loss_bbox_aux_dn: 1.033328 loss_giou_aux_dn: 2.376278 loss: 14.721779 eta: 2 days, 17:26:16 batch_cost: 0.4956 data_cost: 0.0015 ips: 8.0712 images/s [04/08 12:41:00] ppdet.engine INFO: Epoch: [22] [3500/7329] learning_rate: 0.000100 loss_class: 0.647909 loss_bbox: 0.156316 loss_giou: 0.423576 loss_class_aux: 4.165648 loss_bbox_aux: 1.021167 loss_giou_aux: 2.707929 loss_class_dn: 0.339442 loss_bbox_dn: 0.172714 loss_giou_dn: 0.401507 loss_class_aux_dn: 1.827873 loss_bbox_aux_dn: 1.000729 loss_giou_aux_dn: 2.211683 loss: 15.681982 eta: 2 days, 17:25:22 batch_cost: 0.5158 data_cost: 0.0017 ips: 7.7556 images/s [04/08 12:41:58] ppdet.engine INFO: Epoch: [22] [3600/7329] learning_rate: 0.000100 loss_class: 0.636077 loss_bbox: 0.149514 loss_giou: 0.445804 loss_class_aux: 4.053939 loss_bbox_aux: 0.993113 loss_giou_aux: 2.735905 loss_class_dn: 0.361115 loss_bbox_dn: 0.183590 loss_giou_dn: 0.414661 loss_class_aux_dn: 1.958947 loss_bbox_aux_dn: 1.052329 loss_giou_aux_dn: 2.290421 loss: 15.701593 eta: 2 days, 17:24:27 batch_cost: 0.5111 data_cost: 0.0016 ips: 7.8259 images/s [04/08 12:42:55] ppdet.engine INFO: Epoch: [22] [3700/7329] learning_rate: 0.000100 loss_class: 0.624957 loss_bbox: 0.157058 loss_giou: 0.426599 loss_class_aux: 4.002847 loss_bbox_aux: 1.048327 loss_giou_aux: 2.670318 loss_class_dn: 0.334032 loss_bbox_dn: 0.190817 loss_giou_dn: 0.429422 loss_class_aux_dn: 1.819021 loss_bbox_aux_dn: 1.120088 loss_giou_aux_dn: 2.329726 loss: 15.151987 eta: 2 days, 17:23:29 batch_cost: 0.5022 data_cost: 0.0017 ips: 7.9652 images/s [04/08 12:43:53] ppdet.engine INFO: Epoch: [22] [3800/7329] learning_rate: 0.000100 loss_class: 0.631295 loss_bbox: 0.157166 loss_giou: 0.395510 loss_class_aux: 3.977592 loss_bbox_aux: 0.989940 loss_giou_aux: 2.511152 loss_class_dn: 0.339116 loss_bbox_dn: 0.179967 loss_giou_dn: 0.375672 loss_class_aux_dn: 1.796984 loss_bbox_aux_dn: 1.047926 loss_giou_aux_dn: 2.070573 loss: 14.371905 eta: 2 days, 17:22:36 batch_cost: 0.5177 data_cost: 0.0014 ips: 7.7259 images/s [04/08 12:44:58] ppdet.engine INFO: Epoch: [22] [3900/7329] learning_rate: 0.000100 loss_class: 0.609162 loss_bbox: 0.154674 loss_giou: 0.331521 loss_class_aux: 4.010255 loss_bbox_aux: 1.017564 loss_giou_aux: 2.056947 loss_class_dn: 0.321685 loss_bbox_dn: 0.175951 loss_giou_dn: 0.364329 loss_class_aux_dn: 1.729553 loss_bbox_aux_dn: 1.016029 loss_giou_aux_dn: 1.947402 loss: 13.999586 eta: 2 days, 17:22:03 batch_cost: 0.5937 data_cost: 0.0014 ips: 6.7376 images/s [04/08 12:45:58] ppdet.engine INFO: Epoch: [22] [4000/7329] learning_rate: 0.000100 loss_class: 0.670067 loss_bbox: 0.153756 loss_giou: 0.465720 loss_class_aux: 4.332775 loss_bbox_aux: 0.970839 loss_giou_aux: 2.960886 loss_class_dn: 0.393565 loss_bbox_dn: 0.166138 loss_giou_dn: 0.457452 loss_class_aux_dn: 2.096068 loss_bbox_aux_dn: 1.019886 loss_giou_aux_dn: 2.558208 loss: 17.487076 eta: 2 days, 17:21:12 batch_cost: 0.5281 data_cost: 0.0018 ips: 7.5747 images/s [04/08 12:46:59] ppdet.engine INFO: Epoch: [22] [4100/7329] learning_rate: 0.000100 loss_class: 0.579118 loss_bbox: 0.148749 loss_giou: 0.391608 loss_class_aux: 3.825650 loss_bbox_aux: 0.998476 loss_giou_aux: 2.544636 loss_class_dn: 0.325504 loss_bbox_dn: 0.190489 loss_giou_dn: 0.390427 loss_class_aux_dn: 1.756514 loss_bbox_aux_dn: 1.086831 loss_giou_aux_dn: 2.109774 loss: 15.530231 eta: 2 days, 17:20:26 batch_cost: 0.5447 data_cost: 0.0014 ips: 7.3438 images/s [04/08 12:48:03] ppdet.engine INFO: Epoch: [22] [4200/7329] learning_rate: 0.000100 loss_class: 0.575875 loss_bbox: 0.142257 loss_giou: 0.374118 loss_class_aux: 3.754449 loss_bbox_aux: 0.989393 loss_giou_aux: 2.417989 loss_class_dn: 0.342395 loss_bbox_dn: 0.160682 loss_giou_dn: 0.383267 loss_class_aux_dn: 1.849467 loss_bbox_aux_dn: 0.947539 loss_giou_aux_dn: 2.096636 loss: 14.979998 eta: 2 days, 17:19:48 batch_cost: 0.5760 data_cost: 0.0014 ips: 6.9443 images/s [04/08 12:49:04] ppdet.engine INFO: Epoch: [22] [4300/7329] learning_rate: 0.000100 loss_class: 0.590230 loss_bbox: 0.156780 loss_giou: 0.395110 loss_class_aux: 3.841392 loss_bbox_aux: 1.013394 loss_giou_aux: 2.516118 loss_class_dn: 0.321822 loss_bbox_dn: 0.162074 loss_giou_dn: 0.372106 loss_class_aux_dn: 1.752816 loss_bbox_aux_dn: 0.989822 loss_giou_aux_dn: 2.093977 loss: 14.587643 eta: 2 days, 17:19:01 batch_cost: 0.5391 data_cost: 0.0015 ips: 7.4203 images/s [04/08 12:50:05] ppdet.engine INFO: Epoch: [22] [4400/7329] learning_rate: 0.000100 loss_class: 0.589566 loss_bbox: 0.128448 loss_giou: 0.398067 loss_class_aux: 3.728055 loss_bbox_aux: 0.851044 loss_giou_aux: 2.437080 loss_class_dn: 0.334341 loss_bbox_dn: 0.150146 loss_giou_dn: 0.370588 loss_class_aux_dn: 1.817905 loss_bbox_aux_dn: 0.884536 loss_giou_aux_dn: 2.017795 loss: 14.842943 eta: 2 days, 17:18:14 batch_cost: 0.5429 data_cost: 0.0015 ips: 7.3678 images/s [04/08 12:51:00] ppdet.engine INFO: Epoch: [22] [4500/7329] learning_rate: 0.000100 loss_class: 0.571176 loss_bbox: 0.139300 loss_giou: 0.362821 loss_class_aux: 3.834142 loss_bbox_aux: 0.930655 loss_giou_aux: 2.271117 loss_class_dn: 0.319564 loss_bbox_dn: 0.176473 loss_giou_dn: 0.378390 loss_class_aux_dn: 1.738639 loss_bbox_aux_dn: 1.063308 loss_giou_aux_dn: 2.075038 loss: 14.612249 eta: 2 days, 17:17:12 batch_cost: 0.4881 data_cost: 0.0014 ips: 8.1944 images/s [04/08 12:51:55] ppdet.engine INFO: Epoch: [22] [4600/7329] learning_rate: 0.000100 loss_class: 0.591946 loss_bbox: 0.165497 loss_giou: 0.416058 loss_class_aux: 3.845699 loss_bbox_aux: 1.045646 loss_giou_aux: 2.613661 loss_class_dn: 0.346380 loss_bbox_dn: 0.190019 loss_giou_dn: 0.402572 loss_class_aux_dn: 1.888525 loss_bbox_aux_dn: 1.077235 loss_giou_aux_dn: 2.266648 loss: 15.351511 eta: 2 days, 17:16:10 batch_cost: 0.4857 data_cost: 0.0014 ips: 8.2360 images/s [04/08 12:52:55] ppdet.engine INFO: Epoch: [22] [4700/7329] learning_rate: 0.000100 loss_class: 0.577739 loss_bbox: 0.154951 loss_giou: 0.393545 loss_class_aux: 3.675117 loss_bbox_aux: 0.983742 loss_giou_aux: 2.547383 loss_class_dn: 0.350688 loss_bbox_dn: 0.177602 loss_giou_dn: 0.423507 loss_class_aux_dn: 1.882198 loss_bbox_aux_dn: 1.033161 loss_giou_aux_dn: 2.261727 loss: 14.423676 eta: 2 days, 17:15:22 batch_cost: 0.5378 data_cost: 0.0013 ips: 7.4381 images/s [04/08 12:53:52] ppdet.engine INFO: Epoch: [22] [4800/7329] learning_rate: 0.000100 loss_class: 0.616249 loss_bbox: 0.151137 loss_giou: 0.451334 loss_class_aux: 3.978326 loss_bbox_aux: 0.990463 loss_giou_aux: 2.944661 loss_class_dn: 0.347849 loss_bbox_dn: 0.165868 loss_giou_dn: 0.446470 loss_class_aux_dn: 1.874652 loss_bbox_aux_dn: 0.971402 loss_giou_aux_dn: 2.400826 loss: 15.228951 eta: 2 days, 17:14:27 batch_cost: 0.5101 data_cost: 0.0013 ips: 7.8415 images/s [04/08 12:54:51] ppdet.engine INFO: Epoch: [22] [4900/7329] learning_rate: 0.000100 loss_class: 0.553037 loss_bbox: 0.146598 loss_giou: 0.415585 loss_class_aux: 3.587842 loss_bbox_aux: 0.976642 loss_giou_aux: 2.709140 loss_class_dn: 0.324199 loss_bbox_dn: 0.162972 loss_giou_dn: 0.406285 loss_class_aux_dn: 1.743929 loss_bbox_aux_dn: 0.982171 loss_giou_aux_dn: 2.224189 loss: 14.714811 eta: 2 days, 17:13:34 batch_cost: 0.5203 data_cost: 0.0017 ips: 7.6875 images/s [04/08 12:55:50] ppdet.engine INFO: Epoch: [22] [5000/7329] learning_rate: 0.000100 loss_class: 0.623787 loss_bbox: 0.147100 loss_giou: 0.381736 loss_class_aux: 3.897239 loss_bbox_aux: 0.951631 loss_giou_aux: 2.522911 loss_class_dn: 0.319738 loss_bbox_dn: 0.159965 loss_giou_dn: 0.412398 loss_class_aux_dn: 1.726739 loss_bbox_aux_dn: 0.937804 loss_giou_aux_dn: 2.220638 loss: 14.505424 eta: 2 days, 17:12:41 batch_cost: 0.5214 data_cost: 0.0014 ips: 7.6723 images/s [04/08 12:56:53] ppdet.engine INFO: Epoch: [22] [5100/7329] learning_rate: 0.000100 loss_class: 0.622932 loss_bbox: 0.137801 loss_giou: 0.445744 loss_class_aux: 3.937001 loss_bbox_aux: 0.913185 loss_giou_aux: 2.756276 loss_class_dn: 0.360474 loss_bbox_dn: 0.164907 loss_giou_dn: 0.433570 loss_class_aux_dn: 1.853584 loss_bbox_aux_dn: 0.991403 loss_giou_aux_dn: 2.345079 loss: 15.499936 eta: 2 days, 17:11:59 batch_cost: 0.5598 data_cost: 0.0017 ips: 7.1448 images/s [04/08 12:57:52] ppdet.engine INFO: Epoch: [22] [5200/7329] learning_rate: 0.000100 loss_class: 0.667062 loss_bbox: 0.165771 loss_giou: 0.448003 loss_class_aux: 4.268091 loss_bbox_aux: 1.077666 loss_giou_aux: 2.839285 loss_class_dn: 0.348678 loss_bbox_dn: 0.166716 loss_giou_dn: 0.466579 loss_class_aux_dn: 1.867885 loss_bbox_aux_dn: 0.993510 loss_giou_aux_dn: 2.526696 loss: 16.875744 eta: 2 days, 17:11:07 batch_cost: 0.5236 data_cost: 0.0014 ips: 7.6391 images/s [04/08 12:58:47] ppdet.engine INFO: Epoch: [22] [5300/7329] learning_rate: 0.000100 loss_class: 0.583437 loss_bbox: 0.164953 loss_giou: 0.398227 loss_class_aux: 3.818227 loss_bbox_aux: 1.069948 loss_giou_aux: 2.503813 loss_class_dn: 0.329121 loss_bbox_dn: 0.183925 loss_giou_dn: 0.418617 loss_class_aux_dn: 1.750039 loss_bbox_aux_dn: 1.062742 loss_giou_aux_dn: 2.282455 loss: 14.939699 eta: 2 days, 17:10:04 batch_cost: 0.4838 data_cost: 0.0015 ips: 8.2681 images/s [04/08 12:59:50] ppdet.engine INFO: Epoch: [22] [5400/7329] learning_rate: 0.000100 loss_class: 0.610538 loss_bbox: 0.156076 loss_giou: 0.469499 loss_class_aux: 4.036314 loss_bbox_aux: 1.027363 loss_giou_aux: 2.947141 loss_class_dn: 0.355395 loss_bbox_dn: 0.181685 loss_giou_dn: 0.468985 loss_class_aux_dn: 1.920592 loss_bbox_aux_dn: 1.043411 loss_giou_aux_dn: 2.545671 loss: 15.992171 eta: 2 days, 17:09:25 batch_cost: 0.5702 data_cost: 0.0013 ips: 7.0151 images/s [04/08 13:00:52] ppdet.engine INFO: Epoch: [22] [5500/7329] learning_rate: 0.000100 loss_class: 0.583590 loss_bbox: 0.147179 loss_giou: 0.419092 loss_class_aux: 3.720208 loss_bbox_aux: 0.999226 loss_giou_aux: 2.634451 loss_class_dn: 0.348314 loss_bbox_dn: 0.180679 loss_giou_dn: 0.417515 loss_class_aux_dn: 1.845088 loss_bbox_aux_dn: 1.077352 loss_giou_aux_dn: 2.314664 loss: 15.624703 eta: 2 days, 17:08:42 batch_cost: 0.5560 data_cost: 0.0014 ips: 7.1949 images/s [04/08 13:01:55] ppdet.engine INFO: Epoch: [22] [5600/7329] learning_rate: 0.000100 loss_class: 0.564566 loss_bbox: 0.138531 loss_giou: 0.338976 loss_class_aux: 3.568738 loss_bbox_aux: 0.930961 loss_giou_aux: 2.096634 loss_class_dn: 0.319399 loss_bbox_dn: 0.152417 loss_giou_dn: 0.342550 loss_class_aux_dn: 1.707476 loss_bbox_aux_dn: 0.892240 loss_giou_aux_dn: 1.901576 loss: 13.696542 eta: 2 days, 17:08:00 batch_cost: 0.5613 data_cost: 0.0014 ips: 7.1263 images/s [04/08 13:02:55] ppdet.engine INFO: Epoch: [22] [5700/7329] learning_rate: 0.000100 loss_class: 0.635827 loss_bbox: 0.156571 loss_giou: 0.410315 loss_class_aux: 4.083001 loss_bbox_aux: 1.009206 loss_giou_aux: 2.687330 loss_class_dn: 0.341496 loss_bbox_dn: 0.173144 loss_giou_dn: 0.427013 loss_class_aux_dn: 1.830263 loss_bbox_aux_dn: 1.034561 loss_giou_aux_dn: 2.405494 loss: 15.602823 eta: 2 days, 17:07:11 batch_cost: 0.5353 data_cost: 0.0014 ips: 7.4723 images/s [04/08 13:03:53] ppdet.engine INFO: Epoch: [22] [5800/7329] learning_rate: 0.000100 loss_class: 0.570934 loss_bbox: 0.149389 loss_giou: 0.382860 loss_class_aux: 3.775511 loss_bbox_aux: 0.972632 loss_giou_aux: 2.423786 loss_class_dn: 0.323208 loss_bbox_dn: 0.168031 loss_giou_dn: 0.356003 loss_class_aux_dn: 1.748446 loss_bbox_aux_dn: 0.971214 loss_giou_aux_dn: 1.927903 loss: 15.039005 eta: 2 days, 17:06:20 batch_cost: 0.5249 data_cost: 0.0013 ips: 7.6207 images/s [04/08 13:04:48] ppdet.engine INFO: Epoch: [22] [5900/7329] learning_rate: 0.000100 loss_class: 0.643927 loss_bbox: 0.153651 loss_giou: 0.431894 loss_class_aux: 4.062943 loss_bbox_aux: 0.970085 loss_giou_aux: 2.636477 loss_class_dn: 0.346978 loss_bbox_dn: 0.172868 loss_giou_dn: 0.410930 loss_class_aux_dn: 1.872615 loss_bbox_aux_dn: 1.001876 loss_giou_aux_dn: 2.266673 loss: 14.988776 eta: 2 days, 17:05:18 batch_cost: 0.4875 data_cost: 0.0015 ips: 8.2053 images/s [04/08 13:05:44] ppdet.engine INFO: Epoch: [22] [6000/7329] learning_rate: 0.000100 loss_class: 0.657479 loss_bbox: 0.165547 loss_giou: 0.428239 loss_class_aux: 4.087431 loss_bbox_aux: 1.077675 loss_giou_aux: 2.789958 loss_class_dn: 0.373544 loss_bbox_dn: 0.182873 loss_giou_dn: 0.424685 loss_class_aux_dn: 1.975687 loss_bbox_aux_dn: 1.072488 loss_giou_aux_dn: 2.373193 loss: 16.940250 eta: 2 days, 17:04:18 batch_cost: 0.4920 data_cost: 0.0017 ips: 8.1304 images/s [04/08 13:06:44] ppdet.engine INFO: Epoch: [22] [6100/7329] learning_rate: 0.000100 loss_class: 0.648150 loss_bbox: 0.157016 loss_giou: 0.414804 loss_class_aux: 3.988030 loss_bbox_aux: 1.039547 loss_giou_aux: 2.665817 loss_class_dn: 0.354184 loss_bbox_dn: 0.166137 loss_giou_dn: 0.423582 loss_class_aux_dn: 1.891322 loss_bbox_aux_dn: 1.012209 loss_giou_aux_dn: 2.357537 loss: 15.993124 eta: 2 days, 17:03:31 batch_cost: 0.5418 data_cost: 0.0014 ips: 7.3830 images/s [04/08 13:07:42] ppdet.engine INFO: Epoch: [22] [6200/7329] learning_rate: 0.000100 loss_class: 0.626558 loss_bbox: 0.161489 loss_giou: 0.407971 loss_class_aux: 3.865634 loss_bbox_aux: 1.049585 loss_giou_aux: 2.562083 loss_class_dn: 0.349845 loss_bbox_dn: 0.195879 loss_giou_dn: 0.423764 loss_class_aux_dn: 1.866854 loss_bbox_aux_dn: 1.143184 loss_giou_aux_dn: 2.345602 loss: 16.209141 eta: 2 days, 17:02:36 batch_cost: 0.5140 data_cost: 0.0013 ips: 7.7816 images/s [04/08 13:08:40] ppdet.engine INFO: Epoch: [22] [6300/7329] learning_rate: 0.000100 loss_class: 0.633124 loss_bbox: 0.161203 loss_giou: 0.446878 loss_class_aux: 4.162844 loss_bbox_aux: 1.021843 loss_giou_aux: 2.983281 loss_class_dn: 0.373276 loss_bbox_dn: 0.170980 loss_giou_dn: 0.455684 loss_class_aux_dn: 1.970348 loss_bbox_aux_dn: 1.003971 loss_giou_aux_dn: 2.451055 loss: 17.072781 eta: 2 days, 17:01:43 batch_cost: 0.5178 data_cost: 0.0014 ips: 7.7251 images/s [04/08 13:09:35] ppdet.engine INFO: Epoch: [22] [6400/7329] learning_rate: 0.000100 loss_class: 0.589815 loss_bbox: 0.155875 loss_giou: 0.415919 loss_class_aux: 3.961055 loss_bbox_aux: 1.022302 loss_giou_aux: 2.633679 loss_class_dn: 0.336866 loss_bbox_dn: 0.170298 loss_giou_dn: 0.385970 loss_class_aux_dn: 1.791946 loss_bbox_aux_dn: 0.985829 loss_giou_aux_dn: 2.110016 loss: 14.976385 eta: 2 days, 17:00:43 batch_cost: 0.4930 data_cost: 0.0013 ips: 8.1135 images/s [04/08 13:10:33] ppdet.engine INFO: Epoch: [22] [6500/7329] learning_rate: 0.000100 loss_class: 0.607643 loss_bbox: 0.151907 loss_giou: 0.489408 loss_class_aux: 3.962642 loss_bbox_aux: 0.995676 loss_giou_aux: 3.078178 loss_class_dn: 0.358614 loss_bbox_dn: 0.158290 loss_giou_dn: 0.436852 loss_class_aux_dn: 1.920835 loss_bbox_aux_dn: 0.944823 loss_giou_aux_dn: 2.386184 loss: 15.785915 eta: 2 days, 16:59:48 batch_cost: 0.5132 data_cost: 0.0013 ips: 7.7942 images/s [04/08 13:11:27] ppdet.engine INFO: Epoch: [22] [6600/7329] learning_rate: 0.000100 loss_class: 0.608860 loss_bbox: 0.136432 loss_giou: 0.420139 loss_class_aux: 3.853467 loss_bbox_aux: 0.898497 loss_giou_aux: 2.696091 loss_class_dn: 0.316723 loss_bbox_dn: 0.159967 loss_giou_dn: 0.429798 loss_class_aux_dn: 1.716053 loss_bbox_aux_dn: 0.954436 loss_giou_aux_dn: 2.301180 loss: 14.904875 eta: 2 days, 16:58:46 batch_cost: 0.4856 data_cost: 0.0013 ips: 8.2369 images/s [04/08 13:12:26] ppdet.engine INFO: Epoch: [22] [6700/7329] learning_rate: 0.000100 loss_class: 0.636043 loss_bbox: 0.145574 loss_giou: 0.457572 loss_class_aux: 4.074814 loss_bbox_aux: 0.945307 loss_giou_aux: 2.963543 loss_class_dn: 0.344448 loss_bbox_dn: 0.154305 loss_giou_dn: 0.453474 loss_class_aux_dn: 1.816708 loss_bbox_aux_dn: 0.906701 loss_giou_aux_dn: 2.449836 loss: 16.061913 eta: 2 days, 16:57:55 batch_cost: 0.5288 data_cost: 0.0012 ips: 7.5646 images/s [04/08 13:13:29] ppdet.engine INFO: Epoch: [22] [6800/7329] learning_rate: 0.000100 loss_class: 0.564934 loss_bbox: 0.136135 loss_giou: 0.311795 loss_class_aux: 3.770999 loss_bbox_aux: 0.891128 loss_giou_aux: 2.026749 loss_class_dn: 0.321913 loss_bbox_dn: 0.157044 loss_giou_dn: 0.343057 loss_class_aux_dn: 1.720545 loss_bbox_aux_dn: 0.920412 loss_giou_aux_dn: 1.877182 loss: 13.690921 eta: 2 days, 16:57:11 batch_cost: 0.5537 data_cost: 0.0015 ips: 7.2244 images/s [04/08 13:14:29] ppdet.engine INFO: Epoch: [22] [6900/7329] learning_rate: 0.000100 loss_class: 0.633831 loss_bbox: 0.145773 loss_giou: 0.389866 loss_class_aux: 4.005486 loss_bbox_aux: 0.966542 loss_giou_aux: 2.458119 loss_class_dn: 0.335582 loss_bbox_dn: 0.169973 loss_giou_dn: 0.387567 loss_class_aux_dn: 1.808677 loss_bbox_aux_dn: 0.970823 loss_giou_aux_dn: 2.125429 loss: 15.076351 eta: 2 days, 16:56:22 batch_cost: 0.5344 data_cost: 0.0014 ips: 7.4848 images/s [04/08 13:15:25] ppdet.engine INFO: Epoch: [22] [7000/7329] learning_rate: 0.000100 loss_class: 0.649041 loss_bbox: 0.155961 loss_giou: 0.469385 loss_class_aux: 4.174386 loss_bbox_aux: 1.025400 loss_giou_aux: 3.075865 loss_class_dn: 0.365428 loss_bbox_dn: 0.175643 loss_giou_dn: 0.486408 loss_class_aux_dn: 1.951307 loss_bbox_aux_dn: 1.046468 loss_giou_aux_dn: 2.677043 loss: 16.747078 eta: 2 days, 16:55:22 batch_cost: 0.4923 data_cost: 0.0013 ips: 8.1259 images/s [04/08 13:16:20] ppdet.engine INFO: Epoch: [22] [7100/7329] learning_rate: 0.000100 loss_class: 0.563777 loss_bbox: 0.140811 loss_giou: 0.399657 loss_class_aux: 3.639148 loss_bbox_aux: 0.972396 loss_giou_aux: 2.658976 loss_class_dn: 0.310578 loss_bbox_dn: 0.174454 loss_giou_dn: 0.393756 loss_class_aux_dn: 1.684076 loss_bbox_aux_dn: 1.005365 loss_giou_aux_dn: 2.156176 loss: 13.611769 eta: 2 days, 16:54:22 batch_cost: 0.4948 data_cost: 0.0012 ips: 8.0846 images/s [04/08 13:17:15] ppdet.engine INFO: Epoch: [22] [7200/7329] learning_rate: 0.000100 loss_class: 0.613890 loss_bbox: 0.148396 loss_giou: 0.401859 loss_class_aux: 3.867358 loss_bbox_aux: 0.970740 loss_giou_aux: 2.574765 loss_class_dn: 0.353530 loss_bbox_dn: 0.165288 loss_giou_dn: 0.406685 loss_class_aux_dn: 1.843179 loss_bbox_aux_dn: 0.943045 loss_giou_aux_dn: 2.204662 loss: 15.998882 eta: 2 days, 16:53:21 batch_cost: 0.4871 data_cost: 0.0013 ips: 8.2124 images/s [04/08 13:18:18] ppdet.engine INFO: Epoch: [22] [7300/7329] learning_rate: 0.000100 loss_class: 0.640781 loss_bbox: 0.149379 loss_giou: 0.352388 loss_class_aux: 4.083343 loss_bbox_aux: 0.965764 loss_giou_aux: 2.289371 loss_class_dn: 0.351311 loss_bbox_dn: 0.185765 loss_giou_dn: 0.382799 loss_class_aux_dn: 1.869242 loss_bbox_aux_dn: 1.083369 loss_giou_aux_dn: 2.174705 loss: 16.081554 eta: 2 days, 16:52:41 batch_cost: 0.5706 data_cost: 0.0013 ips: 7.0097 images/s [04/08 13:18:38] ppdet.engine INFO: Eval iter: 0 [04/08 13:19:05] ppdet.engine INFO: Eval iter: 100 [04/08 13:19:31] ppdet.engine INFO: Eval iter: 200 [04/08 13:20:00] ppdet.engine INFO: Eval iter: 300 [04/08 13:20:29] ppdet.engine INFO: Eval iter: 400 [04/08 13:20:55] ppdet.engine INFO: Eval iter: 500 [04/08 13:21:22] ppdet.engine INFO: Eval iter: 600 [04/08 13:21:52] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [04/08 13:21:53] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.84s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=119.34s). Accumulating evaluation results... DONE (t=27.79s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.508 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.690 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.308 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.552 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.694 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.382 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.639 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.517 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.750 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/08 13:24:42] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.028387821892352 [04/08 13:24:42] ppdet.engine INFO: Best test bbox ap is 0.508. [04/08 13:24:45] ppdet.engine INFO: Epoch: [23] [ 0/7329] learning_rate: 0.000100 loss_class: 0.637834 loss_bbox: 0.137427 loss_giou: 0.378026 loss_class_aux: 4.083343 loss_bbox_aux: 0.909799 loss_giou_aux: 2.462690 loss_class_dn: 0.361476 loss_bbox_dn: 0.166705 loss_giou_dn: 0.390056 loss_class_aux_dn: 1.933268 loss_bbox_aux_dn: 1.000762 loss_giou_aux_dn: 2.203920 loss: 16.081554 eta: 2 days, 16:52:24 batch_cost: 0.5518 data_cost: 0.0014 ips: 7.2485 images/s [04/08 13:25:44] ppdet.engine INFO: Epoch: [23] [ 100/7329] learning_rate: 0.000100 loss_class: 0.558464 loss_bbox: 0.136195 loss_giou: 0.402183 loss_class_aux: 3.634690 loss_bbox_aux: 0.888728 loss_giou_aux: 2.524410 loss_class_dn: 0.340184 loss_bbox_dn: 0.148269 loss_giou_dn: 0.386661 loss_class_aux_dn: 1.802677 loss_bbox_aux_dn: 0.882221 loss_giou_aux_dn: 2.177444 loss: 14.633066 eta: 2 days, 16:51:33 batch_cost: 0.5254 data_cost: 0.0015 ips: 7.6135 images/s [04/08 13:26:42] ppdet.engine INFO: Epoch: [23] [ 200/7329] learning_rate: 0.000100 loss_class: 0.651840 loss_bbox: 0.138655 loss_giou: 0.406556 loss_class_aux: 4.150681 loss_bbox_aux: 0.932057 loss_giou_aux: 2.622368 loss_class_dn: 0.352351 loss_bbox_dn: 0.163676 loss_giou_dn: 0.408499 loss_class_aux_dn: 1.907529 loss_bbox_aux_dn: 0.995843 loss_giou_aux_dn: 2.262663 loss: 15.568230 eta: 2 days, 16:50:40 batch_cost: 0.5198 data_cost: 0.0014 ips: 7.6951 images/s [04/08 13:27:37] ppdet.engine INFO: Epoch: [23] [ 300/7329] learning_rate: 0.000100 loss_class: 0.594203 loss_bbox: 0.156522 loss_giou: 0.436748 loss_class_aux: 3.671878 loss_bbox_aux: 0.982388 loss_giou_aux: 2.773091 loss_class_dn: 0.366334 loss_bbox_dn: 0.185534 loss_giou_dn: 0.449954 loss_class_aux_dn: 1.954172 loss_bbox_aux_dn: 1.058464 loss_giou_aux_dn: 2.419284 loss: 15.565023 eta: 2 days, 16:49:38 batch_cost: 0.4845 data_cost: 0.0016 ips: 8.2558 images/s [04/08 13:28:43] ppdet.engine INFO: Epoch: [23] [ 400/7329] learning_rate: 0.000100 loss_class: 0.572557 loss_bbox: 0.128006 loss_giou: 0.345813 loss_class_aux: 3.725708 loss_bbox_aux: 0.898416 loss_giou_aux: 2.330036 loss_class_dn: 0.329671 loss_bbox_dn: 0.161057 loss_giou_dn: 0.338689 loss_class_aux_dn: 1.770617 loss_bbox_aux_dn: 0.994119 loss_giou_aux_dn: 1.934271 loss: 14.745979 eta: 2 days, 16:49:05 batch_cost: 0.5980 data_cost: 0.0013 ips: 6.6888 images/s [04/08 13:29:46] ppdet.engine INFO: Epoch: [23] [ 500/7329] learning_rate: 0.000100 loss_class: 0.636386 loss_bbox: 0.157499 loss_giou: 0.471243 loss_class_aux: 4.118417 loss_bbox_aux: 0.981513 loss_giou_aux: 3.028223 loss_class_dn: 0.378021 loss_bbox_dn: 0.162194 loss_giou_dn: 0.486664 loss_class_aux_dn: 2.008817 loss_bbox_aux_dn: 0.964783 loss_giou_aux_dn: 2.680344 loss: 17.169434 eta: 2 days, 16:48:22 batch_cost: 0.5572 data_cost: 0.0018 ips: 7.1786 images/s [04/08 13:30:43] ppdet.engine INFO: Epoch: [23] [ 600/7329] learning_rate: 0.000100 loss_class: 0.628260 loss_bbox: 0.155376 loss_giou: 0.398945 loss_class_aux: 4.090721 loss_bbox_aux: 1.044642 loss_giou_aux: 2.626163 loss_class_dn: 0.349291 loss_bbox_dn: 0.182983 loss_giou_dn: 0.421931 loss_class_aux_dn: 1.880132 loss_bbox_aux_dn: 1.088380 loss_giou_aux_dn: 2.317325 loss: 15.475233 eta: 2 days, 16:47:28 batch_cost: 0.5140 data_cost: 0.0014 ips: 7.7826 images/s [04/08 13:31:50] ppdet.engine INFO: Epoch: [23] [ 700/7329] learning_rate: 0.000100 loss_class: 0.661808 loss_bbox: 0.177357 loss_giou: 0.478684 loss_class_aux: 4.221806 loss_bbox_aux: 1.146607 loss_giou_aux: 2.982272 loss_class_dn: 0.365161 loss_bbox_dn: 0.188314 loss_giou_dn: 0.499252 loss_class_aux_dn: 1.965863 loss_bbox_aux_dn: 1.122278 loss_giou_aux_dn: 2.715733 loss: 16.646032 eta: 2 days, 16:46:57 batch_cost: 0.6013 data_cost: 0.0015 ips: 6.6525 images/s [04/08 13:32:50] ppdet.engine INFO: Epoch: [23] [ 800/7329] learning_rate: 0.000100 loss_class: 0.590482 loss_bbox: 0.152606 loss_giou: 0.394755 loss_class_aux: 3.823694 loss_bbox_aux: 1.021576 loss_giou_aux: 2.495564 loss_class_dn: 0.345548 loss_bbox_dn: 0.181404 loss_giou_dn: 0.391231 loss_class_aux_dn: 1.865155 loss_bbox_aux_dn: 1.020232 loss_giou_aux_dn: 2.147998 loss: 14.507317 eta: 2 days, 16:46:07 batch_cost: 0.5344 data_cost: 0.0014 ips: 7.4853 images/s [04/08 13:33:51] ppdet.engine INFO: Epoch: [23] [ 900/7329] learning_rate: 0.000100 loss_class: 0.568568 loss_bbox: 0.154846 loss_giou: 0.412653 loss_class_aux: 3.703645 loss_bbox_aux: 1.005868 loss_giou_aux: 2.639318 loss_class_dn: 0.311501 loss_bbox_dn: 0.172550 loss_giou_dn: 0.410974 loss_class_aux_dn: 1.685135 loss_bbox_aux_dn: 1.032210 loss_giou_aux_dn: 2.210692 loss: 14.082722 eta: 2 days, 16:45:24 batch_cost: 0.5577 data_cost: 0.0013 ips: 7.1728 images/s [04/08 13:34:55] ppdet.engine INFO: Epoch: [23] [1000/7329] learning_rate: 0.000100 loss_class: 0.556043 loss_bbox: 0.144034 loss_giou: 0.362036 loss_class_aux: 3.607128 loss_bbox_aux: 0.916869 loss_giou_aux: 2.340547 loss_class_dn: 0.324260 loss_bbox_dn: 0.174749 loss_giou_dn: 0.359061 loss_class_aux_dn: 1.760614 loss_bbox_aux_dn: 1.017955 loss_giou_aux_dn: 1.995782 loss: 13.845190 eta: 2 days, 16:44:43 batch_cost: 0.5623 data_cost: 0.0016 ips: 7.1133 images/s [04/08 13:35:50] ppdet.engine INFO: Epoch: [23] [1100/7329] learning_rate: 0.000100 loss_class: 0.545777 loss_bbox: 0.152912 loss_giou: 0.372511 loss_class_aux: 3.580169 loss_bbox_aux: 0.983754 loss_giou_aux: 2.367260 loss_class_dn: 0.311182 loss_bbox_dn: 0.158908 loss_giou_dn: 0.354334 loss_class_aux_dn: 1.690005 loss_bbox_aux_dn: 0.897460 loss_giou_aux_dn: 1.963436 loss: 13.429276 eta: 2 days, 16:43:43 batch_cost: 0.4942 data_cost: 0.0013 ips: 8.0938 images/s [04/08 13:36:52] ppdet.engine INFO: Epoch: [23] [1200/7329] learning_rate: 0.000100 loss_class: 0.611844 loss_bbox: 0.142720 loss_giou: 0.467095 loss_class_aux: 3.922458 loss_bbox_aux: 0.919915 loss_giou_aux: 3.054642 loss_class_dn: 0.368628 loss_bbox_dn: 0.150843 loss_giou_dn: 0.459668 loss_class_aux_dn: 1.938990 loss_bbox_aux_dn: 0.883002 loss_giou_aux_dn: 2.496434 loss: 16.016373 eta: 2 days, 16:42:59 batch_cost: 0.5550 data_cost: 0.0014 ips: 7.2072 images/s [04/08 13:37:51] ppdet.engine INFO: Epoch: [23] [1300/7329] learning_rate: 0.000100 loss_class: 0.653998 loss_bbox: 0.149710 loss_giou: 0.465376 loss_class_aux: 4.173554 loss_bbox_aux: 1.000677 loss_giou_aux: 2.937600 loss_class_dn: 0.379515 loss_bbox_dn: 0.155697 loss_giou_dn: 0.443617 loss_class_aux_dn: 2.061361 loss_bbox_aux_dn: 0.892098 loss_giou_aux_dn: 2.457750 loss: 17.246773 eta: 2 days, 16:42:07 batch_cost: 0.5220 data_cost: 0.0015 ips: 7.6635 images/s [04/08 13:38:52] ppdet.engine INFO: Epoch: [23] [1400/7329] learning_rate: 0.000100 loss_class: 0.582043 loss_bbox: 0.124846 loss_giou: 0.397110 loss_class_aux: 3.639326 loss_bbox_aux: 0.829081 loss_giou_aux: 2.533968 loss_class_dn: 0.339968 loss_bbox_dn: 0.137761 loss_giou_dn: 0.404671 loss_class_aux_dn: 1.812780 loss_bbox_aux_dn: 0.835258 loss_giou_aux_dn: 2.240436 loss: 15.170516 eta: 2 days, 16:41:20 batch_cost: 0.5439 data_cost: 0.0013 ips: 7.3538 images/s [04/08 13:39:50] ppdet.engine INFO: Epoch: [23] [1500/7329] learning_rate: 0.000100 loss_class: 0.624121 loss_bbox: 0.147238 loss_giou: 0.416448 loss_class_aux: 4.108011 loss_bbox_aux: 0.986980 loss_giou_aux: 2.525403 loss_class_dn: 0.346726 loss_bbox_dn: 0.178326 loss_giou_dn: 0.408774 loss_class_aux_dn: 1.850198 loss_bbox_aux_dn: 1.025735 loss_giou_aux_dn: 2.220910 loss: 15.163767 eta: 2 days, 16:40:27 batch_cost: 0.5198 data_cost: 0.0014 ips: 7.6960 images/s [04/08 13:40:46] ppdet.engine INFO: Epoch: [23] [1600/7329] learning_rate: 0.000100 loss_class: 0.589885 loss_bbox: 0.150192 loss_giou: 0.403021 loss_class_aux: 3.619595 loss_bbox_aux: 0.955902 loss_giou_aux: 2.616056 loss_class_dn: 0.313788 loss_bbox_dn: 0.165731 loss_giou_dn: 0.381386 loss_class_aux_dn: 1.666863 loss_bbox_aux_dn: 0.975425 loss_giou_aux_dn: 2.071968 loss: 14.287315 eta: 2 days, 16:39:30 batch_cost: 0.5023 data_cost: 0.0013 ips: 7.9636 images/s [04/08 13:41:41] ppdet.engine INFO: Epoch: [23] [1700/7329] learning_rate: 0.000100 loss_class: 0.550644 loss_bbox: 0.136755 loss_giou: 0.378582 loss_class_aux: 3.551704 loss_bbox_aux: 0.918303 loss_giou_aux: 2.455383 loss_class_dn: 0.315790 loss_bbox_dn: 0.153319 loss_giou_dn: 0.381788 loss_class_aux_dn: 1.681431 loss_bbox_aux_dn: 0.924013 loss_giou_aux_dn: 2.102963 loss: 14.226480 eta: 2 days, 16:38:29 batch_cost: 0.4908 data_cost: 0.0013 ips: 8.1498 images/s [04/08 13:42:38] ppdet.engine INFO: Epoch: [23] [1800/7329] learning_rate: 0.000100 loss_class: 0.533557 loss_bbox: 0.136520 loss_giou: 0.352214 loss_class_aux: 3.526034 loss_bbox_aux: 0.905932 loss_giou_aux: 2.198093 loss_class_dn: 0.321741 loss_bbox_dn: 0.158694 loss_giou_dn: 0.368340 loss_class_aux_dn: 1.752569 loss_bbox_aux_dn: 0.937390 loss_giou_aux_dn: 2.048926 loss: 14.047337 eta: 2 days, 16:37:32 batch_cost: 0.5023 data_cost: 0.0013 ips: 7.9637 images/s [04/08 13:43:35] ppdet.engine INFO: Epoch: [23] [1900/7329] learning_rate: 0.000100 loss_class: 0.655218 loss_bbox: 0.155754 loss_giou: 0.480800 loss_class_aux: 4.310487 loss_bbox_aux: 0.982669 loss_giou_aux: 2.910292 loss_class_dn: 0.385950 loss_bbox_dn: 0.176875 loss_giou_dn: 0.465375 loss_class_aux_dn: 2.077302 loss_bbox_aux_dn: 1.033790 loss_giou_aux_dn: 2.568083 loss: 17.696768 eta: 2 days, 16:36:35 batch_cost: 0.5047 data_cost: 0.0017 ips: 7.9249 images/s [04/08 13:44:34] ppdet.engine INFO: Epoch: [23] [2000/7329] learning_rate: 0.000100 loss_class: 0.675618 loss_bbox: 0.157748 loss_giou: 0.499299 loss_class_aux: 4.261469 loss_bbox_aux: 1.012067 loss_giou_aux: 3.093319 loss_class_dn: 0.393020 loss_bbox_dn: 0.179247 loss_giou_dn: 0.490910 loss_class_aux_dn: 2.067723 loss_bbox_aux_dn: 1.059708 loss_giou_aux_dn: 2.654518 loss: 17.378925 eta: 2 days, 16:35:44 batch_cost: 0.5290 data_cost: 0.0013 ips: 7.5610 images/s [04/08 13:45:35] ppdet.engine INFO: Epoch: [23] [2100/7329] learning_rate: 0.000100 loss_class: 0.602955 loss_bbox: 0.150870 loss_giou: 0.400017 loss_class_aux: 3.880785 loss_bbox_aux: 1.046164 loss_giou_aux: 2.606172 loss_class_dn: 0.367171 loss_bbox_dn: 0.163376 loss_giou_dn: 0.392875 loss_class_aux_dn: 1.993578 loss_bbox_aux_dn: 0.939767 loss_giou_aux_dn: 2.269150 loss: 16.159241 eta: 2 days, 16:34:57 batch_cost: 0.5416 data_cost: 0.0015 ips: 7.3858 images/s [04/08 13:46:30] ppdet.engine INFO: Epoch: [23] [2200/7329] learning_rate: 0.000100 loss_class: 0.572129 loss_bbox: 0.140795 loss_giou: 0.354893 loss_class_aux: 3.648738 loss_bbox_aux: 0.928168 loss_giou_aux: 2.284611 loss_class_dn: 0.313532 loss_bbox_dn: 0.173991 loss_giou_dn: 0.362577 loss_class_aux_dn: 1.701818 loss_bbox_aux_dn: 1.007874 loss_giou_aux_dn: 1.995530 loss: 14.032818 eta: 2 days, 16:33:55 batch_cost: 0.4866 data_cost: 0.0013 ips: 8.2196 images/s [04/08 13:47:31] ppdet.engine INFO: Epoch: [23] [2300/7329] learning_rate: 0.000100 loss_class: 0.668060 loss_bbox: 0.157419 loss_giou: 0.452074 loss_class_aux: 3.927289 loss_bbox_aux: 0.985585 loss_giou_aux: 2.896526 loss_class_dn: 0.374698 loss_bbox_dn: 0.175418 loss_giou_dn: 0.457131 loss_class_aux_dn: 2.021719 loss_bbox_aux_dn: 0.974582 loss_giou_aux_dn: 2.499249 loss: 16.582285 eta: 2 days, 16:33:08 batch_cost: 0.5404 data_cost: 0.0016 ips: 7.4024 images/s [04/08 13:48:29] ppdet.engine INFO: Epoch: [23] [2400/7329] learning_rate: 0.000100 loss_class: 0.602899 loss_bbox: 0.142273 loss_giou: 0.399900 loss_class_aux: 3.960262 loss_bbox_aux: 0.930209 loss_giou_aux: 2.516820 loss_class_dn: 0.333446 loss_bbox_dn: 0.191879 loss_giou_dn: 0.382053 loss_class_aux_dn: 1.783493 loss_bbox_aux_dn: 1.177171 loss_giou_aux_dn: 2.098511 loss: 14.524206 eta: 2 days, 16:32:15 batch_cost: 0.5217 data_cost: 0.0014 ips: 7.6678 images/s [04/08 13:49:25] ppdet.engine INFO: Epoch: [23] [2500/7329] learning_rate: 0.000100 loss_class: 0.650069 loss_bbox: 0.145631 loss_giou: 0.446509 loss_class_aux: 4.093214 loss_bbox_aux: 0.939828 loss_giou_aux: 2.947481 loss_class_dn: 0.351069 loss_bbox_dn: 0.166776 loss_giou_dn: 0.441530 loss_class_aux_dn: 1.933992 loss_bbox_aux_dn: 0.959538 loss_giou_aux_dn: 2.406671 loss: 16.316303 eta: 2 days, 16:31:18 batch_cost: 0.5038 data_cost: 0.0014 ips: 7.9395 images/s [04/08 13:50:20] ppdet.engine INFO: Epoch: [23] [2600/7329] learning_rate: 0.000100 loss_class: 0.618855 loss_bbox: 0.152410 loss_giou: 0.440474 loss_class_aux: 3.879036 loss_bbox_aux: 0.982087 loss_giou_aux: 2.669306 loss_class_dn: 0.367539 loss_bbox_dn: 0.167951 loss_giou_dn: 0.426948 loss_class_aux_dn: 1.981634 loss_bbox_aux_dn: 1.005636 loss_giou_aux_dn: 2.344331 loss: 16.369053 eta: 2 days, 16:30:15 batch_cost: 0.4808 data_cost: 0.0014 ips: 8.3195 images/s [04/08 13:51:14] ppdet.engine INFO: Epoch: [23] [2700/7329] learning_rate: 0.000100 loss_class: 0.569133 loss_bbox: 0.144723 loss_giou: 0.406365 loss_class_aux: 3.799497 loss_bbox_aux: 0.989020 loss_giou_aux: 2.685187 loss_class_dn: 0.343328 loss_bbox_dn: 0.157443 loss_giou_dn: 0.415235 loss_class_aux_dn: 1.813052 loss_bbox_aux_dn: 0.880429 loss_giou_aux_dn: 2.322368 loss: 15.108270 eta: 2 days, 16:29:12 batch_cost: 0.4804 data_cost: 0.0013 ips: 8.3257 images/s [04/08 13:52:10] ppdet.engine INFO: Epoch: [23] [2800/7329] learning_rate: 0.000100 loss_class: 0.624102 loss_bbox: 0.162793 loss_giou: 0.401019 loss_class_aux: 3.947136 loss_bbox_aux: 1.083560 loss_giou_aux: 2.565182 loss_class_dn: 0.345960 loss_bbox_dn: 0.197182 loss_giou_dn: 0.428399 loss_class_aux_dn: 1.820211 loss_bbox_aux_dn: 1.145349 loss_giou_aux_dn: 2.323677 loss: 15.741353 eta: 2 days, 16:28:13 batch_cost: 0.4981 data_cost: 0.0013 ips: 8.0313 images/s [04/08 13:53:06] ppdet.engine INFO: Epoch: [23] [2900/7329] learning_rate: 0.000100 loss_class: 0.611290 loss_bbox: 0.145667 loss_giou: 0.468760 loss_class_aux: 4.030404 loss_bbox_aux: 0.966359 loss_giou_aux: 2.922367 loss_class_dn: 0.357348 loss_bbox_dn: 0.166095 loss_giou_dn: 0.446575 loss_class_aux_dn: 1.885791 loss_bbox_aux_dn: 1.005611 loss_giou_aux_dn: 2.462007 loss: 15.065124 eta: 2 days, 16:27:16 batch_cost: 0.5030 data_cost: 0.0014 ips: 7.9528 images/s [04/08 13:54:03] ppdet.engine INFO: Epoch: [23] [3000/7329] learning_rate: 0.000100 loss_class: 0.609415 loss_bbox: 0.161934 loss_giou: 0.394481 loss_class_aux: 3.923844 loss_bbox_aux: 1.035458 loss_giou_aux: 2.503012 loss_class_dn: 0.347964 loss_bbox_dn: 0.170515 loss_giou_dn: 0.409665 loss_class_aux_dn: 1.865203 loss_bbox_aux_dn: 1.016348 loss_giou_aux_dn: 2.227042 loss: 14.602983 eta: 2 days, 16:26:20 batch_cost: 0.5063 data_cost: 0.0013 ips: 7.9010 images/s [04/08 13:54:58] ppdet.engine INFO: Epoch: [23] [3100/7329] learning_rate: 0.000100 loss_class: 0.561998 loss_bbox: 0.150445 loss_giou: 0.366414 loss_class_aux: 3.598805 loss_bbox_aux: 1.013499 loss_giou_aux: 2.387549 loss_class_dn: 0.321878 loss_bbox_dn: 0.169178 loss_giou_dn: 0.381569 loss_class_aux_dn: 1.707244 loss_bbox_aux_dn: 1.019848 loss_giou_aux_dn: 2.120296 loss: 14.129059 eta: 2 days, 16:25:19 batch_cost: 0.4888 data_cost: 0.0014 ips: 8.1829 images/s [04/08 13:55:53] ppdet.engine INFO: Epoch: [23] [3200/7329] learning_rate: 0.000100 loss_class: 0.622374 loss_bbox: 0.138415 loss_giou: 0.418763 loss_class_aux: 4.063805 loss_bbox_aux: 0.887505 loss_giou_aux: 2.612851 loss_class_dn: 0.340567 loss_bbox_dn: 0.186599 loss_giou_dn: 0.415968 loss_class_aux_dn: 1.847886 loss_bbox_aux_dn: 1.092488 loss_giou_aux_dn: 2.301360 loss: 15.143110 eta: 2 days, 16:24:17 batch_cost: 0.4852 data_cost: 0.0013 ips: 8.2440 images/s [04/08 13:56:48] ppdet.engine INFO: Epoch: [23] [3300/7329] learning_rate: 0.000100 loss_class: 0.558472 loss_bbox: 0.130270 loss_giou: 0.360366 loss_class_aux: 3.642170 loss_bbox_aux: 0.861858 loss_giou_aux: 2.340970 loss_class_dn: 0.301285 loss_bbox_dn: 0.155786 loss_giou_dn: 0.338441 loss_class_aux_dn: 1.577531 loss_bbox_aux_dn: 0.891197 loss_giou_aux_dn: 1.903452 loss: 13.082759 eta: 2 days, 16:23:16 batch_cost: 0.4894 data_cost: 0.0013 ips: 8.1741 images/s [04/08 13:57:45] ppdet.engine INFO: Epoch: [23] [3400/7329] learning_rate: 0.000100 loss_class: 0.572373 loss_bbox: 0.141006 loss_giou: 0.461870 loss_class_aux: 3.746439 loss_bbox_aux: 0.926554 loss_giou_aux: 2.836442 loss_class_dn: 0.338403 loss_bbox_dn: 0.143674 loss_giou_dn: 0.429484 loss_class_aux_dn: 1.843868 loss_bbox_aux_dn: 0.848234 loss_giou_aux_dn: 2.352145 loss: 15.446030 eta: 2 days, 16:22:19 batch_cost: 0.5034 data_cost: 0.0013 ips: 7.9454 images/s [04/08 13:58:42] ppdet.engine INFO: Epoch: [23] [3500/7329] learning_rate: 0.000100 loss_class: 0.560568 loss_bbox: 0.154379 loss_giou: 0.378000 loss_class_aux: 3.719234 loss_bbox_aux: 1.004205 loss_giou_aux: 2.434692 loss_class_dn: 0.326407 loss_bbox_dn: 0.190749 loss_giou_dn: 0.384778 loss_class_aux_dn: 1.761224 loss_bbox_aux_dn: 1.115964 loss_giou_aux_dn: 2.158308 loss: 13.773490 eta: 2 days, 16:21:23 batch_cost: 0.5094 data_cost: 0.0013 ips: 7.8529 images/s [04/08 13:59:41] ppdet.engine INFO: Epoch: [23] [3600/7329] learning_rate: 0.000100 loss_class: 0.599955 loss_bbox: 0.140045 loss_giou: 0.325639 loss_class_aux: 3.714445 loss_bbox_aux: 0.956324 loss_giou_aux: 2.118374 loss_class_dn: 0.314553 loss_bbox_dn: 0.179025 loss_giou_dn: 0.342053 loss_class_aux_dn: 1.712442 loss_bbox_aux_dn: 1.019394 loss_giou_aux_dn: 1.903214 loss: 14.366395 eta: 2 days, 16:20:35 batch_cost: 0.5353 data_cost: 0.0014 ips: 7.4724 images/s [04/08 14:00:39] ppdet.engine INFO: Epoch: [23] [3700/7329] learning_rate: 0.000100 loss_class: 0.578773 loss_bbox: 0.144470 loss_giou: 0.368511 loss_class_aux: 3.637561 loss_bbox_aux: 0.970228 loss_giou_aux: 2.429262 loss_class_dn: 0.325524 loss_bbox_dn: 0.161949 loss_giou_dn: 0.367516 loss_class_aux_dn: 1.736164 loss_bbox_aux_dn: 0.939948 loss_giou_aux_dn: 2.025569 loss: 14.128117 eta: 2 days, 16:19:39 batch_cost: 0.5111 data_cost: 0.0014 ips: 7.8257 images/s [04/08 14:01:37] ppdet.engine INFO: Epoch: [23] [3800/7329] learning_rate: 0.000100 loss_class: 0.620384 loss_bbox: 0.157136 loss_giou: 0.424408 loss_class_aux: 3.832383 loss_bbox_aux: 1.036030 loss_giou_aux: 2.701719 loss_class_dn: 0.359068 loss_bbox_dn: 0.168880 loss_giou_dn: 0.437151 loss_class_aux_dn: 1.897660 loss_bbox_aux_dn: 0.993838 loss_giou_aux_dn: 2.441030 loss: 15.653721 eta: 2 days, 16:18:47 batch_cost: 0.5217 data_cost: 0.0014 ips: 7.6678 images/s [04/08 14:02:38] ppdet.engine INFO: Epoch: [23] [3900/7329] learning_rate: 0.000100 loss_class: 0.561056 loss_bbox: 0.148631 loss_giou: 0.382254 loss_class_aux: 3.626468 loss_bbox_aux: 1.006323 loss_giou_aux: 2.371285 loss_class_dn: 0.330549 loss_bbox_dn: 0.169561 loss_giou_dn: 0.367520 loss_class_aux_dn: 1.826864 loss_bbox_aux_dn: 1.015194 loss_giou_aux_dn: 1.987036 loss: 14.093212 eta: 2 days, 16:17:59 batch_cost: 0.5375 data_cost: 0.0017 ips: 7.4425 images/s [04/08 14:03:42] ppdet.engine INFO: Epoch: [23] [4000/7329] learning_rate: 0.000100 loss_class: 0.581308 loss_bbox: 0.142246 loss_giou: 0.341857 loss_class_aux: 3.688081 loss_bbox_aux: 0.955835 loss_giou_aux: 2.207027 loss_class_dn: 0.318115 loss_bbox_dn: 0.159229 loss_giou_dn: 0.349456 loss_class_aux_dn: 1.720585 loss_bbox_aux_dn: 0.982047 loss_giou_aux_dn: 1.891037 loss: 13.996134 eta: 2 days, 16:17:16 batch_cost: 0.5586 data_cost: 0.0021 ips: 7.1604 images/s [04/08 14:04:42] ppdet.engine INFO: Epoch: [23] [4100/7329] learning_rate: 0.000100 loss_class: 0.604677 loss_bbox: 0.158407 loss_giou: 0.429372 loss_class_aux: 3.841480 loss_bbox_aux: 1.033323 loss_giou_aux: 2.736205 loss_class_dn: 0.328743 loss_bbox_dn: 0.183645 loss_giou_dn: 0.430304 loss_class_aux_dn: 1.821740 loss_bbox_aux_dn: 1.027063 loss_giou_aux_dn: 2.344298 loss: 15.707511 eta: 2 days, 16:16:25 batch_cost: 0.5274 data_cost: 0.0014 ips: 7.5841 images/s [04/08 14:05:38] ppdet.engine INFO: Epoch: [23] [4200/7329] learning_rate: 0.000100 loss_class: 0.555811 loss_bbox: 0.156297 loss_giou: 0.485921 loss_class_aux: 3.665758 loss_bbox_aux: 1.003859 loss_giou_aux: 3.131520 loss_class_dn: 0.340376 loss_bbox_dn: 0.171536 loss_giou_dn: 0.434485 loss_class_aux_dn: 1.842199 loss_bbox_aux_dn: 1.001341 loss_giou_aux_dn: 2.386656 loss: 13.839476 eta: 2 days, 16:15:27 batch_cost: 0.4999 data_cost: 0.0014 ips: 8.0015 images/s [04/08 14:06:38] ppdet.engine INFO: Epoch: [23] [4300/7329] learning_rate: 0.000100 loss_class: 0.591634 loss_bbox: 0.144079 loss_giou: 0.407326 loss_class_aux: 3.802495 loss_bbox_aux: 0.983250 loss_giou_aux: 2.614777 loss_class_dn: 0.360862 loss_bbox_dn: 0.156643 loss_giou_dn: 0.396866 loss_class_aux_dn: 1.950518 loss_bbox_aux_dn: 0.934969 loss_giou_aux_dn: 2.182392 loss: 14.722009 eta: 2 days, 16:14:38 batch_cost: 0.5361 data_cost: 0.0017 ips: 7.4612 images/s [04/08 14:07:36] ppdet.engine INFO: Epoch: [23] [4400/7329] learning_rate: 0.000100 loss_class: 0.628775 loss_bbox: 0.145089 loss_giou: 0.416787 loss_class_aux: 3.952745 loss_bbox_aux: 0.996376 loss_giou_aux: 2.648064 loss_class_dn: 0.366405 loss_bbox_dn: 0.153191 loss_giou_dn: 0.405203 loss_class_aux_dn: 1.939833 loss_bbox_aux_dn: 0.912074 loss_giou_aux_dn: 2.281971 loss: 15.363901 eta: 2 days, 16:13:45 batch_cost: 0.5197 data_cost: 0.0013 ips: 7.6967 images/s [04/08 14:08:32] ppdet.engine INFO: Epoch: [23] [4500/7329] learning_rate: 0.000100 loss_class: 0.601826 loss_bbox: 0.152476 loss_giou: 0.362387 loss_class_aux: 3.758135 loss_bbox_aux: 0.988856 loss_giou_aux: 2.273607 loss_class_dn: 0.332573 loss_bbox_dn: 0.181681 loss_giou_dn: 0.392700 loss_class_aux_dn: 1.759559 loss_bbox_aux_dn: 1.043915 loss_giou_aux_dn: 2.095471 loss: 14.504391 eta: 2 days, 16:12:45 batch_cost: 0.4899 data_cost: 0.0015 ips: 8.1655 images/s [04/08 14:09:34] ppdet.engine INFO: Epoch: [23] [4600/7329] learning_rate: 0.000100 loss_class: 0.595355 loss_bbox: 0.156888 loss_giou: 0.438049 loss_class_aux: 3.998293 loss_bbox_aux: 1.075227 loss_giou_aux: 2.764136 loss_class_dn: 0.322223 loss_bbox_dn: 0.173525 loss_giou_dn: 0.408220 loss_class_aux_dn: 1.713786 loss_bbox_aux_dn: 1.017951 loss_giou_aux_dn: 2.257807 loss: 14.380358 eta: 2 days, 16:12:02 batch_cost: 0.5580 data_cost: 0.0014 ips: 7.1681 images/s [04/08 14:10:40] ppdet.engine INFO: Epoch: [23] [4700/7329] learning_rate: 0.000100 loss_class: 0.567825 loss_bbox: 0.137770 loss_giou: 0.379234 loss_class_aux: 3.628329 loss_bbox_aux: 0.964502 loss_giou_aux: 2.422275 loss_class_dn: 0.312390 loss_bbox_dn: 0.176014 loss_giou_dn: 0.367412 loss_class_aux_dn: 1.714147 loss_bbox_aux_dn: 1.028084 loss_giou_aux_dn: 2.125881 loss: 13.563457 eta: 2 days, 16:11:24 batch_cost: 0.5796 data_cost: 0.0015 ips: 6.9018 images/s [04/08 14:11:40] ppdet.engine INFO: Epoch: [23] [4800/7329] learning_rate: 0.000100 loss_class: 0.568470 loss_bbox: 0.161651 loss_giou: 0.399283 loss_class_aux: 3.638396 loss_bbox_aux: 1.058291 loss_giou_aux: 2.492123 loss_class_dn: 0.332290 loss_bbox_dn: 0.202788 loss_giou_dn: 0.379534 loss_class_aux_dn: 1.811413 loss_bbox_aux_dn: 1.129309 loss_giou_aux_dn: 2.132758 loss: 14.540013 eta: 2 days, 16:10:36 batch_cost: 0.5390 data_cost: 0.0013 ips: 7.4211 images/s [04/08 14:12:40] ppdet.engine INFO: Epoch: [23] [4900/7329] learning_rate: 0.000100 loss_class: 0.566546 loss_bbox: 0.139699 loss_giou: 0.353430 loss_class_aux: 3.829446 loss_bbox_aux: 0.979878 loss_giou_aux: 2.336080 loss_class_dn: 0.334747 loss_bbox_dn: 0.162684 loss_giou_dn: 0.389135 loss_class_aux_dn: 1.784890 loss_bbox_aux_dn: 0.942313 loss_giou_aux_dn: 2.110199 loss: 15.150936 eta: 2 days, 16:09:47 batch_cost: 0.5370 data_cost: 0.0014 ips: 7.4485 images/s [04/08 14:13:44] ppdet.engine INFO: Epoch: [23] [5000/7329] learning_rate: 0.000100 loss_class: 0.572074 loss_bbox: 0.141357 loss_giou: 0.380509 loss_class_aux: 3.604915 loss_bbox_aux: 0.897459 loss_giou_aux: 2.404388 loss_class_dn: 0.313854 loss_bbox_dn: 0.167570 loss_giou_dn: 0.373018 loss_class_aux_dn: 1.700250 loss_bbox_aux_dn: 0.961255 loss_giou_aux_dn: 2.067567 loss: 14.336748 eta: 2 days, 16:09:08 batch_cost: 0.5723 data_cost: 0.0013 ips: 6.9896 images/s [04/08 14:14:48] ppdet.engine INFO: Epoch: [23] [5100/7329] learning_rate: 0.000100 loss_class: 0.542232 loss_bbox: 0.144121 loss_giou: 0.411189 loss_class_aux: 3.631612 loss_bbox_aux: 0.961187 loss_giou_aux: 2.651237 loss_class_dn: 0.326019 loss_bbox_dn: 0.148140 loss_giou_dn: 0.402630 loss_class_aux_dn: 1.810188 loss_bbox_aux_dn: 0.843692 loss_giou_aux_dn: 2.234516 loss: 14.678429 eta: 2 days, 16:08:30 batch_cost: 0.5770 data_cost: 0.0014 ips: 6.9320 images/s [04/08 14:15:53] ppdet.engine INFO: Epoch: [23] [5200/7329] learning_rate: 0.000100 loss_class: 0.572074 loss_bbox: 0.146713 loss_giou: 0.351013 loss_class_aux: 3.603680 loss_bbox_aux: 1.016078 loss_giou_aux: 2.174824 loss_class_dn: 0.313366 loss_bbox_dn: 0.168633 loss_giou_dn: 0.339674 loss_class_aux_dn: 1.692522 loss_bbox_aux_dn: 0.969179 loss_giou_aux_dn: 1.955738 loss: 13.694519 eta: 2 days, 16:07:51 batch_cost: 0.5752 data_cost: 0.0015 ips: 6.9544 images/s [04/08 14:16:53] ppdet.engine INFO: Epoch: [23] [5300/7329] learning_rate: 0.000100 loss_class: 0.558305 loss_bbox: 0.125336 loss_giou: 0.326863 loss_class_aux: 3.424419 loss_bbox_aux: 0.828053 loss_giou_aux: 2.119703 loss_class_dn: 0.309377 loss_bbox_dn: 0.141974 loss_giou_dn: 0.322980 loss_class_aux_dn: 1.654920 loss_bbox_aux_dn: 0.858938 loss_giou_aux_dn: 1.812167 loss: 13.451413 eta: 2 days, 16:07:02 batch_cost: 0.5364 data_cost: 0.0016 ips: 7.4572 images/s [04/08 14:17:52] ppdet.engine INFO: Epoch: [23] [5400/7329] learning_rate: 0.000100 loss_class: 0.613777 loss_bbox: 0.151299 loss_giou: 0.454055 loss_class_aux: 4.084241 loss_bbox_aux: 0.980034 loss_giou_aux: 2.897985 loss_class_dn: 0.343696 loss_bbox_dn: 0.165695 loss_giou_dn: 0.454465 loss_class_aux_dn: 1.840828 loss_bbox_aux_dn: 1.012779 loss_giou_aux_dn: 2.514565 loss: 15.521498 eta: 2 days, 16:06:12 batch_cost: 0.5300 data_cost: 0.0014 ips: 7.5470 images/s [04/08 14:18:53] ppdet.engine INFO: Epoch: [23] [5500/7329] learning_rate: 0.000100 loss_class: 0.645680 loss_bbox: 0.166623 loss_giou: 0.475665 loss_class_aux: 4.134093 loss_bbox_aux: 1.024116 loss_giou_aux: 3.016244 loss_class_dn: 0.354964 loss_bbox_dn: 0.175364 loss_giou_dn: 0.457264 loss_class_aux_dn: 1.923872 loss_bbox_aux_dn: 1.036729 loss_giou_aux_dn: 2.535277 loss: 16.758989 eta: 2 days, 16:05:21 batch_cost: 0.5303 data_cost: 0.0014 ips: 7.5430 images/s [04/08 14:19:47] ppdet.engine INFO: Epoch: [23] [5600/7329] learning_rate: 0.000100 loss_class: 0.594848 loss_bbox: 0.142755 loss_giou: 0.445751 loss_class_aux: 3.906568 loss_bbox_aux: 0.991865 loss_giou_aux: 2.793697 loss_class_dn: 0.354027 loss_bbox_dn: 0.159435 loss_giou_dn: 0.433144 loss_class_aux_dn: 1.887267 loss_bbox_aux_dn: 0.932169 loss_giou_aux_dn: 2.339577 loss: 15.975031 eta: 2 days, 16:04:20 batch_cost: 0.4849 data_cost: 0.0013 ips: 8.2483 images/s [04/08 14:20:43] ppdet.engine INFO: Epoch: [23] [5700/7329] learning_rate: 0.000100 loss_class: 0.626346 loss_bbox: 0.147912 loss_giou: 0.431219 loss_class_aux: 4.089173 loss_bbox_aux: 1.010342 loss_giou_aux: 2.779379 loss_class_dn: 0.344563 loss_bbox_dn: 0.160347 loss_giou_dn: 0.426708 loss_class_aux_dn: 1.810443 loss_bbox_aux_dn: 0.935969 loss_giou_aux_dn: 2.337626 loss: 16.148705 eta: 2 days, 16:03:22 batch_cost: 0.5017 data_cost: 0.0014 ips: 7.9733 images/s [04/08 14:21:47] ppdet.engine INFO: Epoch: [23] [5800/7329] learning_rate: 0.000100 loss_class: 0.596817 loss_bbox: 0.149928 loss_giou: 0.379211 loss_class_aux: 3.935260 loss_bbox_aux: 0.975888 loss_giou_aux: 2.393954 loss_class_dn: 0.337150 loss_bbox_dn: 0.164460 loss_giou_dn: 0.397242 loss_class_aux_dn: 1.796663 loss_bbox_aux_dn: 0.989663 loss_giou_aux_dn: 2.175542 loss: 14.661554 eta: 2 days, 16:02:43 batch_cost: 0.5731 data_cost: 0.0013 ips: 6.9798 images/s [04/08 14:22:50] ppdet.engine INFO: Epoch: [23] [5900/7329] learning_rate: 0.000100 loss_class: 0.576449 loss_bbox: 0.141230 loss_giou: 0.447425 loss_class_aux: 3.607050 loss_bbox_aux: 0.973945 loss_giou_aux: 2.929883 loss_class_dn: 0.340028 loss_bbox_dn: 0.169823 loss_giou_dn: 0.453290 loss_class_aux_dn: 1.796713 loss_bbox_aux_dn: 0.958390 loss_giou_aux_dn: 2.461922 loss: 14.953419 eta: 2 days, 16:02:01 batch_cost: 0.5654 data_cost: 0.0015 ips: 7.0747 images/s [04/08 14:23:52] ppdet.engine INFO: Epoch: [23] [6000/7329] learning_rate: 0.000100 loss_class: 0.611914 loss_bbox: 0.137305 loss_giou: 0.364006 loss_class_aux: 3.879905 loss_bbox_aux: 0.942606 loss_giou_aux: 2.239273 loss_class_dn: 0.318142 loss_bbox_dn: 0.166126 loss_giou_dn: 0.353536 loss_class_aux_dn: 1.689553 loss_bbox_aux_dn: 0.976292 loss_giou_aux_dn: 1.918550 loss: 14.172991 eta: 2 days, 16:01:17 batch_cost: 0.5530 data_cost: 0.0016 ips: 7.2332 images/s [04/08 14:24:49] ppdet.engine INFO: Epoch: [23] [6100/7329] learning_rate: 0.000100 loss_class: 0.579621 loss_bbox: 0.144077 loss_giou: 0.426313 loss_class_aux: 3.701046 loss_bbox_aux: 0.936621 loss_giou_aux: 2.676904 loss_class_dn: 0.339122 loss_bbox_dn: 0.158952 loss_giou_dn: 0.415325 loss_class_aux_dn: 1.802226 loss_bbox_aux_dn: 0.976896 loss_giou_aux_dn: 2.301925 loss: 14.513728 eta: 2 days, 16:00:20 batch_cost: 0.5051 data_cost: 0.0014 ips: 7.9198 images/s [04/08 14:25:43] ppdet.engine INFO: Epoch: [23] [6200/7329] learning_rate: 0.000100 loss_class: 0.591390 loss_bbox: 0.133516 loss_giou: 0.396067 loss_class_aux: 3.817463 loss_bbox_aux: 0.925011 loss_giou_aux: 2.552293 loss_class_dn: 0.339841 loss_bbox_dn: 0.162670 loss_giou_dn: 0.389713 loss_class_aux_dn: 1.801608 loss_bbox_aux_dn: 0.988435 loss_giou_aux_dn: 2.111135 loss: 14.015808 eta: 2 days, 15:59:17 batch_cost: 0.4816 data_cost: 0.0013 ips: 8.3058 images/s [04/08 14:26:37] ppdet.engine INFO: Epoch: [23] [6300/7329] learning_rate: 0.000100 loss_class: 0.652703 loss_bbox: 0.159043 loss_giou: 0.448994 loss_class_aux: 4.198602 loss_bbox_aux: 1.064648 loss_giou_aux: 2.840378 loss_class_dn: 0.364939 loss_bbox_dn: 0.170631 loss_giou_dn: 0.450399 loss_class_aux_dn: 1.929703 loss_bbox_aux_dn: 0.985821 loss_giou_aux_dn: 2.457408 loss: 16.483221 eta: 2 days, 15:58:15 batch_cost: 0.4801 data_cost: 0.0013 ips: 8.3318 images/s [04/08 14:27:38] ppdet.engine INFO: Epoch: [23] [6400/7329] learning_rate: 0.000100 loss_class: 0.603336 loss_bbox: 0.164983 loss_giou: 0.422908 loss_class_aux: 3.824306 loss_bbox_aux: 1.048850 loss_giou_aux: 2.777997 loss_class_dn: 0.361266 loss_bbox_dn: 0.182498 loss_giou_dn: 0.431031 loss_class_aux_dn: 1.906109 loss_bbox_aux_dn: 1.024641 loss_giou_aux_dn: 2.336704 loss: 16.044485 eta: 2 days, 15:57:28 batch_cost: 0.5446 data_cost: 0.0013 ips: 7.3448 images/s [04/08 14:28:37] ppdet.engine INFO: Epoch: [23] [6500/7329] learning_rate: 0.000100 loss_class: 0.578592 loss_bbox: 0.132594 loss_giou: 0.439264 loss_class_aux: 3.724195 loss_bbox_aux: 0.857900 loss_giou_aux: 2.739378 loss_class_dn: 0.323069 loss_bbox_dn: 0.151123 loss_giou_dn: 0.396336 loss_class_aux_dn: 1.694399 loss_bbox_aux_dn: 0.906125 loss_giou_aux_dn: 2.133046 loss: 15.078448 eta: 2 days, 15:56:36 batch_cost: 0.5222 data_cost: 0.0015 ips: 7.6593 images/s [04/08 14:29:34] ppdet.engine INFO: Epoch: [23] [6600/7329] learning_rate: 0.000100 loss_class: 0.610976 loss_bbox: 0.146777 loss_giou: 0.494096 loss_class_aux: 3.974360 loss_bbox_aux: 0.976391 loss_giou_aux: 3.100461 loss_class_dn: 0.365833 loss_bbox_dn: 0.164369 loss_giou_dn: 0.423126 loss_class_aux_dn: 1.971596 loss_bbox_aux_dn: 0.978095 loss_giou_aux_dn: 2.409538 loss: 16.181293 eta: 2 days, 15:55:41 batch_cost: 0.5154 data_cost: 0.0013 ips: 7.7603 images/s [04/08 14:30:29] ppdet.engine INFO: Epoch: [23] [6700/7329] learning_rate: 0.000100 loss_class: 0.691859 loss_bbox: 0.159897 loss_giou: 0.462485 loss_class_aux: 4.559289 loss_bbox_aux: 1.063651 loss_giou_aux: 2.884451 loss_class_dn: 0.385976 loss_bbox_dn: 0.198380 loss_giou_dn: 0.449310 loss_class_aux_dn: 2.076480 loss_bbox_aux_dn: 1.136343 loss_giou_aux_dn: 2.506114 loss: 17.363380 eta: 2 days, 15:54:39 batch_cost: 0.4817 data_cost: 0.0013 ips: 8.3045 images/s [04/08 14:31:26] ppdet.engine INFO: Epoch: [23] [6800/7329] learning_rate: 0.000100 loss_class: 0.591718 loss_bbox: 0.156909 loss_giou: 0.378860 loss_class_aux: 3.837523 loss_bbox_aux: 1.057597 loss_giou_aux: 2.439360 loss_class_dn: 0.344948 loss_bbox_dn: 0.190469 loss_giou_dn: 0.402181 loss_class_aux_dn: 1.823751 loss_bbox_aux_dn: 1.089354 loss_giou_aux_dn: 2.204636 loss: 15.129215 eta: 2 days, 15:53:41 batch_cost: 0.4989 data_cost: 0.0017 ips: 8.0174 images/s [04/08 14:32:26] ppdet.engine INFO: Epoch: [23] [6900/7329] learning_rate: 0.000100 loss_class: 0.642881 loss_bbox: 0.153923 loss_giou: 0.364056 loss_class_aux: 4.101176 loss_bbox_aux: 1.004245 loss_giou_aux: 2.413712 loss_class_dn: 0.334680 loss_bbox_dn: 0.180362 loss_giou_dn: 0.403691 loss_class_aux_dn: 1.800166 loss_bbox_aux_dn: 1.086995 loss_giou_aux_dn: 2.258299 loss: 14.769520 eta: 2 days, 15:52:55 batch_cost: 0.5472 data_cost: 0.0014 ips: 7.3097 images/s [04/08 14:33:28] ppdet.engine INFO: Epoch: [23] [7000/7329] learning_rate: 0.000100 loss_class: 0.555802 loss_bbox: 0.143310 loss_giou: 0.384090 loss_class_aux: 3.644298 loss_bbox_aux: 0.934332 loss_giou_aux: 2.481936 loss_class_dn: 0.322112 loss_bbox_dn: 0.189720 loss_giou_dn: 0.381960 loss_class_aux_dn: 1.729761 loss_bbox_aux_dn: 1.053302 loss_giou_aux_dn: 2.064018 loss: 14.621634 eta: 2 days, 15:52:11 batch_cost: 0.5562 data_cost: 0.0013 ips: 7.1913 images/s [04/08 14:34:25] ppdet.engine INFO: Epoch: [23] [7100/7329] learning_rate: 0.000100 loss_class: 0.600700 loss_bbox: 0.158085 loss_giou: 0.451433 loss_class_aux: 3.986624 loss_bbox_aux: 1.028456 loss_giou_aux: 2.739546 loss_class_dn: 0.346559 loss_bbox_dn: 0.190409 loss_giou_dn: 0.443824 loss_class_aux_dn: 1.809081 loss_bbox_aux_dn: 1.098566 loss_giou_aux_dn: 2.445779 loss: 16.046053 eta: 2 days, 15:51:15 batch_cost: 0.5086 data_cost: 0.0014 ips: 7.8646 images/s [04/08 14:35:23] ppdet.engine INFO: Epoch: [23] [7200/7329] learning_rate: 0.000100 loss_class: 0.619780 loss_bbox: 0.151615 loss_giou: 0.363938 loss_class_aux: 3.868487 loss_bbox_aux: 0.978721 loss_giou_aux: 2.393492 loss_class_dn: 0.339611 loss_bbox_dn: 0.161879 loss_giou_dn: 0.353104 loss_class_aux_dn: 1.809411 loss_bbox_aux_dn: 0.967748 loss_giou_aux_dn: 1.939998 loss: 14.520134 eta: 2 days, 15:50:20 batch_cost: 0.5098 data_cost: 0.0015 ips: 7.8460 images/s [04/08 14:36:30] ppdet.engine INFO: Epoch: [23] [7300/7329] learning_rate: 0.000100 loss_class: 0.501700 loss_bbox: 0.139983 loss_giou: 0.381423 loss_class_aux: 3.356369 loss_bbox_aux: 0.923250 loss_giou_aux: 2.401928 loss_class_dn: 0.300550 loss_bbox_dn: 0.163978 loss_giou_dn: 0.366890 loss_class_aux_dn: 1.611164 loss_bbox_aux_dn: 1.016938 loss_giou_aux_dn: 2.033326 loss: 13.971710 eta: 2 days, 15:49:42 batch_cost: 0.5816 data_cost: 0.0020 ips: 6.8774 images/s [04/08 14:36:50] ppdet.engine INFO: Eval iter: 0 [04/08 14:37:18] ppdet.engine INFO: Eval iter: 100 [04/08 14:37:44] ppdet.engine INFO: Eval iter: 200 [04/08 14:38:11] ppdet.engine INFO: Eval iter: 300 [04/08 14:38:38] ppdet.engine INFO: Eval iter: 400 [04/08 14:39:06] ppdet.engine INFO: Eval iter: 500 [04/08 14:39:33] ppdet.engine INFO: Eval iter: 600 [04/08 14:40:04] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.98s) creating index... index created! [04/08 14:40:05] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=19.99s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=107.33s). Accumulating evaluation results... DONE (t=27.56s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.509 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.691 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.548 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.310 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.554 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.695 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.383 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.639 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.525 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.749 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/08 14:42:45] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.289262938785797 [04/08 14:42:45] ppdet.engine INFO: Best test bbox ap is 0.509. [04/08 14:42:48] ppdet.engine INFO: Epoch: [24] [ 0/7329] learning_rate: 0.000100 loss_class: 0.548156 loss_bbox: 0.134540 loss_giou: 0.372313 loss_class_aux: 3.444314 loss_bbox_aux: 0.895434 loss_giou_aux: 2.275574 loss_class_dn: 0.306038 loss_bbox_dn: 0.145572 loss_giou_dn: 0.363592 loss_class_aux_dn: 1.621396 loss_bbox_aux_dn: 0.869259 loss_giou_aux_dn: 1.963315 loss: 14.137503 eta: 2 days, 15:49:24 batch_cost: 0.5741 data_cost: 0.0021 ips: 6.9680 images/s [04/08 14:43:48] ppdet.engine INFO: Epoch: [24] [ 100/7329] learning_rate: 0.000100 loss_class: 0.614226 loss_bbox: 0.161813 loss_giou: 0.393602 loss_class_aux: 4.021290 loss_bbox_aux: 1.045892 loss_giou_aux: 2.508557 loss_class_dn: 0.340773 loss_bbox_dn: 0.181994 loss_giou_dn: 0.377986 loss_class_aux_dn: 1.907905 loss_bbox_aux_dn: 1.092344 loss_giou_aux_dn: 2.179061 loss: 15.207233 eta: 2 days, 15:48:37 batch_cost: 0.5427 data_cost: 0.0014 ips: 7.3708 images/s [04/08 14:44:49] ppdet.engine INFO: Epoch: [24] [ 200/7329] learning_rate: 0.000100 loss_class: 0.689246 loss_bbox: 0.180612 loss_giou: 0.476460 loss_class_aux: 4.449814 loss_bbox_aux: 1.126256 loss_giou_aux: 2.944957 loss_class_dn: 0.396820 loss_bbox_dn: 0.189736 loss_giou_dn: 0.467699 loss_class_aux_dn: 2.046057 loss_bbox_aux_dn: 1.090545 loss_giou_aux_dn: 2.548813 loss: 16.829037 eta: 2 days, 15:47:49 batch_cost: 0.5425 data_cost: 0.0014 ips: 7.3732 images/s [04/08 14:45:47] ppdet.engine INFO: Epoch: [24] [ 300/7329] learning_rate: 0.000100 loss_class: 0.587399 loss_bbox: 0.155900 loss_giou: 0.392799 loss_class_aux: 3.811321 loss_bbox_aux: 1.049347 loss_giou_aux: 2.469125 loss_class_dn: 0.334412 loss_bbox_dn: 0.165227 loss_giou_dn: 0.381436 loss_class_aux_dn: 1.811245 loss_bbox_aux_dn: 1.019066 loss_giou_aux_dn: 2.100134 loss: 14.919099 eta: 2 days, 15:46:56 batch_cost: 0.5185 data_cost: 0.0013 ips: 7.7151 images/s [04/08 14:46:42] ppdet.engine INFO: Epoch: [24] [ 400/7329] learning_rate: 0.000100 loss_class: 0.547409 loss_bbox: 0.127145 loss_giou: 0.389952 loss_class_aux: 3.468661 loss_bbox_aux: 0.874340 loss_giou_aux: 2.495432 loss_class_dn: 0.318625 loss_bbox_dn: 0.152936 loss_giou_dn: 0.391734 loss_class_aux_dn: 1.726008 loss_bbox_aux_dn: 0.911620 loss_giou_aux_dn: 2.138773 loss: 13.502893 eta: 2 days, 15:45:55 batch_cost: 0.4887 data_cost: 0.0015 ips: 8.1843 images/s [04/08 14:47:46] ppdet.engine INFO: Epoch: [24] [ 500/7329] learning_rate: 0.000100 loss_class: 0.642917 loss_bbox: 0.160139 loss_giou: 0.497141 loss_class_aux: 4.116752 loss_bbox_aux: 1.044676 loss_giou_aux: 3.096971 loss_class_dn: 0.364682 loss_bbox_dn: 0.188386 loss_giou_dn: 0.464936 loss_class_aux_dn: 1.979428 loss_bbox_aux_dn: 1.085605 loss_giou_aux_dn: 2.502323 loss: 16.826969 eta: 2 days, 15:45:14 batch_cost: 0.5683 data_cost: 0.0017 ips: 7.0387 images/s [04/08 14:48:42] ppdet.engine INFO: Epoch: [24] [ 600/7329] learning_rate: 0.000100 loss_class: 0.611159 loss_bbox: 0.145454 loss_giou: 0.367817 loss_class_aux: 3.907463 loss_bbox_aux: 0.911699 loss_giou_aux: 2.382084 loss_class_dn: 0.311776 loss_bbox_dn: 0.168399 loss_giou_dn: 0.366984 loss_class_aux_dn: 1.738886 loss_bbox_aux_dn: 0.998828 loss_giou_aux_dn: 1.996300 loss: 14.588882 eta: 2 days, 15:44:16 batch_cost: 0.4976 data_cost: 0.0013 ips: 8.0393 images/s [04/08 14:49:46] ppdet.engine INFO: Epoch: [24] [ 700/7329] learning_rate: 0.000100 loss_class: 0.660235 loss_bbox: 0.158426 loss_giou: 0.517460 loss_class_aux: 4.228500 loss_bbox_aux: 0.951249 loss_giou_aux: 3.243040 loss_class_dn: 0.393281 loss_bbox_dn: 0.175951 loss_giou_dn: 0.494314 loss_class_aux_dn: 2.075953 loss_bbox_aux_dn: 1.020819 loss_giou_aux_dn: 2.660366 loss: 17.216103 eta: 2 days, 15:43:35 batch_cost: 0.5664 data_cost: 0.0015 ips: 7.0617 images/s [04/08 14:50:45] ppdet.engine INFO: Epoch: [24] [ 800/7329] learning_rate: 0.000100 loss_class: 0.603763 loss_bbox: 0.142231 loss_giou: 0.437678 loss_class_aux: 3.821588 loss_bbox_aux: 0.939852 loss_giou_aux: 2.641040 loss_class_dn: 0.333315 loss_bbox_dn: 0.155684 loss_giou_dn: 0.408023 loss_class_aux_dn: 1.824304 loss_bbox_aux_dn: 0.931402 loss_giou_aux_dn: 2.244520 loss: 14.751725 eta: 2 days, 15:42:43 batch_cost: 0.5232 data_cost: 0.0014 ips: 7.6453 images/s [04/08 14:51:43] ppdet.engine INFO: Epoch: [24] [ 900/7329] learning_rate: 0.000100 loss_class: 0.576615 loss_bbox: 0.135188 loss_giou: 0.418051 loss_class_aux: 3.651894 loss_bbox_aux: 0.877366 loss_giou_aux: 2.620623 loss_class_dn: 0.363469 loss_bbox_dn: 0.165667 loss_giou_dn: 0.427955 loss_class_aux_dn: 1.906731 loss_bbox_aux_dn: 0.981753 loss_giou_aux_dn: 2.334264 loss: 15.579994 eta: 2 days, 15:41:50 batch_cost: 0.5228 data_cost: 0.0014 ips: 7.6504 images/s [04/08 14:52:39] ppdet.engine INFO: Epoch: [24] [1000/7329] learning_rate: 0.000100 loss_class: 0.524680 loss_bbox: 0.133784 loss_giou: 0.317240 loss_class_aux: 3.327138 loss_bbox_aux: 0.907212 loss_giou_aux: 2.006615 loss_class_dn: 0.295702 loss_bbox_dn: 0.156545 loss_giou_dn: 0.331202 loss_class_aux_dn: 1.560513 loss_bbox_aux_dn: 0.957066 loss_giou_aux_dn: 1.828501 loss: 13.075174 eta: 2 days, 15:40:52 batch_cost: 0.4994 data_cost: 0.0014 ips: 8.0102 images/s [04/08 14:53:33] ppdet.engine INFO: Epoch: [24] [1100/7329] learning_rate: 0.000100 loss_class: 0.519711 loss_bbox: 0.144760 loss_giou: 0.311615 loss_class_aux: 3.308257 loss_bbox_aux: 0.905194 loss_giou_aux: 2.040066 loss_class_dn: 0.304251 loss_bbox_dn: 0.153028 loss_giou_dn: 0.319554 loss_class_aux_dn: 1.612597 loss_bbox_aux_dn: 0.889874 loss_giou_aux_dn: 1.836155 loss: 13.062551 eta: 2 days, 15:39:49 batch_cost: 0.4789 data_cost: 0.0014 ips: 8.3531 images/s [04/08 14:54:28] ppdet.engine INFO: Epoch: [24] [1200/7329] learning_rate: 0.000100 loss_class: 0.594380 loss_bbox: 0.138389 loss_giou: 0.366041 loss_class_aux: 3.921879 loss_bbox_aux: 0.924874 loss_giou_aux: 2.313313 loss_class_dn: 0.336355 loss_bbox_dn: 0.161636 loss_giou_dn: 0.383199 loss_class_aux_dn: 1.852049 loss_bbox_aux_dn: 0.962875 loss_giou_aux_dn: 2.199791 loss: 14.543544 eta: 2 days, 15:38:48 batch_cost: 0.4846 data_cost: 0.0014 ips: 8.2544 images/s [04/08 14:55:31] ppdet.engine INFO: Epoch: [24] [1300/7329] learning_rate: 0.000100 loss_class: 0.603790 loss_bbox: 0.133475 loss_giou: 0.413923 loss_class_aux: 3.915449 loss_bbox_aux: 0.941683 loss_giou_aux: 2.690479 loss_class_dn: 0.337573 loss_bbox_dn: 0.160055 loss_giou_dn: 0.422306 loss_class_aux_dn: 1.821881 loss_bbox_aux_dn: 0.927382 loss_giou_aux_dn: 2.330100 loss: 15.537298 eta: 2 days, 15:38:02 batch_cost: 0.5506 data_cost: 0.0015 ips: 7.2655 images/s [04/08 14:56:28] ppdet.engine INFO: Epoch: [24] [1400/7329] learning_rate: 0.000100 loss_class: 0.477632 loss_bbox: 0.127238 loss_giou: 0.361104 loss_class_aux: 3.202288 loss_bbox_aux: 0.841163 loss_giou_aux: 2.218800 loss_class_dn: 0.297289 loss_bbox_dn: 0.140117 loss_giou_dn: 0.354051 loss_class_aux_dn: 1.624985 loss_bbox_aux_dn: 0.854300 loss_giou_aux_dn: 1.932420 loss: 13.805422 eta: 2 days, 15:37:08 batch_cost: 0.5141 data_cost: 0.0013 ips: 7.7811 images/s [04/08 14:57:27] ppdet.engine INFO: Epoch: [24] [1500/7329] learning_rate: 0.000100 loss_class: 0.584835 loss_bbox: 0.154696 loss_giou: 0.404100 loss_class_aux: 3.598039 loss_bbox_aux: 0.966404 loss_giou_aux: 2.557320 loss_class_dn: 0.329039 loss_bbox_dn: 0.169413 loss_giou_dn: 0.384868 loss_class_aux_dn: 1.763519 loss_bbox_aux_dn: 1.005479 loss_giou_aux_dn: 2.079180 loss: 14.604237 eta: 2 days, 15:36:16 batch_cost: 0.5233 data_cost: 0.0016 ips: 7.6439 images/s [04/08 14:58:26] ppdet.engine INFO: Epoch: [24] [1600/7329] learning_rate: 0.000100 loss_class: 0.692957 loss_bbox: 0.166964 loss_giou: 0.483472 loss_class_aux: 4.220995 loss_bbox_aux: 1.132450 loss_giou_aux: 3.077163 loss_class_dn: 0.386315 loss_bbox_dn: 0.184506 loss_giou_dn: 0.478106 loss_class_aux_dn: 2.065806 loss_bbox_aux_dn: 1.097168 loss_giou_aux_dn: 2.612893 loss: 17.951382 eta: 2 days, 15:35:25 batch_cost: 0.5292 data_cost: 0.0013 ips: 7.5587 images/s [04/08 14:59:34] ppdet.engine INFO: Epoch: [24] [1700/7329] learning_rate: 0.000100 loss_class: 0.627046 loss_bbox: 0.152264 loss_giou: 0.396542 loss_class_aux: 3.876450 loss_bbox_aux: 0.993170 loss_giou_aux: 2.590052 loss_class_dn: 0.344280 loss_bbox_dn: 0.164150 loss_giou_dn: 0.396986 loss_class_aux_dn: 1.840204 loss_bbox_aux_dn: 0.962809 loss_giou_aux_dn: 2.156770 loss: 14.328724 eta: 2 days, 15:34:52 batch_cost: 0.5998 data_cost: 0.0015 ips: 6.6684 images/s [04/08 15:00:36] ppdet.engine INFO: Epoch: [24] [1800/7329] learning_rate: 0.000100 loss_class: 0.625301 loss_bbox: 0.136954 loss_giou: 0.445968 loss_class_aux: 4.080482 loss_bbox_aux: 0.951853 loss_giou_aux: 2.713120 loss_class_dn: 0.360292 loss_bbox_dn: 0.173503 loss_giou_dn: 0.459410 loss_class_aux_dn: 1.942324 loss_bbox_aux_dn: 0.980516 loss_giou_aux_dn: 2.481079 loss: 16.111019 eta: 2 days, 15:34:06 batch_cost: 0.5460 data_cost: 0.0015 ips: 7.3267 images/s [04/08 15:01:30] ppdet.engine INFO: Epoch: [24] [1900/7329] learning_rate: 0.000100 loss_class: 0.675786 loss_bbox: 0.159543 loss_giou: 0.465945 loss_class_aux: 4.168814 loss_bbox_aux: 1.050129 loss_giou_aux: 2.915640 loss_class_dn: 0.386592 loss_bbox_dn: 0.171141 loss_giou_dn: 0.466229 loss_class_aux_dn: 2.050647 loss_bbox_aux_dn: 0.999582 loss_giou_aux_dn: 2.521109 loss: 16.960497 eta: 2 days, 15:33:02 batch_cost: 0.4750 data_cost: 0.0013 ips: 8.4204 images/s [04/08 15:02:26] ppdet.engine INFO: Epoch: [24] [2000/7329] learning_rate: 0.000100 loss_class: 0.585271 loss_bbox: 0.135685 loss_giou: 0.406622 loss_class_aux: 3.769229 loss_bbox_aux: 0.949538 loss_giou_aux: 2.592722 loss_class_dn: 0.332207 loss_bbox_dn: 0.175900 loss_giou_dn: 0.389482 loss_class_aux_dn: 1.836064 loss_bbox_aux_dn: 1.018017 loss_giou_aux_dn: 2.136791 loss: 15.050225 eta: 2 days, 15:32:04 batch_cost: 0.5018 data_cost: 0.0013 ips: 7.9713 images/s [04/08 15:03:21] ppdet.engine INFO: Epoch: [24] [2100/7329] learning_rate: 0.000100 loss_class: 0.573061 loss_bbox: 0.157663 loss_giou: 0.413508 loss_class_aux: 3.792397 loss_bbox_aux: 1.052275 loss_giou_aux: 2.702535 loss_class_dn: 0.350632 loss_bbox_dn: 0.172685 loss_giou_dn: 0.420542 loss_class_aux_dn: 1.931953 loss_bbox_aux_dn: 0.974630 loss_giou_aux_dn: 2.285536 loss: 15.284880 eta: 2 days, 15:31:02 batch_cost: 0.4823 data_cost: 0.0014 ips: 8.2939 images/s [04/08 15:04:17] ppdet.engine INFO: Epoch: [24] [2200/7329] learning_rate: 0.000100 loss_class: 0.476203 loss_bbox: 0.128114 loss_giou: 0.326901 loss_class_aux: 3.247193 loss_bbox_aux: 0.807625 loss_giou_aux: 2.044285 loss_class_dn: 0.262374 loss_bbox_dn: 0.152921 loss_giou_dn: 0.324817 loss_class_aux_dn: 1.421653 loss_bbox_aux_dn: 0.890758 loss_giou_aux_dn: 1.793544 loss: 11.542620 eta: 2 days, 15:30:05 batch_cost: 0.5000 data_cost: 0.0013 ips: 7.9994 images/s [04/08 15:05:19] ppdet.engine INFO: Epoch: [24] [2300/7329] learning_rate: 0.000100 loss_class: 0.605478 loss_bbox: 0.146951 loss_giou: 0.377401 loss_class_aux: 4.075207 loss_bbox_aux: 0.936439 loss_giou_aux: 2.451084 loss_class_dn: 0.351421 loss_bbox_dn: 0.168146 loss_giou_dn: 0.427837 loss_class_aux_dn: 1.888263 loss_bbox_aux_dn: 1.026004 loss_giou_aux_dn: 2.345428 loss: 15.128596 eta: 2 days, 15:29:18 batch_cost: 0.5454 data_cost: 0.0014 ips: 7.3339 images/s [04/08 15:06:13] ppdet.engine INFO: Epoch: [24] [2400/7329] learning_rate: 0.000100 loss_class: 0.577394 loss_bbox: 0.144310 loss_giou: 0.415709 loss_class_aux: 3.703977 loss_bbox_aux: 0.932042 loss_giou_aux: 2.671730 loss_class_dn: 0.323703 loss_bbox_dn: 0.167827 loss_giou_dn: 0.410993 loss_class_aux_dn: 1.714931 loss_bbox_aux_dn: 1.007130 loss_giou_aux_dn: 2.243641 loss: 14.431339 eta: 2 days, 15:28:15 batch_cost: 0.4778 data_cost: 0.0013 ips: 8.3709 images/s [04/08 15:07:10] ppdet.engine INFO: Epoch: [24] [2500/7329] learning_rate: 0.000100 loss_class: 0.546537 loss_bbox: 0.147143 loss_giou: 0.347817 loss_class_aux: 3.629424 loss_bbox_aux: 0.967682 loss_giou_aux: 2.260575 loss_class_dn: 0.318382 loss_bbox_dn: 0.168426 loss_giou_dn: 0.380391 loss_class_aux_dn: 1.757064 loss_bbox_aux_dn: 0.962846 loss_giou_aux_dn: 2.154594 loss: 13.721541 eta: 2 days, 15:27:20 batch_cost: 0.5120 data_cost: 0.0015 ips: 7.8125 images/s [04/08 15:08:07] ppdet.engine INFO: Epoch: [24] [2600/7329] learning_rate: 0.000100 loss_class: 0.614689 loss_bbox: 0.154022 loss_giou: 0.441277 loss_class_aux: 3.928653 loss_bbox_aux: 1.021424 loss_giou_aux: 2.772316 loss_class_dn: 0.371126 loss_bbox_dn: 0.174556 loss_giou_dn: 0.446730 loss_class_aux_dn: 1.973637 loss_bbox_aux_dn: 1.019265 loss_giou_aux_dn: 2.434186 loss: 15.817597 eta: 2 days, 15:26:24 batch_cost: 0.5081 data_cost: 0.0013 ips: 7.8718 images/s [04/08 15:09:06] ppdet.engine INFO: Epoch: [24] [2700/7329] learning_rate: 0.000100 loss_class: 0.612776 loss_bbox: 0.143571 loss_giou: 0.402293 loss_class_aux: 4.012324 loss_bbox_aux: 0.922480 loss_giou_aux: 2.576958 loss_class_dn: 0.331957 loss_bbox_dn: 0.156410 loss_giou_dn: 0.401300 loss_class_aux_dn: 1.815006 loss_bbox_aux_dn: 0.897627 loss_giou_aux_dn: 2.211219 loss: 15.493370 eta: 2 days, 15:25:33 batch_cost: 0.5250 data_cost: 0.0014 ips: 7.6192 images/s [04/08 15:10:09] ppdet.engine INFO: Epoch: [24] [2800/7329] learning_rate: 0.000100 loss_class: 0.573432 loss_bbox: 0.143917 loss_giou: 0.402965 loss_class_aux: 3.690533 loss_bbox_aux: 0.954520 loss_giou_aux: 2.530078 loss_class_dn: 0.341173 loss_bbox_dn: 0.165048 loss_giou_dn: 0.396814 loss_class_aux_dn: 1.829872 loss_bbox_aux_dn: 0.949490 loss_giou_aux_dn: 2.215984 loss: 14.135353 eta: 2 days, 15:24:48 batch_cost: 0.5531 data_cost: 0.0016 ips: 7.2318 images/s [04/08 15:11:07] ppdet.engine INFO: Epoch: [24] [2900/7329] learning_rate: 0.000100 loss_class: 0.608961 loss_bbox: 0.152429 loss_giou: 0.444219 loss_class_aux: 3.691009 loss_bbox_aux: 1.033564 loss_giou_aux: 2.731571 loss_class_dn: 0.329205 loss_bbox_dn: 0.174513 loss_giou_dn: 0.428149 loss_class_aux_dn: 1.725120 loss_bbox_aux_dn: 0.999599 loss_giou_aux_dn: 2.282879 loss: 14.981454 eta: 2 days, 15:23:56 batch_cost: 0.5229 data_cost: 0.0015 ips: 7.6497 images/s [04/08 15:12:03] ppdet.engine INFO: Epoch: [24] [3000/7329] learning_rate: 0.000100 loss_class: 0.647305 loss_bbox: 0.166415 loss_giou: 0.474299 loss_class_aux: 4.116545 loss_bbox_aux: 1.086749 loss_giou_aux: 2.977187 loss_class_dn: 0.378886 loss_bbox_dn: 0.211277 loss_giou_dn: 0.453983 loss_class_aux_dn: 2.034421 loss_bbox_aux_dn: 1.163699 loss_giou_aux_dn: 2.518074 loss: 17.027815 eta: 2 days, 15:22:56 batch_cost: 0.4909 data_cost: 0.0013 ips: 8.1483 images/s [04/08 15:13:02] ppdet.engine INFO: Epoch: [24] [3100/7329] learning_rate: 0.000100 loss_class: 0.547061 loss_bbox: 0.135771 loss_giou: 0.368029 loss_class_aux: 3.674525 loss_bbox_aux: 0.922490 loss_giou_aux: 2.340010 loss_class_dn: 0.305401 loss_bbox_dn: 0.161055 loss_giou_dn: 0.376800 loss_class_aux_dn: 1.692450 loss_bbox_aux_dn: 0.939893 loss_giou_aux_dn: 2.033206 loss: 13.999695 eta: 2 days, 15:22:05 batch_cost: 0.5297 data_cost: 0.0013 ips: 7.5508 images/s [04/08 15:13:58] ppdet.engine INFO: Epoch: [24] [3200/7329] learning_rate: 0.000100 loss_class: 0.608844 loss_bbox: 0.144323 loss_giou: 0.382935 loss_class_aux: 3.909292 loss_bbox_aux: 0.941404 loss_giou_aux: 2.373447 loss_class_dn: 0.336022 loss_bbox_dn: 0.164130 loss_giou_dn: 0.378787 loss_class_aux_dn: 1.814988 loss_bbox_aux_dn: 0.973065 loss_giou_aux_dn: 2.125760 loss: 13.791183 eta: 2 days, 15:21:07 batch_cost: 0.4970 data_cost: 0.0013 ips: 8.0485 images/s [04/08 15:14:55] ppdet.engine INFO: Epoch: [24] [3300/7329] learning_rate: 0.000100 loss_class: 0.617318 loss_bbox: 0.157389 loss_giou: 0.459532 loss_class_aux: 4.019704 loss_bbox_aux: 1.020522 loss_giou_aux: 2.759844 loss_class_dn: 0.356693 loss_bbox_dn: 0.174705 loss_giou_dn: 0.435454 loss_class_aux_dn: 1.961951 loss_bbox_aux_dn: 1.005136 loss_giou_aux_dn: 2.378742 loss: 16.238987 eta: 2 days, 15:20:12 batch_cost: 0.5116 data_cost: 0.0013 ips: 7.8185 images/s [04/08 15:15:50] ppdet.engine INFO: Epoch: [24] [3400/7329] learning_rate: 0.000100 loss_class: 0.537621 loss_bbox: 0.146514 loss_giou: 0.307025 loss_class_aux: 3.583369 loss_bbox_aux: 0.946670 loss_giou_aux: 2.037601 loss_class_dn: 0.307548 loss_bbox_dn: 0.176833 loss_giou_dn: 0.312624 loss_class_aux_dn: 1.665149 loss_bbox_aux_dn: 1.057266 loss_giou_aux_dn: 1.751873 loss: 13.453165 eta: 2 days, 15:19:11 batch_cost: 0.4854 data_cost: 0.0014 ips: 8.2414 images/s [04/08 15:16:49] ppdet.engine INFO: Epoch: [24] [3500/7329] learning_rate: 0.000100 loss_class: 0.612877 loss_bbox: 0.158784 loss_giou: 0.344716 loss_class_aux: 3.888646 loss_bbox_aux: 1.101271 loss_giou_aux: 2.237959 loss_class_dn: 0.326649 loss_bbox_dn: 0.193570 loss_giou_dn: 0.369952 loss_class_aux_dn: 1.742725 loss_bbox_aux_dn: 1.160670 loss_giou_aux_dn: 2.029071 loss: 14.369823 eta: 2 days, 15:18:20 batch_cost: 0.5276 data_cost: 0.0014 ips: 7.5810 images/s [04/08 15:17:43] ppdet.engine INFO: Epoch: [24] [3600/7329] learning_rate: 0.000100 loss_class: 0.575790 loss_bbox: 0.146609 loss_giou: 0.345161 loss_class_aux: 3.588601 loss_bbox_aux: 0.964849 loss_giou_aux: 2.203976 loss_class_dn: 0.331992 loss_bbox_dn: 0.169588 loss_giou_dn: 0.372924 loss_class_aux_dn: 1.742999 loss_bbox_aux_dn: 1.014084 loss_giou_aux_dn: 2.066571 loss: 14.125444 eta: 2 days, 15:17:17 batch_cost: 0.4789 data_cost: 0.0013 ips: 8.3524 images/s [04/08 15:18:38] ppdet.engine INFO: Epoch: [24] [3700/7329] learning_rate: 0.000100 loss_class: 0.519169 loss_bbox: 0.138177 loss_giou: 0.320499 loss_class_aux: 3.328558 loss_bbox_aux: 0.900553 loss_giou_aux: 2.004632 loss_class_dn: 0.285597 loss_bbox_dn: 0.153629 loss_giou_dn: 0.321743 loss_class_aux_dn: 1.516321 loss_bbox_aux_dn: 0.892102 loss_giou_aux_dn: 1.784538 loss: 12.704515 eta: 2 days, 15:16:17 batch_cost: 0.4896 data_cost: 0.0014 ips: 8.1692 images/s [04/08 15:19:46] ppdet.engine INFO: Epoch: [24] [3800/7329] learning_rate: 0.000100 loss_class: 0.594556 loss_bbox: 0.128426 loss_giou: 0.351711 loss_class_aux: 3.825222 loss_bbox_aux: 0.863170 loss_giou_aux: 2.210891 loss_class_dn: 0.302316 loss_bbox_dn: 0.158808 loss_giou_dn: 0.349498 loss_class_aux_dn: 1.645768 loss_bbox_aux_dn: 0.927570 loss_giou_aux_dn: 1.944050 loss: 13.637201 eta: 2 days, 15:15:47 batch_cost: 0.6168 data_cost: 0.0013 ips: 6.4850 images/s [04/08 15:20:42] ppdet.engine INFO: Epoch: [24] [3900/7329] learning_rate: 0.000100 loss_class: 0.573210 loss_bbox: 0.137872 loss_giou: 0.371066 loss_class_aux: 3.763296 loss_bbox_aux: 0.916240 loss_giou_aux: 2.357331 loss_class_dn: 0.319233 loss_bbox_dn: 0.158320 loss_giou_dn: 0.365711 loss_class_aux_dn: 1.734972 loss_bbox_aux_dn: 0.982301 loss_giou_aux_dn: 2.001413 loss: 14.173668 eta: 2 days, 15:14:49 batch_cost: 0.4969 data_cost: 0.0013 ips: 8.0492 images/s [04/08 15:21:39] ppdet.engine INFO: Epoch: [24] [4000/7329] learning_rate: 0.000100 loss_class: 0.606474 loss_bbox: 0.137034 loss_giou: 0.429346 loss_class_aux: 3.969946 loss_bbox_aux: 0.890690 loss_giou_aux: 2.676595 loss_class_dn: 0.343211 loss_bbox_dn: 0.166712 loss_giou_dn: 0.404909 loss_class_aux_dn: 1.889022 loss_bbox_aux_dn: 1.008707 loss_giou_aux_dn: 2.235318 loss: 14.718288 eta: 2 days, 15:13:53 batch_cost: 0.5094 data_cost: 0.0017 ips: 7.8528 images/s [04/08 15:22:35] ppdet.engine INFO: Epoch: [24] [4100/7329] learning_rate: 0.000100 loss_class: 0.674567 loss_bbox: 0.162272 loss_giou: 0.450900 loss_class_aux: 4.050000 loss_bbox_aux: 1.057313 loss_giou_aux: 2.846617 loss_class_dn: 0.348841 loss_bbox_dn: 0.163960 loss_giou_dn: 0.435334 loss_class_aux_dn: 1.826310 loss_bbox_aux_dn: 0.941550 loss_giou_aux_dn: 2.394035 loss: 15.830936 eta: 2 days, 15:12:57 batch_cost: 0.5034 data_cost: 0.0013 ips: 7.9456 images/s [04/08 15:23:31] ppdet.engine INFO: Epoch: [24] [4200/7329] learning_rate: 0.000100 loss_class: 0.594648 loss_bbox: 0.156536 loss_giou: 0.448039 loss_class_aux: 3.980686 loss_bbox_aux: 0.991329 loss_giou_aux: 2.805005 loss_class_dn: 0.369257 loss_bbox_dn: 0.156276 loss_giou_dn: 0.432735 loss_class_aux_dn: 1.973960 loss_bbox_aux_dn: 0.919754 loss_giou_aux_dn: 2.387123 loss: 16.716228 eta: 2 days, 15:11:57 batch_cost: 0.4925 data_cost: 0.0013 ips: 8.1223 images/s [04/08 15:24:35] ppdet.engine INFO: Epoch: [24] [4300/7329] learning_rate: 0.000100 loss_class: 0.661693 loss_bbox: 0.173330 loss_giou: 0.448158 loss_class_aux: 4.156886 loss_bbox_aux: 1.091610 loss_giou_aux: 2.831512 loss_class_dn: 0.385818 loss_bbox_dn: 0.180328 loss_giou_dn: 0.441324 loss_class_aux_dn: 2.097656 loss_bbox_aux_dn: 1.059890 loss_giou_aux_dn: 2.438064 loss: 17.628246 eta: 2 days, 15:11:17 batch_cost: 0.5711 data_cost: 0.0015 ips: 7.0043 images/s [04/08 15:25:37] ppdet.engine INFO: Epoch: [24] [4400/7329] learning_rate: 0.000100 loss_class: 0.593760 loss_bbox: 0.157123 loss_giou: 0.414874 loss_class_aux: 3.668593 loss_bbox_aux: 1.047186 loss_giou_aux: 2.590622 loss_class_dn: 0.335953 loss_bbox_dn: 0.153659 loss_giou_dn: 0.405967 loss_class_aux_dn: 1.795350 loss_bbox_aux_dn: 0.914904 loss_giou_aux_dn: 2.243704 loss: 16.114962 eta: 2 days, 15:10:29 batch_cost: 0.5421 data_cost: 0.0015 ips: 7.3792 images/s [04/08 15:26:32] ppdet.engine INFO: Epoch: [24] [4500/7329] learning_rate: 0.000100 loss_class: 0.560443 loss_bbox: 0.160029 loss_giou: 0.395560 loss_class_aux: 3.741675 loss_bbox_aux: 1.057647 loss_giou_aux: 2.477402 loss_class_dn: 0.334254 loss_bbox_dn: 0.179512 loss_giou_dn: 0.400539 loss_class_aux_dn: 1.808744 loss_bbox_aux_dn: 1.024189 loss_giou_aux_dn: 2.208182 loss: 14.352674 eta: 2 days, 15:09:27 batch_cost: 0.4826 data_cost: 0.0014 ips: 8.2892 images/s [04/08 15:27:27] ppdet.engine INFO: Epoch: [24] [4600/7329] learning_rate: 0.000100 loss_class: 0.549703 loss_bbox: 0.140738 loss_giou: 0.364608 loss_class_aux: 3.596214 loss_bbox_aux: 0.974922 loss_giou_aux: 2.302530 loss_class_dn: 0.310294 loss_bbox_dn: 0.156716 loss_giou_dn: 0.351785 loss_class_aux_dn: 1.724254 loss_bbox_aux_dn: 0.974692 loss_giou_aux_dn: 1.963938 loss: 13.272604 eta: 2 days, 15:08:27 batch_cost: 0.4902 data_cost: 0.0013 ips: 8.1593 images/s [04/08 15:28:22] ppdet.engine INFO: Epoch: [24] [4700/7329] learning_rate: 0.000100 loss_class: 0.627685 loss_bbox: 0.151791 loss_giou: 0.440583 loss_class_aux: 4.005789 loss_bbox_aux: 0.971480 loss_giou_aux: 2.762583 loss_class_dn: 0.343469 loss_bbox_dn: 0.162029 loss_giou_dn: 0.420420 loss_class_aux_dn: 1.848801 loss_bbox_aux_dn: 0.935654 loss_giou_aux_dn: 2.326577 loss: 15.575048 eta: 2 days, 15:07:27 batch_cost: 0.4905 data_cost: 0.0014 ips: 8.1542 images/s [04/08 15:29:19] ppdet.engine INFO: Epoch: [24] [4800/7329] learning_rate: 0.000100 loss_class: 0.625765 loss_bbox: 0.164927 loss_giou: 0.385764 loss_class_aux: 4.108339 loss_bbox_aux: 1.039245 loss_giou_aux: 2.520829 loss_class_dn: 0.347463 loss_bbox_dn: 0.181498 loss_giou_dn: 0.416387 loss_class_aux_dn: 1.868360 loss_bbox_aux_dn: 1.089501 loss_giou_aux_dn: 2.279911 loss: 15.819036 eta: 2 days, 15:06:32 batch_cost: 0.5072 data_cost: 0.0015 ips: 7.8862 images/s [04/08 15:30:19] ppdet.engine INFO: Epoch: [24] [4900/7329] learning_rate: 0.000100 loss_class: 0.536348 loss_bbox: 0.149317 loss_giou: 0.433913 loss_class_aux: 3.540117 loss_bbox_aux: 0.878710 loss_giou_aux: 2.709980 loss_class_dn: 0.314988 loss_bbox_dn: 0.153724 loss_giou_dn: 0.432225 loss_class_aux_dn: 1.711908 loss_bbox_aux_dn: 0.939628 loss_giou_aux_dn: 2.387708 loss: 14.024555 eta: 2 days, 15:05:42 batch_cost: 0.5318 data_cost: 0.0014 ips: 7.5221 images/s [04/08 15:31:16] ppdet.engine INFO: Epoch: [24] [5000/7329] learning_rate: 0.000100 loss_class: 0.647275 loss_bbox: 0.150466 loss_giou: 0.427208 loss_class_aux: 4.042004 loss_bbox_aux: 1.000238 loss_giou_aux: 2.671041 loss_class_dn: 0.351336 loss_bbox_dn: 0.175879 loss_giou_dn: 0.420574 loss_class_aux_dn: 1.897762 loss_bbox_aux_dn: 1.044650 loss_giou_aux_dn: 2.312863 loss: 15.949638 eta: 2 days, 15:04:45 batch_cost: 0.5052 data_cost: 0.0015 ips: 7.9182 images/s [04/08 15:32:10] ppdet.engine INFO: Epoch: [24] [5100/7329] learning_rate: 0.000100 loss_class: 0.618621 loss_bbox: 0.139391 loss_giou: 0.382801 loss_class_aux: 3.956079 loss_bbox_aux: 0.883477 loss_giou_aux: 2.455703 loss_class_dn: 0.347476 loss_bbox_dn: 0.157655 loss_giou_dn: 0.409517 loss_class_aux_dn: 1.883928 loss_bbox_aux_dn: 0.936551 loss_giou_aux_dn: 2.263692 loss: 14.724249 eta: 2 days, 15:03:42 batch_cost: 0.4769 data_cost: 0.0014 ips: 8.3881 images/s [04/08 15:33:07] ppdet.engine INFO: Epoch: [24] [5200/7329] learning_rate: 0.000100 loss_class: 0.600871 loss_bbox: 0.131747 loss_giou: 0.415974 loss_class_aux: 3.791532 loss_bbox_aux: 0.915384 loss_giou_aux: 2.616299 loss_class_dn: 0.345828 loss_bbox_dn: 0.133426 loss_giou_dn: 0.407584 loss_class_aux_dn: 1.895079 loss_bbox_aux_dn: 0.798172 loss_giou_aux_dn: 2.257808 loss: 14.238081 eta: 2 days, 15:02:45 batch_cost: 0.5037 data_cost: 0.0013 ips: 7.9405 images/s [04/08 15:34:09] ppdet.engine INFO: Epoch: [24] [5300/7329] learning_rate: 0.000100 loss_class: 0.611786 loss_bbox: 0.153164 loss_giou: 0.363330 loss_class_aux: 3.776815 loss_bbox_aux: 1.011714 loss_giou_aux: 2.474770 loss_class_dn: 0.354209 loss_bbox_dn: 0.184931 loss_giou_dn: 0.378776 loss_class_aux_dn: 1.891488 loss_bbox_aux_dn: 1.035621 loss_giou_aux_dn: 2.101126 loss: 15.263906 eta: 2 days, 15:02:03 batch_cost: 0.5633 data_cost: 0.0014 ips: 7.1007 images/s [04/08 15:35:09] ppdet.engine INFO: Epoch: [24] [5400/7329] learning_rate: 0.000100 loss_class: 0.584461 loss_bbox: 0.156829 loss_giou: 0.410105 loss_class_aux: 3.700058 loss_bbox_aux: 1.019221 loss_giou_aux: 2.604290 loss_class_dn: 0.346269 loss_bbox_dn: 0.183137 loss_giou_dn: 0.416341 loss_class_aux_dn: 1.842882 loss_bbox_aux_dn: 1.005582 loss_giou_aux_dn: 2.197488 loss: 14.987616 eta: 2 days, 15:01:14 batch_cost: 0.5355 data_cost: 0.0013 ips: 7.4692 images/s [04/08 15:36:14] ppdet.engine INFO: Epoch: [24] [5500/7329] learning_rate: 0.000100 loss_class: 0.593621 loss_bbox: 0.155246 loss_giou: 0.393453 loss_class_aux: 3.987967 loss_bbox_aux: 0.968009 loss_giou_aux: 2.467646 loss_class_dn: 0.320191 loss_bbox_dn: 0.182727 loss_giou_dn: 0.404883 loss_class_aux_dn: 1.738401 loss_bbox_aux_dn: 1.032602 loss_giou_aux_dn: 2.187738 loss: 14.913733 eta: 2 days, 15:00:38 batch_cost: 0.5899 data_cost: 0.0015 ips: 6.7808 images/s [04/08 15:37:12] ppdet.engine INFO: Epoch: [24] [5600/7329] learning_rate: 0.000100 loss_class: 0.532894 loss_bbox: 0.134831 loss_giou: 0.321012 loss_class_aux: 3.402667 loss_bbox_aux: 0.924268 loss_giou_aux: 2.021554 loss_class_dn: 0.273114 loss_bbox_dn: 0.150611 loss_giou_dn: 0.334697 loss_class_aux_dn: 1.506418 loss_bbox_aux_dn: 0.883460 loss_giou_aux_dn: 1.861227 loss: 12.941629 eta: 2 days, 14:59:45 batch_cost: 0.5200 data_cost: 0.0013 ips: 7.6927 images/s [04/08 15:38:10] ppdet.engine INFO: Epoch: [24] [5700/7329] learning_rate: 0.000100 loss_class: 0.609729 loss_bbox: 0.131491 loss_giou: 0.332616 loss_class_aux: 3.800957 loss_bbox_aux: 0.906093 loss_giou_aux: 2.135172 loss_class_dn: 0.307374 loss_bbox_dn: 0.171626 loss_giou_dn: 0.325830 loss_class_aux_dn: 1.670988 loss_bbox_aux_dn: 0.983336 loss_giou_aux_dn: 1.849519 loss: 13.602999 eta: 2 days, 14:58:50 batch_cost: 0.5118 data_cost: 0.0013 ips: 7.8151 images/s [04/08 15:39:12] ppdet.engine INFO: Epoch: [24] [5800/7329] learning_rate: 0.000100 loss_class: 0.595648 loss_bbox: 0.150013 loss_giou: 0.384671 loss_class_aux: 3.976083 loss_bbox_aux: 1.030571 loss_giou_aux: 2.541630 loss_class_dn: 0.356594 loss_bbox_dn: 0.176364 loss_giou_dn: 0.423138 loss_class_aux_dn: 1.888419 loss_bbox_aux_dn: 1.006094 loss_giou_aux_dn: 2.299210 loss: 15.656333 eta: 2 days, 14:58:05 batch_cost: 0.5496 data_cost: 0.0014 ips: 7.2783 images/s [04/08 15:40:08] ppdet.engine INFO: Epoch: [24] [5900/7329] learning_rate: 0.000100 loss_class: 0.629971 loss_bbox: 0.145895 loss_giou: 0.385782 loss_class_aux: 3.944954 loss_bbox_aux: 0.973479 loss_giou_aux: 2.513194 loss_class_dn: 0.357680 loss_bbox_dn: 0.180097 loss_giou_dn: 0.409359 loss_class_aux_dn: 1.926142 loss_bbox_aux_dn: 1.029538 loss_giou_aux_dn: 2.273744 loss: 15.315389 eta: 2 days, 14:57:07 batch_cost: 0.4985 data_cost: 0.0013 ips: 8.0240 images/s [04/08 15:41:07] ppdet.engine INFO: Epoch: [24] [6000/7329] learning_rate: 0.000100 loss_class: 0.587266 loss_bbox: 0.133277 loss_giou: 0.407805 loss_class_aux: 3.881680 loss_bbox_aux: 0.884637 loss_giou_aux: 2.673695 loss_class_dn: 0.358643 loss_bbox_dn: 0.145340 loss_giou_dn: 0.423783 loss_class_aux_dn: 1.940079 loss_bbox_aux_dn: 0.874943 loss_giou_aux_dn: 2.379267 loss: 15.997721 eta: 2 days, 14:56:16 batch_cost: 0.5288 data_cost: 0.0015 ips: 7.5648 images/s [04/08 15:42:07] ppdet.engine INFO: Epoch: [24] [6100/7329] learning_rate: 0.000100 loss_class: 0.624632 loss_bbox: 0.157921 loss_giou: 0.381383 loss_class_aux: 3.961957 loss_bbox_aux: 1.057606 loss_giou_aux: 2.407974 loss_class_dn: 0.355602 loss_bbox_dn: 0.187099 loss_giou_dn: 0.402394 loss_class_aux_dn: 1.873492 loss_bbox_aux_dn: 1.071097 loss_giou_aux_dn: 2.184355 loss: 15.534555 eta: 2 days, 14:55:25 batch_cost: 0.5276 data_cost: 0.0017 ips: 7.5814 images/s [04/08 15:43:11] ppdet.engine INFO: Epoch: [24] [6200/7329] learning_rate: 0.000100 loss_class: 0.664845 loss_bbox: 0.158976 loss_giou: 0.392217 loss_class_aux: 4.132777 loss_bbox_aux: 1.044241 loss_giou_aux: 2.562168 loss_class_dn: 0.347769 loss_bbox_dn: 0.182695 loss_giou_dn: 0.438120 loss_class_aux_dn: 1.942385 loss_bbox_aux_dn: 1.146267 loss_giou_aux_dn: 2.477011 loss: 15.545925 eta: 2 days, 14:54:46 batch_cost: 0.5776 data_cost: 0.0013 ips: 6.9252 images/s [04/08 15:44:08] ppdet.engine INFO: Epoch: [24] [6300/7329] learning_rate: 0.000100 loss_class: 0.623383 loss_bbox: 0.133855 loss_giou: 0.474781 loss_class_aux: 4.022241 loss_bbox_aux: 0.886700 loss_giou_aux: 2.942764 loss_class_dn: 0.378171 loss_bbox_dn: 0.150616 loss_giou_dn: 0.471342 loss_class_aux_dn: 1.978948 loss_bbox_aux_dn: 0.922075 loss_giou_aux_dn: 2.541368 loss: 15.754305 eta: 2 days, 14:53:51 batch_cost: 0.5109 data_cost: 0.0013 ips: 7.8295 images/s [04/08 15:45:07] ppdet.engine INFO: Epoch: [24] [6400/7329] learning_rate: 0.000100 loss_class: 0.593245 loss_bbox: 0.147544 loss_giou: 0.367527 loss_class_aux: 3.717995 loss_bbox_aux: 0.965853 loss_giou_aux: 2.316814 loss_class_dn: 0.310514 loss_bbox_dn: 0.166011 loss_giou_dn: 0.356337 loss_class_aux_dn: 1.697452 loss_bbox_aux_dn: 0.939035 loss_giou_aux_dn: 1.938040 loss: 13.964572 eta: 2 days, 14:53:02 batch_cost: 0.5367 data_cost: 0.0013 ips: 7.4536 images/s [04/08 15:46:06] ppdet.engine INFO: Epoch: [24] [6500/7329] learning_rate: 0.000100 loss_class: 0.605441 loss_bbox: 0.153197 loss_giou: 0.453432 loss_class_aux: 3.867720 loss_bbox_aux: 0.997395 loss_giou_aux: 2.823958 loss_class_dn: 0.350451 loss_bbox_dn: 0.171989 loss_giou_dn: 0.414188 loss_class_aux_dn: 1.904183 loss_bbox_aux_dn: 1.016345 loss_giou_aux_dn: 2.283747 loss: 15.724196 eta: 2 days, 14:52:10 batch_cost: 0.5223 data_cost: 0.0013 ips: 7.6590 images/s [04/08 15:47:01] ppdet.engine INFO: Epoch: [24] [6600/7329] learning_rate: 0.000100 loss_class: 0.611910 loss_bbox: 0.135126 loss_giou: 0.412329 loss_class_aux: 3.798029 loss_bbox_aux: 0.888696 loss_giou_aux: 2.637991 loss_class_dn: 0.341252 loss_bbox_dn: 0.135931 loss_giou_dn: 0.417154 loss_class_aux_dn: 1.824595 loss_bbox_aux_dn: 0.796244 loss_giou_aux_dn: 2.246691 loss: 15.165855 eta: 2 days, 14:51:10 batch_cost: 0.4919 data_cost: 0.0013 ips: 8.1309 images/s [04/08 15:47:59] ppdet.engine INFO: Epoch: [24] [6700/7329] learning_rate: 0.000100 loss_class: 0.654322 loss_bbox: 0.148284 loss_giou: 0.480439 loss_class_aux: 4.077567 loss_bbox_aux: 1.015129 loss_giou_aux: 3.079430 loss_class_dn: 0.364233 loss_bbox_dn: 0.166316 loss_giou_dn: 0.490288 loss_class_aux_dn: 1.899916 loss_bbox_aux_dn: 0.972686 loss_giou_aux_dn: 2.731791 loss: 17.005901 eta: 2 days, 14:50:16 batch_cost: 0.5121 data_cost: 0.0013 ips: 7.8105 images/s [04/08 15:48:53] ppdet.engine INFO: Epoch: [24] [6800/7329] learning_rate: 0.000100 loss_class: 0.569304 loss_bbox: 0.156869 loss_giou: 0.395079 loss_class_aux: 3.581337 loss_bbox_aux: 1.002190 loss_giou_aux: 2.644035 loss_class_dn: 0.317842 loss_bbox_dn: 0.162673 loss_giou_dn: 0.401278 loss_class_aux_dn: 1.696267 loss_bbox_aux_dn: 0.933380 loss_giou_aux_dn: 2.177328 loss: 13.784851 eta: 2 days, 14:49:14 batch_cost: 0.4846 data_cost: 0.0014 ips: 8.2549 images/s [04/08 15:49:48] ppdet.engine INFO: Epoch: [24] [6900/7329] learning_rate: 0.000100 loss_class: 0.642343 loss_bbox: 0.153219 loss_giou: 0.395868 loss_class_aux: 4.117105 loss_bbox_aux: 1.017473 loss_giou_aux: 2.529906 loss_class_dn: 0.365749 loss_bbox_dn: 0.174479 loss_giou_dn: 0.409066 loss_class_aux_dn: 1.948966 loss_bbox_aux_dn: 1.049783 loss_giou_aux_dn: 2.299304 loss: 15.761436 eta: 2 days, 14:48:13 batch_cost: 0.4859 data_cost: 0.0013 ips: 8.2316 images/s [04/08 15:50:43] ppdet.engine INFO: Epoch: [24] [7000/7329] learning_rate: 0.000100 loss_class: 0.579352 loss_bbox: 0.137924 loss_giou: 0.454214 loss_class_aux: 3.873957 loss_bbox_aux: 0.928284 loss_giou_aux: 2.862112 loss_class_dn: 0.351076 loss_bbox_dn: 0.162763 loss_giou_dn: 0.416277 loss_class_aux_dn: 1.903009 loss_bbox_aux_dn: 0.961216 loss_giou_aux_dn: 2.255029 loss: 15.874288 eta: 2 days, 14:47:13 batch_cost: 0.4859 data_cost: 0.0014 ips: 8.2319 images/s [04/08 15:51:39] ppdet.engine INFO: Epoch: [24] [7100/7329] learning_rate: 0.000100 loss_class: 0.599422 loss_bbox: 0.130471 loss_giou: 0.388637 loss_class_aux: 3.695959 loss_bbox_aux: 0.849147 loss_giou_aux: 2.466511 loss_class_dn: 0.321666 loss_bbox_dn: 0.149584 loss_giou_dn: 0.402694 loss_class_aux_dn: 1.717532 loss_bbox_aux_dn: 0.915370 loss_giou_aux_dn: 2.245442 loss: 14.083980 eta: 2 days, 14:46:16 batch_cost: 0.5058 data_cost: 0.0013 ips: 7.9086 images/s [04/08 15:52:35] ppdet.engine INFO: Epoch: [24] [7200/7329] learning_rate: 0.000100 loss_class: 0.603282 loss_bbox: 0.141523 loss_giou: 0.352014 loss_class_aux: 3.826716 loss_bbox_aux: 0.908965 loss_giou_aux: 2.237336 loss_class_dn: 0.325102 loss_bbox_dn: 0.158949 loss_giou_dn: 0.372332 loss_class_aux_dn: 1.726166 loss_bbox_aux_dn: 0.913087 loss_giou_aux_dn: 2.085050 loss: 14.886345 eta: 2 days, 14:45:17 batch_cost: 0.4903 data_cost: 0.0013 ips: 8.1575 images/s [04/08 15:53:30] ppdet.engine INFO: Epoch: [24] [7300/7329] learning_rate: 0.000100 loss_class: 0.646868 loss_bbox: 0.165128 loss_giou: 0.495510 loss_class_aux: 4.082008 loss_bbox_aux: 1.109780 loss_giou_aux: 3.183114 loss_class_dn: 0.387578 loss_bbox_dn: 0.179648 loss_giou_dn: 0.483684 loss_class_aux_dn: 2.051189 loss_bbox_aux_dn: 1.008627 loss_giou_aux_dn: 2.666597 loss: 17.082577 eta: 2 days, 14:44:17 batch_cost: 0.4921 data_cost: 0.0013 ips: 8.1280 images/s [04/08 15:53:52] ppdet.engine INFO: Eval iter: 0 [04/08 15:54:20] ppdet.engine INFO: Eval iter: 100 [04/08 15:54:48] ppdet.engine INFO: Eval iter: 200 [04/08 15:55:16] ppdet.engine INFO: Eval iter: 300 [04/08 15:55:43] ppdet.engine INFO: Eval iter: 400 [04/08 15:56:12] ppdet.engine INFO: Eval iter: 500 [04/08 15:56:40] ppdet.engine INFO: Eval iter: 600 [04/08 15:57:09] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/08 15:57:10] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.21s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=112.59s). Accumulating evaluation results... DONE (t=27.25s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.510 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.692 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.550 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.314 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.555 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.697 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.383 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.640 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.529 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.750 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/08 15:59:52] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.45285676958171 [04/08 15:59:52] ppdet.engine INFO: Best test bbox ap is 0.510. [04/08 15:59:55] ppdet.engine INFO: Epoch: [25] [ 0/7329] learning_rate: 0.000100 loss_class: 0.612583 loss_bbox: 0.161467 loss_giou: 0.466883 loss_class_aux: 3.856187 loss_bbox_aux: 1.092046 loss_giou_aux: 3.053114 loss_class_dn: 0.360923 loss_bbox_dn: 0.173791 loss_giou_dn: 0.467349 loss_class_aux_dn: 1.953107 loss_bbox_aux_dn: 0.966243 loss_giou_aux_dn: 2.541925 loss: 16.433792 eta: 2 days, 14:44:03 batch_cost: 0.5009 data_cost: 0.0014 ips: 7.9856 images/s [04/08 16:00:52] ppdet.engine INFO: Epoch: [25] [ 100/7329] learning_rate: 0.000100 loss_class: 0.631504 loss_bbox: 0.158969 loss_giou: 0.415909 loss_class_aux: 4.111339 loss_bbox_aux: 1.009245 loss_giou_aux: 2.479223 loss_class_dn: 0.364464 loss_bbox_dn: 0.174671 loss_giou_dn: 0.421641 loss_class_aux_dn: 1.953582 loss_bbox_aux_dn: 1.018577 loss_giou_aux_dn: 2.278246 loss: 15.597808 eta: 2 days, 14:43:09 batch_cost: 0.5150 data_cost: 0.0015 ips: 7.7666 images/s [04/08 16:01:52] ppdet.engine INFO: Epoch: [25] [ 200/7329] learning_rate: 0.000100 loss_class: 0.600649 loss_bbox: 0.146241 loss_giou: 0.389560 loss_class_aux: 3.783678 loss_bbox_aux: 0.954467 loss_giou_aux: 2.507076 loss_class_dn: 0.330658 loss_bbox_dn: 0.161635 loss_giou_dn: 0.402606 loss_class_aux_dn: 1.776153 loss_bbox_aux_dn: 0.945637 loss_giou_aux_dn: 2.226152 loss: 15.124815 eta: 2 days, 14:42:19 batch_cost: 0.5293 data_cost: 0.0015 ips: 7.5573 images/s [04/08 16:02:50] ppdet.engine INFO: Epoch: [25] [ 300/7329] learning_rate: 0.000100 loss_class: 0.585989 loss_bbox: 0.151313 loss_giou: 0.382675 loss_class_aux: 3.739329 loss_bbox_aux: 1.005466 loss_giou_aux: 2.462511 loss_class_dn: 0.333886 loss_bbox_dn: 0.149570 loss_giou_dn: 0.397721 loss_class_aux_dn: 1.777401 loss_bbox_aux_dn: 0.904600 loss_giou_aux_dn: 2.199850 loss: 15.608765 eta: 2 days, 14:41:24 batch_cost: 0.5126 data_cost: 0.0015 ips: 7.8028 images/s [04/08 16:03:47] ppdet.engine INFO: Epoch: [25] [ 400/7329] learning_rate: 0.000100 loss_class: 0.623410 loss_bbox: 0.146719 loss_giou: 0.400655 loss_class_aux: 4.117414 loss_bbox_aux: 1.026289 loss_giou_aux: 2.467260 loss_class_dn: 0.346829 loss_bbox_dn: 0.188079 loss_giou_dn: 0.395570 loss_class_aux_dn: 1.872362 loss_bbox_aux_dn: 1.095539 loss_giou_aux_dn: 2.143754 loss: 15.104311 eta: 2 days, 14:40:28 batch_cost: 0.5049 data_cost: 0.0013 ips: 7.9216 images/s [04/08 16:04:43] ppdet.engine INFO: Epoch: [25] [ 500/7329] learning_rate: 0.000100 loss_class: 0.570864 loss_bbox: 0.147740 loss_giou: 0.395154 loss_class_aux: 3.697706 loss_bbox_aux: 0.925183 loss_giou_aux: 2.490915 loss_class_dn: 0.336745 loss_bbox_dn: 0.185345 loss_giou_dn: 0.383884 loss_class_aux_dn: 1.786904 loss_bbox_aux_dn: 1.047548 loss_giou_aux_dn: 2.176930 loss: 14.388834 eta: 2 days, 14:39:30 batch_cost: 0.4975 data_cost: 0.0014 ips: 8.0397 images/s [04/08 16:05:37] ppdet.engine INFO: Epoch: [25] [ 600/7329] learning_rate: 0.000100 loss_class: 0.575456 loss_bbox: 0.140153 loss_giou: 0.387693 loss_class_aux: 3.759807 loss_bbox_aux: 0.937220 loss_giou_aux: 2.492567 loss_class_dn: 0.362249 loss_bbox_dn: 0.150305 loss_giou_dn: 0.410290 loss_class_aux_dn: 1.945932 loss_bbox_aux_dn: 0.916813 loss_giou_aux_dn: 2.261630 loss: 15.172033 eta: 2 days, 14:38:28 batch_cost: 0.4815 data_cost: 0.0014 ips: 8.3072 images/s [04/08 16:06:31] ppdet.engine INFO: Epoch: [25] [ 700/7329] learning_rate: 0.000100 loss_class: 0.592434 loss_bbox: 0.162266 loss_giou: 0.455763 loss_class_aux: 3.762544 loss_bbox_aux: 1.056454 loss_giou_aux: 2.926603 loss_class_dn: 0.356510 loss_bbox_dn: 0.159536 loss_giou_dn: 0.465656 loss_class_aux_dn: 1.888314 loss_bbox_aux_dn: 0.968051 loss_giou_aux_dn: 2.537654 loss: 15.270740 eta: 2 days, 14:37:26 batch_cost: 0.4785 data_cost: 0.0013 ips: 8.3592 images/s [04/08 16:07:32] ppdet.engine INFO: Epoch: [25] [ 800/7329] learning_rate: 0.000100 loss_class: 0.649594 loss_bbox: 0.156935 loss_giou: 0.476952 loss_class_aux: 4.013994 loss_bbox_aux: 1.055135 loss_giou_aux: 2.991220 loss_class_dn: 0.372334 loss_bbox_dn: 0.173570 loss_giou_dn: 0.465742 loss_class_aux_dn: 1.978953 loss_bbox_aux_dn: 0.990412 loss_giou_aux_dn: 2.521821 loss: 17.027100 eta: 2 days, 14:36:39 batch_cost: 0.5463 data_cost: 0.0014 ips: 7.3226 images/s [04/08 16:08:28] ppdet.engine INFO: Epoch: [25] [ 900/7329] learning_rate: 0.000100 loss_class: 0.599319 loss_bbox: 0.140773 loss_giou: 0.390437 loss_class_aux: 3.802483 loss_bbox_aux: 0.964488 loss_giou_aux: 2.479097 loss_class_dn: 0.331413 loss_bbox_dn: 0.164168 loss_giou_dn: 0.386706 loss_class_aux_dn: 1.752261 loss_bbox_aux_dn: 0.985154 loss_giou_aux_dn: 2.152196 loss: 15.262985 eta: 2 days, 14:35:43 batch_cost: 0.5064 data_cost: 0.0013 ips: 7.8994 images/s [04/08 16:09:29] ppdet.engine INFO: Epoch: [25] [1000/7329] learning_rate: 0.000100 loss_class: 0.534411 loss_bbox: 0.136864 loss_giou: 0.293664 loss_class_aux: 3.434794 loss_bbox_aux: 0.929916 loss_giou_aux: 1.925093 loss_class_dn: 0.309103 loss_bbox_dn: 0.155562 loss_giou_dn: 0.338734 loss_class_aux_dn: 1.631069 loss_bbox_aux_dn: 0.919791 loss_giou_aux_dn: 1.885449 loss: 13.546263 eta: 2 days, 14:34:55 batch_cost: 0.5377 data_cost: 0.0016 ips: 7.4385 images/s [04/08 16:10:30] ppdet.engine INFO: Epoch: [25] [1100/7329] learning_rate: 0.000100 loss_class: 0.586796 loss_bbox: 0.153803 loss_giou: 0.398895 loss_class_aux: 3.940747 loss_bbox_aux: 1.014725 loss_giou_aux: 2.571433 loss_class_dn: 0.331399 loss_bbox_dn: 0.178562 loss_giou_dn: 0.391870 loss_class_aux_dn: 1.777229 loss_bbox_aux_dn: 1.042184 loss_giou_aux_dn: 2.126039 loss: 14.987387 eta: 2 days, 14:34:05 batch_cost: 0.5339 data_cost: 0.0019 ips: 7.4925 images/s [04/08 16:11:28] ppdet.engine INFO: Epoch: [25] [1200/7329] learning_rate: 0.000100 loss_class: 0.609531 loss_bbox: 0.153325 loss_giou: 0.451251 loss_class_aux: 3.907738 loss_bbox_aux: 1.002378 loss_giou_aux: 2.845405 loss_class_dn: 0.344042 loss_bbox_dn: 0.167764 loss_giou_dn: 0.436721 loss_class_aux_dn: 1.833995 loss_bbox_aux_dn: 1.010901 loss_giou_aux_dn: 2.352581 loss: 15.702484 eta: 2 days, 14:33:09 batch_cost: 0.5064 data_cost: 0.0017 ips: 7.8997 images/s [04/08 16:12:21] ppdet.engine INFO: Epoch: [25] [1300/7329] learning_rate: 0.000100 loss_class: 0.590444 loss_bbox: 0.150961 loss_giou: 0.420684 loss_class_aux: 3.773726 loss_bbox_aux: 0.953971 loss_giou_aux: 2.638333 loss_class_dn: 0.345270 loss_bbox_dn: 0.155022 loss_giou_dn: 0.399028 loss_class_aux_dn: 1.837164 loss_bbox_aux_dn: 0.929620 loss_giou_aux_dn: 2.201907 loss: 14.767227 eta: 2 days, 14:32:05 batch_cost: 0.4725 data_cost: 0.0013 ips: 8.4654 images/s [04/08 16:13:16] ppdet.engine INFO: Epoch: [25] [1400/7329] learning_rate: 0.000100 loss_class: 0.608321 loss_bbox: 0.135403 loss_giou: 0.445078 loss_class_aux: 3.859663 loss_bbox_aux: 0.864550 loss_giou_aux: 2.787566 loss_class_dn: 0.349056 loss_bbox_dn: 0.154814 loss_giou_dn: 0.420714 loss_class_aux_dn: 1.819666 loss_bbox_aux_dn: 0.909255 loss_giou_aux_dn: 2.313421 loss: 15.747020 eta: 2 days, 14:31:06 batch_cost: 0.4915 data_cost: 0.0014 ips: 8.1379 images/s [04/08 16:14:20] ppdet.engine INFO: Epoch: [25] [1500/7329] learning_rate: 0.000100 loss_class: 0.563636 loss_bbox: 0.132463 loss_giou: 0.334853 loss_class_aux: 3.768526 loss_bbox_aux: 0.870452 loss_giou_aux: 2.073286 loss_class_dn: 0.322169 loss_bbox_dn: 0.176039 loss_giou_dn: 0.361518 loss_class_aux_dn: 1.719209 loss_bbox_aux_dn: 1.020134 loss_giou_aux_dn: 1.966623 loss: 14.172255 eta: 2 days, 14:30:26 batch_cost: 0.5763 data_cost: 0.0013 ips: 6.9410 images/s [04/08 16:15:21] ppdet.engine INFO: Epoch: [25] [1600/7329] learning_rate: 0.000100 loss_class: 0.555395 loss_bbox: 0.129364 loss_giou: 0.365712 loss_class_aux: 3.620283 loss_bbox_aux: 0.921280 loss_giou_aux: 2.321030 loss_class_dn: 0.312958 loss_bbox_dn: 0.159519 loss_giou_dn: 0.340511 loss_class_aux_dn: 1.718832 loss_bbox_aux_dn: 0.951415 loss_giou_aux_dn: 1.926265 loss: 13.238186 eta: 2 days, 14:29:39 batch_cost: 0.5435 data_cost: 0.0014 ips: 7.3603 images/s [04/08 16:16:27] ppdet.engine INFO: Epoch: [25] [1700/7329] learning_rate: 0.000100 loss_class: 0.563303 loss_bbox: 0.139363 loss_giou: 0.341544 loss_class_aux: 3.679176 loss_bbox_aux: 0.926645 loss_giou_aux: 2.157859 loss_class_dn: 0.317919 loss_bbox_dn: 0.145017 loss_giou_dn: 0.330634 loss_class_aux_dn: 1.704376 loss_bbox_aux_dn: 0.893469 loss_giou_aux_dn: 1.870251 loss: 13.754132 eta: 2 days, 14:29:04 batch_cost: 0.5960 data_cost: 0.0021 ips: 6.7116 images/s [04/08 16:17:28] ppdet.engine INFO: Epoch: [25] [1800/7329] learning_rate: 0.000100 loss_class: 0.568149 loss_bbox: 0.146084 loss_giou: 0.384818 loss_class_aux: 3.795544 loss_bbox_aux: 1.020977 loss_giou_aux: 2.390430 loss_class_dn: 0.306637 loss_bbox_dn: 0.185380 loss_giou_dn: 0.388634 loss_class_aux_dn: 1.672514 loss_bbox_aux_dn: 1.096359 loss_giou_aux_dn: 2.145221 loss: 14.051348 eta: 2 days, 14:28:15 batch_cost: 0.5349 data_cost: 0.0016 ips: 7.4780 images/s [04/08 16:18:24] ppdet.engine INFO: Epoch: [25] [1900/7329] learning_rate: 0.000100 loss_class: 0.600134 loss_bbox: 0.151657 loss_giou: 0.425373 loss_class_aux: 3.846311 loss_bbox_aux: 1.006019 loss_giou_aux: 2.676138 loss_class_dn: 0.348970 loss_bbox_dn: 0.165651 loss_giou_dn: 0.424320 loss_class_aux_dn: 1.868190 loss_bbox_aux_dn: 0.958495 loss_giou_aux_dn: 2.298261 loss: 14.870419 eta: 2 days, 14:27:18 batch_cost: 0.5046 data_cost: 0.0013 ips: 7.9268 images/s [04/08 16:19:24] ppdet.engine INFO: Epoch: [25] [2000/7329] learning_rate: 0.000100 loss_class: 0.619306 loss_bbox: 0.149163 loss_giou: 0.429442 loss_class_aux: 3.974374 loss_bbox_aux: 0.973114 loss_giou_aux: 2.708182 loss_class_dn: 0.356762 loss_bbox_dn: 0.161849 loss_giou_dn: 0.447608 loss_class_aux_dn: 1.898629 loss_bbox_aux_dn: 0.978961 loss_giou_aux_dn: 2.504423 loss: 15.921598 eta: 2 days, 14:26:28 batch_cost: 0.5299 data_cost: 0.0015 ips: 7.5484 images/s [04/08 16:20:26] ppdet.engine INFO: Epoch: [25] [2100/7329] learning_rate: 0.000100 loss_class: 0.685170 loss_bbox: 0.154906 loss_giou: 0.475035 loss_class_aux: 4.478452 loss_bbox_aux: 0.994780 loss_giou_aux: 2.989838 loss_class_dn: 0.383794 loss_bbox_dn: 0.164251 loss_giou_dn: 0.503363 loss_class_aux_dn: 2.021401 loss_bbox_aux_dn: 0.943473 loss_giou_aux_dn: 2.708189 loss: 16.781633 eta: 2 days, 14:25:41 batch_cost: 0.5431 data_cost: 0.0020 ips: 7.3645 images/s [04/08 16:21:29] ppdet.engine INFO: Epoch: [25] [2200/7329] learning_rate: 0.000100 loss_class: 0.592767 loss_bbox: 0.150068 loss_giou: 0.446706 loss_class_aux: 3.856231 loss_bbox_aux: 0.986072 loss_giou_aux: 2.764148 loss_class_dn: 0.339937 loss_bbox_dn: 0.165348 loss_giou_dn: 0.429967 loss_class_aux_dn: 1.830928 loss_bbox_aux_dn: 0.961421 loss_giou_aux_dn: 2.277746 loss: 15.174595 eta: 2 days, 14:25:00 batch_cost: 0.5705 data_cost: 0.0014 ips: 7.0108 images/s [04/08 16:22:30] ppdet.engine INFO: Epoch: [25] [2300/7329] learning_rate: 0.000100 loss_class: 0.605752 loss_bbox: 0.158178 loss_giou: 0.449625 loss_class_aux: 3.926864 loss_bbox_aux: 0.991038 loss_giou_aux: 2.835709 loss_class_dn: 0.359760 loss_bbox_dn: 0.165429 loss_giou_dn: 0.434528 loss_class_aux_dn: 1.940416 loss_bbox_aux_dn: 0.990162 loss_giou_aux_dn: 2.359354 loss: 15.652330 eta: 2 days, 14:24:13 batch_cost: 0.5481 data_cost: 0.0013 ips: 7.2980 images/s [04/08 16:23:28] ppdet.engine INFO: Epoch: [25] [2400/7329] learning_rate: 0.000100 loss_class: 0.633065 loss_bbox: 0.144856 loss_giou: 0.475446 loss_class_aux: 3.996622 loss_bbox_aux: 0.986299 loss_giou_aux: 3.049282 loss_class_dn: 0.374142 loss_bbox_dn: 0.168004 loss_giou_dn: 0.467897 loss_class_aux_dn: 1.975273 loss_bbox_aux_dn: 1.025470 loss_giou_aux_dn: 2.522661 loss: 16.467506 eta: 2 days, 14:23:17 batch_cost: 0.5056 data_cost: 0.0014 ips: 7.9111 images/s [04/08 16:24:24] ppdet.engine INFO: Epoch: [25] [2500/7329] learning_rate: 0.000100 loss_class: 0.632614 loss_bbox: 0.146971 loss_giou: 0.408686 loss_class_aux: 4.022067 loss_bbox_aux: 1.000292 loss_giou_aux: 2.678647 loss_class_dn: 0.367755 loss_bbox_dn: 0.190654 loss_giou_dn: 0.432742 loss_class_aux_dn: 1.963456 loss_bbox_aux_dn: 1.078882 loss_giou_aux_dn: 2.308523 loss: 15.999739 eta: 2 days, 14:22:19 batch_cost: 0.4948 data_cost: 0.0015 ips: 8.0836 images/s [04/08 16:25:27] ppdet.engine INFO: Epoch: [25] [2600/7329] learning_rate: 0.000100 loss_class: 0.631665 loss_bbox: 0.161123 loss_giou: 0.412390 loss_class_aux: 4.001098 loss_bbox_aux: 1.044662 loss_giou_aux: 2.590692 loss_class_dn: 0.353300 loss_bbox_dn: 0.172931 loss_giou_dn: 0.414226 loss_class_aux_dn: 1.932406 loss_bbox_aux_dn: 1.021187 loss_giou_aux_dn: 2.255258 loss: 15.336120 eta: 2 days, 14:21:35 batch_cost: 0.5575 data_cost: 0.0016 ips: 7.1751 images/s [04/08 16:26:30] ppdet.engine INFO: Epoch: [25] [2700/7329] learning_rate: 0.000100 loss_class: 0.584694 loss_bbox: 0.132918 loss_giou: 0.382438 loss_class_aux: 3.706661 loss_bbox_aux: 0.909545 loss_giou_aux: 2.423593 loss_class_dn: 0.317277 loss_bbox_dn: 0.168999 loss_giou_dn: 0.389940 loss_class_aux_dn: 1.693532 loss_bbox_aux_dn: 0.980924 loss_giou_aux_dn: 2.138817 loss: 13.844996 eta: 2 days, 14:20:50 batch_cost: 0.5538 data_cost: 0.0015 ips: 7.2222 images/s [04/08 16:27:29] ppdet.engine INFO: Epoch: [25] [2800/7329] learning_rate: 0.000100 loss_class: 0.701739 loss_bbox: 0.158857 loss_giou: 0.415607 loss_class_aux: 4.448141 loss_bbox_aux: 1.088644 loss_giou_aux: 2.537482 loss_class_dn: 0.367924 loss_bbox_dn: 0.193587 loss_giou_dn: 0.388154 loss_class_aux_dn: 1.994628 loss_bbox_aux_dn: 1.114228 loss_giou_aux_dn: 2.156372 loss: 16.543911 eta: 2 days, 14:19:57 batch_cost: 0.5223 data_cost: 0.0015 ips: 7.6587 images/s [04/08 16:28:30] ppdet.engine INFO: Epoch: [25] [2900/7329] learning_rate: 0.000100 loss_class: 0.595175 loss_bbox: 0.136064 loss_giou: 0.381471 loss_class_aux: 3.960541 loss_bbox_aux: 0.900305 loss_giou_aux: 2.461620 loss_class_dn: 0.324260 loss_bbox_dn: 0.152233 loss_giou_dn: 0.389380 loss_class_aux_dn: 1.727665 loss_bbox_aux_dn: 0.908587 loss_giou_aux_dn: 2.161233 loss: 14.776922 eta: 2 days, 14:19:07 batch_cost: 0.5289 data_cost: 0.0015 ips: 7.5626 images/s [04/08 16:29:27] ppdet.engine INFO: Epoch: [25] [3000/7329] learning_rate: 0.000100 loss_class: 0.580461 loss_bbox: 0.150691 loss_giou: 0.414670 loss_class_aux: 3.844864 loss_bbox_aux: 1.020562 loss_giou_aux: 2.547835 loss_class_dn: 0.353690 loss_bbox_dn: 0.174594 loss_giou_dn: 0.382551 loss_class_aux_dn: 1.867363 loss_bbox_aux_dn: 1.008968 loss_giou_aux_dn: 2.100915 loss: 15.154060 eta: 2 days, 14:18:10 batch_cost: 0.5021 data_cost: 0.0013 ips: 7.9670 images/s [04/08 16:30:22] ppdet.engine INFO: Epoch: [25] [3100/7329] learning_rate: 0.000100 loss_class: 0.567283 loss_bbox: 0.145830 loss_giou: 0.429439 loss_class_aux: 3.543305 loss_bbox_aux: 0.949808 loss_giou_aux: 2.688100 loss_class_dn: 0.305938 loss_bbox_dn: 0.167126 loss_giou_dn: 0.384588 loss_class_aux_dn: 1.594670 loss_bbox_aux_dn: 0.983504 loss_giou_aux_dn: 2.163349 loss: 14.661367 eta: 2 days, 14:17:11 batch_cost: 0.4959 data_cost: 0.0013 ips: 8.0659 images/s [04/08 16:31:16] ppdet.engine INFO: Epoch: [25] [3200/7329] learning_rate: 0.000100 loss_class: 0.559797 loss_bbox: 0.137376 loss_giou: 0.382901 loss_class_aux: 3.605109 loss_bbox_aux: 0.944515 loss_giou_aux: 2.493349 loss_class_dn: 0.329985 loss_bbox_dn: 0.155373 loss_giou_dn: 0.401864 loss_class_aux_dn: 1.786141 loss_bbox_aux_dn: 0.902471 loss_giou_aux_dn: 2.222665 loss: 14.294899 eta: 2 days, 14:16:08 batch_cost: 0.4757 data_cost: 0.0013 ips: 8.4085 images/s [04/08 16:32:11] ppdet.engine INFO: Epoch: [25] [3300/7329] learning_rate: 0.000100 loss_class: 0.513144 loss_bbox: 0.138634 loss_giou: 0.306918 loss_class_aux: 3.172129 loss_bbox_aux: 0.941268 loss_giou_aux: 1.962130 loss_class_dn: 0.273162 loss_bbox_dn: 0.155500 loss_giou_dn: 0.309998 loss_class_aux_dn: 1.494479 loss_bbox_aux_dn: 0.936971 loss_giou_aux_dn: 1.717698 loss: 12.290142 eta: 2 days, 14:15:09 batch_cost: 0.4886 data_cost: 0.0014 ips: 8.1864 images/s [04/08 16:33:13] ppdet.engine INFO: Epoch: [25] [3400/7329] learning_rate: 0.000100 loss_class: 0.586213 loss_bbox: 0.161294 loss_giou: 0.460631 loss_class_aux: 3.878536 loss_bbox_aux: 1.060446 loss_giou_aux: 2.910022 loss_class_dn: 0.325721 loss_bbox_dn: 0.170203 loss_giou_dn: 0.435737 loss_class_aux_dn: 1.791896 loss_bbox_aux_dn: 0.981010 loss_giou_aux_dn: 2.382910 loss: 14.583150 eta: 2 days, 14:14:23 batch_cost: 0.5522 data_cost: 0.0015 ips: 7.2436 images/s [04/08 16:34:14] ppdet.engine INFO: Epoch: [25] [3500/7329] learning_rate: 0.000100 loss_class: 0.621812 loss_bbox: 0.142989 loss_giou: 0.412141 loss_class_aux: 3.984216 loss_bbox_aux: 0.941808 loss_giou_aux: 2.693630 loss_class_dn: 0.341378 loss_bbox_dn: 0.160201 loss_giou_dn: 0.422803 loss_class_aux_dn: 1.814822 loss_bbox_aux_dn: 0.958837 loss_giou_aux_dn: 2.333216 loss: 15.345741 eta: 2 days, 14:13:36 batch_cost: 0.5448 data_cost: 0.0015 ips: 7.3428 images/s [04/08 16:35:12] ppdet.engine INFO: Epoch: [25] [3600/7329] learning_rate: 0.000100 loss_class: 0.561385 loss_bbox: 0.147647 loss_giou: 0.367969 loss_class_aux: 3.656514 loss_bbox_aux: 0.962071 loss_giou_aux: 2.297717 loss_class_dn: 0.320040 loss_bbox_dn: 0.150497 loss_giou_dn: 0.336703 loss_class_aux_dn: 1.706322 loss_bbox_aux_dn: 0.853684 loss_giou_aux_dn: 1.890865 loss: 14.408316 eta: 2 days, 14:12:43 batch_cost: 0.5204 data_cost: 0.0013 ips: 7.6864 images/s [04/08 16:36:12] ppdet.engine INFO: Epoch: [25] [3700/7329] learning_rate: 0.000100 loss_class: 0.561921 loss_bbox: 0.133244 loss_giou: 0.423160 loss_class_aux: 3.708255 loss_bbox_aux: 0.891175 loss_giou_aux: 2.533698 loss_class_dn: 0.318484 loss_bbox_dn: 0.156565 loss_giou_dn: 0.391346 loss_class_aux_dn: 1.713175 loss_bbox_aux_dn: 0.909856 loss_giou_aux_dn: 2.144818 loss: 14.695504 eta: 2 days, 14:11:52 batch_cost: 0.5272 data_cost: 0.0015 ips: 7.5878 images/s [04/08 16:37:08] ppdet.engine INFO: Epoch: [25] [3800/7329] learning_rate: 0.000100 loss_class: 0.611044 loss_bbox: 0.137940 loss_giou: 0.441052 loss_class_aux: 3.858722 loss_bbox_aux: 0.887762 loss_giou_aux: 2.788588 loss_class_dn: 0.347772 loss_bbox_dn: 0.151979 loss_giou_dn: 0.467096 loss_class_aux_dn: 1.861447 loss_bbox_aux_dn: 0.891237 loss_giou_aux_dn: 2.538466 loss: 15.987884 eta: 2 days, 14:10:53 batch_cost: 0.4931 data_cost: 0.0015 ips: 8.1115 images/s [04/08 16:38:04] ppdet.engine INFO: Epoch: [25] [3900/7329] learning_rate: 0.000100 loss_class: 0.621463 loss_bbox: 0.133551 loss_giou: 0.419339 loss_class_aux: 3.936739 loss_bbox_aux: 0.899638 loss_giou_aux: 2.579220 loss_class_dn: 0.349788 loss_bbox_dn: 0.158969 loss_giou_dn: 0.409058 loss_class_aux_dn: 1.865267 loss_bbox_aux_dn: 0.945984 loss_giou_aux_dn: 2.212050 loss: 14.463487 eta: 2 days, 14:09:55 batch_cost: 0.4969 data_cost: 0.0014 ips: 8.0503 images/s [04/08 16:39:00] ppdet.engine INFO: Epoch: [25] [4000/7329] learning_rate: 0.000100 loss_class: 0.638238 loss_bbox: 0.137147 loss_giou: 0.474045 loss_class_aux: 4.063513 loss_bbox_aux: 0.918512 loss_giou_aux: 2.918510 loss_class_dn: 0.333616 loss_bbox_dn: 0.151000 loss_giou_dn: 0.438452 loss_class_aux_dn: 1.852251 loss_bbox_aux_dn: 0.894613 loss_giou_aux_dn: 2.359786 loss: 15.082241 eta: 2 days, 14:08:57 batch_cost: 0.4940 data_cost: 0.0014 ips: 8.0976 images/s [04/08 16:39:53] ppdet.engine INFO: Epoch: [25] [4100/7329] learning_rate: 0.000100 loss_class: 0.614232 loss_bbox: 0.159885 loss_giou: 0.418702 loss_class_aux: 3.959988 loss_bbox_aux: 1.019443 loss_giou_aux: 2.641487 loss_class_dn: 0.372052 loss_bbox_dn: 0.182176 loss_giou_dn: 0.420940 loss_class_aux_dn: 1.971511 loss_bbox_aux_dn: 1.057442 loss_giou_aux_dn: 2.310534 loss: 15.841843 eta: 2 days, 14:07:53 batch_cost: 0.4711 data_cost: 0.0013 ips: 8.4906 images/s [04/08 16:40:50] ppdet.engine INFO: Epoch: [25] [4200/7329] learning_rate: 0.000100 loss_class: 0.577755 loss_bbox: 0.129280 loss_giou: 0.370984 loss_class_aux: 3.760843 loss_bbox_aux: 0.876247 loss_giou_aux: 2.374516 loss_class_dn: 0.314371 loss_bbox_dn: 0.139121 loss_giou_dn: 0.375914 loss_class_aux_dn: 1.650270 loss_bbox_aux_dn: 0.842962 loss_giou_aux_dn: 2.015989 loss: 13.787973 eta: 2 days, 14:06:59 batch_cost: 0.5146 data_cost: 0.0013 ips: 7.7728 images/s [04/08 16:41:57] ppdet.engine INFO: Epoch: [25] [4300/7329] learning_rate: 0.000100 loss_class: 0.652721 loss_bbox: 0.150975 loss_giou: 0.496454 loss_class_aux: 3.990842 loss_bbox_aux: 1.015129 loss_giou_aux: 3.150197 loss_class_dn: 0.356111 loss_bbox_dn: 0.168213 loss_giou_dn: 0.454792 loss_class_aux_dn: 1.923521 loss_bbox_aux_dn: 0.980960 loss_giou_aux_dn: 2.434892 loss: 15.987759 eta: 2 days, 14:06:24 batch_cost: 0.5964 data_cost: 0.0014 ips: 6.7072 images/s [04/08 16:42:54] ppdet.engine INFO: Epoch: [25] [4400/7329] learning_rate: 0.000100 loss_class: 0.639371 loss_bbox: 0.160113 loss_giou: 0.379217 loss_class_aux: 3.935040 loss_bbox_aux: 1.046661 loss_giou_aux: 2.468337 loss_class_dn: 0.340648 loss_bbox_dn: 0.208851 loss_giou_dn: 0.384243 loss_class_aux_dn: 1.839250 loss_bbox_aux_dn: 1.168737 loss_giou_aux_dn: 2.109963 loss: 15.286407 eta: 2 days, 14:05:28 batch_cost: 0.5095 data_cost: 0.0014 ips: 7.8509 images/s [04/08 16:43:49] ppdet.engine INFO: Epoch: [25] [4500/7329] learning_rate: 0.000100 loss_class: 0.617464 loss_bbox: 0.159468 loss_giou: 0.395230 loss_class_aux: 3.947607 loss_bbox_aux: 1.071701 loss_giou_aux: 2.465881 loss_class_dn: 0.352905 loss_bbox_dn: 0.178967 loss_giou_dn: 0.379871 loss_class_aux_dn: 1.909007 loss_bbox_aux_dn: 1.042334 loss_giou_aux_dn: 2.074676 loss: 15.421395 eta: 2 days, 14:04:28 batch_cost: 0.4872 data_cost: 0.0013 ips: 8.2103 images/s [04/08 16:44:44] ppdet.engine INFO: Epoch: [25] [4600/7329] learning_rate: 0.000100 loss_class: 0.609432 loss_bbox: 0.150979 loss_giou: 0.452393 loss_class_aux: 3.803962 loss_bbox_aux: 1.018510 loss_giou_aux: 2.771192 loss_class_dn: 0.350743 loss_bbox_dn: 0.178253 loss_giou_dn: 0.431971 loss_class_aux_dn: 1.879780 loss_bbox_aux_dn: 1.049846 loss_giou_aux_dn: 2.369429 loss: 15.914441 eta: 2 days, 14:03:30 batch_cost: 0.4943 data_cost: 0.0013 ips: 8.0923 images/s [04/08 16:45:38] ppdet.engine INFO: Epoch: [25] [4700/7329] learning_rate: 0.000100 loss_class: 0.581453 loss_bbox: 0.157382 loss_giou: 0.349977 loss_class_aux: 3.844671 loss_bbox_aux: 1.001202 loss_giou_aux: 2.157951 loss_class_dn: 0.335436 loss_bbox_dn: 0.177870 loss_giou_dn: 0.370023 loss_class_aux_dn: 1.814548 loss_bbox_aux_dn: 1.004674 loss_giou_aux_dn: 2.097305 loss: 14.767618 eta: 2 days, 14:02:26 batch_cost: 0.4731 data_cost: 0.0013 ips: 8.4553 images/s [04/08 16:46:37] ppdet.engine INFO: Epoch: [25] [4800/7329] learning_rate: 0.000100 loss_class: 0.640793 loss_bbox: 0.151447 loss_giou: 0.445939 loss_class_aux: 4.098024 loss_bbox_aux: 1.016353 loss_giou_aux: 2.813541 loss_class_dn: 0.352685 loss_bbox_dn: 0.168700 loss_giou_dn: 0.435823 loss_class_aux_dn: 1.880670 loss_bbox_aux_dn: 0.974307 loss_giou_aux_dn: 2.363430 loss: 15.896105 eta: 2 days, 14:01:36 batch_cost: 0.5303 data_cost: 0.0014 ips: 7.5425 images/s [04/08 16:47:33] ppdet.engine INFO: Epoch: [25] [4900/7329] learning_rate: 0.000100 loss_class: 0.612689 loss_bbox: 0.160576 loss_giou: 0.390951 loss_class_aux: 3.961903 loss_bbox_aux: 1.053379 loss_giou_aux: 2.579297 loss_class_dn: 0.347236 loss_bbox_dn: 0.167158 loss_giou_dn: 0.401489 loss_class_aux_dn: 1.899766 loss_bbox_aux_dn: 0.959639 loss_giou_aux_dn: 2.246428 loss: 16.304596 eta: 2 days, 14:00:39 batch_cost: 0.5025 data_cost: 0.0014 ips: 7.9598 images/s [04/08 16:48:29] ppdet.engine INFO: Epoch: [25] [5000/7329] learning_rate: 0.000100 loss_class: 0.575928 loss_bbox: 0.147471 loss_giou: 0.384798 loss_class_aux: 3.730985 loss_bbox_aux: 0.941395 loss_giou_aux: 2.594286 loss_class_dn: 0.340954 loss_bbox_dn: 0.155555 loss_giou_dn: 0.393603 loss_class_aux_dn: 1.827794 loss_bbox_aux_dn: 0.923251 loss_giou_aux_dn: 2.156133 loss: 14.215132 eta: 2 days, 13:59:41 batch_cost: 0.4958 data_cost: 0.0013 ips: 8.0675 images/s [04/08 16:49:28] ppdet.engine INFO: Epoch: [25] [5100/7329] learning_rate: 0.000100 loss_class: 0.598919 loss_bbox: 0.153062 loss_giou: 0.410813 loss_class_aux: 3.918866 loss_bbox_aux: 1.005359 loss_giou_aux: 2.651988 loss_class_dn: 0.344271 loss_bbox_dn: 0.170196 loss_giou_dn: 0.392060 loss_class_aux_dn: 1.897406 loss_bbox_aux_dn: 1.076348 loss_giou_aux_dn: 2.192221 loss: 15.289523 eta: 2 days, 13:58:50 batch_cost: 0.5302 data_cost: 0.0013 ips: 7.5447 images/s [04/08 16:50:26] ppdet.engine INFO: Epoch: [25] [5200/7329] learning_rate: 0.000100 loss_class: 0.642557 loss_bbox: 0.159265 loss_giou: 0.465141 loss_class_aux: 4.193425 loss_bbox_aux: 1.108666 loss_giou_aux: 3.004899 loss_class_dn: 0.380235 loss_bbox_dn: 0.184840 loss_giou_dn: 0.445618 loss_class_aux_dn: 2.042383 loss_bbox_aux_dn: 1.058930 loss_giou_aux_dn: 2.417155 loss: 17.036186 eta: 2 days, 13:57:58 batch_cost: 0.5199 data_cost: 0.0014 ips: 7.6941 images/s [04/08 16:51:27] ppdet.engine INFO: Epoch: [25] [5300/7329] learning_rate: 0.000100 loss_class: 0.563061 loss_bbox: 0.139723 loss_giou: 0.394497 loss_class_aux: 3.676948 loss_bbox_aux: 0.937814 loss_giou_aux: 2.464344 loss_class_dn: 0.333783 loss_bbox_dn: 0.157143 loss_giou_dn: 0.392086 loss_class_aux_dn: 1.859827 loss_bbox_aux_dn: 0.890909 loss_giou_aux_dn: 2.168813 loss: 14.977406 eta: 2 days, 13:57:09 batch_cost: 0.5395 data_cost: 0.0013 ips: 7.4139 images/s [04/08 16:52:26] ppdet.engine INFO: Epoch: [25] [5400/7329] learning_rate: 0.000100 loss_class: 0.566676 loss_bbox: 0.152812 loss_giou: 0.419009 loss_class_aux: 3.608072 loss_bbox_aux: 0.994476 loss_giou_aux: 2.556454 loss_class_dn: 0.361155 loss_bbox_dn: 0.177437 loss_giou_dn: 0.421603 loss_class_aux_dn: 1.905131 loss_bbox_aux_dn: 1.005038 loss_giou_aux_dn: 2.287813 loss: 14.929443 eta: 2 days, 13:56:20 batch_cost: 0.5330 data_cost: 0.0013 ips: 7.5047 images/s [04/08 16:53:20] ppdet.engine INFO: Epoch: [25] [5500/7329] learning_rate: 0.000100 loss_class: 0.662436 loss_bbox: 0.145178 loss_giou: 0.488148 loss_class_aux: 4.279814 loss_bbox_aux: 1.002765 loss_giou_aux: 3.071344 loss_class_dn: 0.381845 loss_bbox_dn: 0.177784 loss_giou_dn: 0.458925 loss_class_aux_dn: 2.034868 loss_bbox_aux_dn: 0.987773 loss_giou_aux_dn: 2.547930 loss: 16.782398 eta: 2 days, 13:55:18 batch_cost: 0.4789 data_cost: 0.0013 ips: 8.3517 images/s [04/08 16:54:17] ppdet.engine INFO: Epoch: [25] [5600/7329] learning_rate: 0.000100 loss_class: 0.595419 loss_bbox: 0.151868 loss_giou: 0.386695 loss_class_aux: 3.994208 loss_bbox_aux: 1.048436 loss_giou_aux: 2.366701 loss_class_dn: 0.352788 loss_bbox_dn: 0.177846 loss_giou_dn: 0.384380 loss_class_aux_dn: 1.875821 loss_bbox_aux_dn: 1.051305 loss_giou_aux_dn: 2.106681 loss: 15.560489 eta: 2 days, 13:54:21 batch_cost: 0.5022 data_cost: 0.0014 ips: 7.9654 images/s [04/08 16:55:13] ppdet.engine INFO: Epoch: [25] [5700/7329] learning_rate: 0.000100 loss_class: 0.579628 loss_bbox: 0.137493 loss_giou: 0.378532 loss_class_aux: 3.657930 loss_bbox_aux: 0.891116 loss_giou_aux: 2.320389 loss_class_dn: 0.301284 loss_bbox_dn: 0.162899 loss_giou_dn: 0.372588 loss_class_aux_dn: 1.673169 loss_bbox_aux_dn: 0.936334 loss_giou_aux_dn: 2.031303 loss: 13.937101 eta: 2 days, 13:53:24 batch_cost: 0.5003 data_cost: 0.0014 ips: 7.9950 images/s [04/08 16:56:09] ppdet.engine INFO: Epoch: [25] [5800/7329] learning_rate: 0.000100 loss_class: 0.595541 loss_bbox: 0.136491 loss_giou: 0.343445 loss_class_aux: 3.868990 loss_bbox_aux: 0.938660 loss_giou_aux: 2.214041 loss_class_dn: 0.304941 loss_bbox_dn: 0.166933 loss_giou_dn: 0.347968 loss_class_aux_dn: 1.733531 loss_bbox_aux_dn: 0.974928 loss_giou_aux_dn: 1.913605 loss: 13.434792 eta: 2 days, 13:52:24 batch_cost: 0.4897 data_cost: 0.0013 ips: 8.1690 images/s [04/08 16:57:06] ppdet.engine INFO: Epoch: [25] [5900/7329] learning_rate: 0.000100 loss_class: 0.634972 loss_bbox: 0.139398 loss_giou: 0.459790 loss_class_aux: 3.954947 loss_bbox_aux: 0.976665 loss_giou_aux: 2.806796 loss_class_dn: 0.364633 loss_bbox_dn: 0.156792 loss_giou_dn: 0.468768 loss_class_aux_dn: 1.917932 loss_bbox_aux_dn: 0.939491 loss_giou_aux_dn: 2.536183 loss: 16.331650 eta: 2 days, 13:51:30 batch_cost: 0.5148 data_cost: 0.0015 ips: 7.7694 images/s [04/08 16:58:06] ppdet.engine INFO: Epoch: [25] [6000/7329] learning_rate: 0.000100 loss_class: 0.644577 loss_bbox: 0.156246 loss_giou: 0.447537 loss_class_aux: 4.080818 loss_bbox_aux: 1.006749 loss_giou_aux: 2.957749 loss_class_dn: 0.372141 loss_bbox_dn: 0.171298 loss_giou_dn: 0.460275 loss_class_aux_dn: 1.976359 loss_bbox_aux_dn: 0.973587 loss_giou_aux_dn: 2.540717 loss: 16.202248 eta: 2 days, 13:50:42 batch_cost: 0.5387 data_cost: 0.0013 ips: 7.4260 images/s [04/08 16:59:05] ppdet.engine INFO: Epoch: [25] [6100/7329] learning_rate: 0.000100 loss_class: 0.621336 loss_bbox: 0.136110 loss_giou: 0.389240 loss_class_aux: 3.977461 loss_bbox_aux: 0.954086 loss_giou_aux: 2.535364 loss_class_dn: 0.338240 loss_bbox_dn: 0.164032 loss_giou_dn: 0.388433 loss_class_aux_dn: 1.788612 loss_bbox_aux_dn: 0.951893 loss_giou_aux_dn: 2.138962 loss: 14.229679 eta: 2 days, 13:49:49 batch_cost: 0.5198 data_cost: 0.0014 ips: 7.6950 images/s [04/08 17:00:03] ppdet.engine INFO: Epoch: [25] [6200/7329] learning_rate: 0.000100 loss_class: 0.570902 loss_bbox: 0.143391 loss_giou: 0.493261 loss_class_aux: 3.846276 loss_bbox_aux: 0.956152 loss_giou_aux: 3.141783 loss_class_dn: 0.348587 loss_bbox_dn: 0.147577 loss_giou_dn: 0.459592 loss_class_aux_dn: 1.868468 loss_bbox_aux_dn: 0.890127 loss_giou_aux_dn: 2.477852 loss: 15.591162 eta: 2 days, 13:48:54 batch_cost: 0.5086 data_cost: 0.0021 ips: 7.8640 images/s [04/08 17:01:11] ppdet.engine INFO: Epoch: [25] [6300/7329] learning_rate: 0.000100 loss_class: 0.508796 loss_bbox: 0.139869 loss_giou: 0.444227 loss_class_aux: 3.343459 loss_bbox_aux: 0.922925 loss_giou_aux: 2.748347 loss_class_dn: 0.336346 loss_bbox_dn: 0.149710 loss_giou_dn: 0.420250 loss_class_aux_dn: 1.813064 loss_bbox_aux_dn: 0.891218 loss_giou_aux_dn: 2.295925 loss: 14.353089 eta: 2 days, 13:48:22 batch_cost: 0.6115 data_cost: 0.0012 ips: 6.5413 images/s [04/08 17:02:11] ppdet.engine INFO: Epoch: [25] [6400/7329] learning_rate: 0.000100 loss_class: 0.612929 loss_bbox: 0.139592 loss_giou: 0.346349 loss_class_aux: 3.872504 loss_bbox_aux: 0.914853 loss_giou_aux: 2.172939 loss_class_dn: 0.337969 loss_bbox_dn: 0.162944 loss_giou_dn: 0.402261 loss_class_aux_dn: 1.859075 loss_bbox_aux_dn: 1.003929 loss_giou_aux_dn: 2.244729 loss: 15.188267 eta: 2 days, 13:47:35 batch_cost: 0.5462 data_cost: 0.0014 ips: 7.3239 images/s [04/08 17:03:09] ppdet.engine INFO: Epoch: [25] [6500/7329] learning_rate: 0.000100 loss_class: 0.610738 loss_bbox: 0.146387 loss_giou: 0.355325 loss_class_aux: 3.915482 loss_bbox_aux: 0.974259 loss_giou_aux: 2.259839 loss_class_dn: 0.341358 loss_bbox_dn: 0.175705 loss_giou_dn: 0.384275 loss_class_aux_dn: 1.868887 loss_bbox_aux_dn: 1.001995 loss_giou_aux_dn: 2.126626 loss: 14.418282 eta: 2 days, 13:46:41 batch_cost: 0.5141 data_cost: 0.0014 ips: 7.7810 images/s [04/08 17:04:04] ppdet.engine INFO: Epoch: [25] [6600/7329] learning_rate: 0.000100 loss_class: 0.611157 loss_bbox: 0.147579 loss_giou: 0.385041 loss_class_aux: 4.020308 loss_bbox_aux: 0.970411 loss_giou_aux: 2.481445 loss_class_dn: 0.357048 loss_bbox_dn: 0.168836 loss_giou_dn: 0.425269 loss_class_aux_dn: 1.893106 loss_bbox_aux_dn: 0.995308 loss_giou_aux_dn: 2.348793 loss: 15.460504 eta: 2 days, 13:45:41 batch_cost: 0.4894 data_cost: 0.0013 ips: 8.1727 images/s [04/08 17:05:00] ppdet.engine INFO: Epoch: [25] [6700/7329] learning_rate: 0.000100 loss_class: 0.572499 loss_bbox: 0.162370 loss_giou: 0.352399 loss_class_aux: 3.615475 loss_bbox_aux: 1.010585 loss_giou_aux: 2.340884 loss_class_dn: 0.312387 loss_bbox_dn: 0.172700 loss_giou_dn: 0.371331 loss_class_aux_dn: 1.697138 loss_bbox_aux_dn: 1.009615 loss_giou_aux_dn: 2.067462 loss: 14.115067 eta: 2 days, 13:44:43 batch_cost: 0.4936 data_cost: 0.0013 ips: 8.1035 images/s [04/08 17:05:58] ppdet.engine INFO: Epoch: [25] [6800/7329] learning_rate: 0.000100 loss_class: 0.594467 loss_bbox: 0.143231 loss_giou: 0.388774 loss_class_aux: 3.805757 loss_bbox_aux: 0.931813 loss_giou_aux: 2.494515 loss_class_dn: 0.337786 loss_bbox_dn: 0.156891 loss_giou_dn: 0.383155 loss_class_aux_dn: 1.818834 loss_bbox_aux_dn: 0.951609 loss_giou_aux_dn: 2.087972 loss: 15.006351 eta: 2 days, 13:43:51 batch_cost: 0.5221 data_cost: 0.0013 ips: 7.6621 images/s [04/08 17:06:57] ppdet.engine INFO: Epoch: [25] [6900/7329] learning_rate: 0.000100 loss_class: 0.624427 loss_bbox: 0.149854 loss_giou: 0.433377 loss_class_aux: 3.969762 loss_bbox_aux: 0.947895 loss_giou_aux: 2.644616 loss_class_dn: 0.352266 loss_bbox_dn: 0.159112 loss_giou_dn: 0.443057 loss_class_aux_dn: 1.889635 loss_bbox_aux_dn: 0.932976 loss_giou_aux_dn: 2.454534 loss: 16.500593 eta: 2 days, 13:42:58 batch_cost: 0.5221 data_cost: 0.0015 ips: 7.6609 images/s [04/08 17:07:52] ppdet.engine INFO: Epoch: [25] [7000/7329] learning_rate: 0.000100 loss_class: 0.598044 loss_bbox: 0.154964 loss_giou: 0.428446 loss_class_aux: 3.857584 loss_bbox_aux: 0.943336 loss_giou_aux: 2.687935 loss_class_dn: 0.344929 loss_bbox_dn: 0.155133 loss_giou_dn: 0.380900 loss_class_aux_dn: 1.873151 loss_bbox_aux_dn: 0.939617 loss_giou_aux_dn: 2.145479 loss: 15.181278 eta: 2 days, 13:41:57 batch_cost: 0.4797 data_cost: 0.0015 ips: 8.3391 images/s [04/08 17:08:50] ppdet.engine INFO: Epoch: [25] [7100/7329] learning_rate: 0.000100 loss_class: 0.646253 loss_bbox: 0.157431 loss_giou: 0.446435 loss_class_aux: 4.000083 loss_bbox_aux: 1.000189 loss_giou_aux: 2.810110 loss_class_dn: 0.375769 loss_bbox_dn: 0.157153 loss_giou_dn: 0.417760 loss_class_aux_dn: 1.973130 loss_bbox_aux_dn: 0.908481 loss_giou_aux_dn: 2.265228 loss: 15.662575 eta: 2 days, 13:41:03 batch_cost: 0.5137 data_cost: 0.0015 ips: 7.7863 images/s [04/08 17:09:51] ppdet.engine INFO: Epoch: [25] [7200/7329] learning_rate: 0.000100 loss_class: 0.631398 loss_bbox: 0.146552 loss_giou: 0.413548 loss_class_aux: 3.938793 loss_bbox_aux: 0.943777 loss_giou_aux: 2.578625 loss_class_dn: 0.343844 loss_bbox_dn: 0.148331 loss_giou_dn: 0.368555 loss_class_aux_dn: 1.854451 loss_bbox_aux_dn: 0.881420 loss_giou_aux_dn: 2.112085 loss: 14.935552 eta: 2 days, 13:40:13 batch_cost: 0.5336 data_cost: 0.0014 ips: 7.4962 images/s [04/08 17:10:51] ppdet.engine INFO: Epoch: [25] [7300/7329] learning_rate: 0.000100 loss_class: 0.577423 loss_bbox: 0.150911 loss_giou: 0.422915 loss_class_aux: 3.617415 loss_bbox_aux: 1.015739 loss_giou_aux: 2.638417 loss_class_dn: 0.327756 loss_bbox_dn: 0.168634 loss_giou_dn: 0.392989 loss_class_aux_dn: 1.739693 loss_bbox_aux_dn: 0.954084 loss_giou_aux_dn: 2.218851 loss: 15.533388 eta: 2 days, 13:39:24 batch_cost: 0.5375 data_cost: 0.0013 ips: 7.4419 images/s [04/08 17:11:12] ppdet.engine INFO: Eval iter: 0 [04/08 17:11:39] ppdet.engine INFO: Eval iter: 100 [04/08 17:12:06] ppdet.engine INFO: Eval iter: 200 [04/08 17:12:32] ppdet.engine INFO: Eval iter: 300 [04/08 17:12:59] ppdet.engine INFO: Eval iter: 400 [04/08 17:13:27] ppdet.engine INFO: Eval iter: 500 [04/08 17:13:53] ppdet.engine INFO: Eval iter: 600 [04/08 17:14:23] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [04/08 17:14:24] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.41s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=115.92s). Accumulating evaluation results... DONE (t=27.54s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.511 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.694 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.551 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.317 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.556 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.383 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.641 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.529 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.750 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/08 17:17:10] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.626001621788067 [04/08 17:17:10] ppdet.engine INFO: Best test bbox ap is 0.511. [04/08 17:17:13] ppdet.engine INFO: Epoch: [26] [ 0/7329] learning_rate: 0.000100 loss_class: 0.602564 loss_bbox: 0.160441 loss_giou: 0.441224 loss_class_aux: 3.902827 loss_bbox_aux: 1.051825 loss_giou_aux: 2.695881 loss_class_dn: 0.364958 loss_bbox_dn: 0.185068 loss_giou_dn: 0.421119 loss_class_aux_dn: 1.941842 loss_bbox_aux_dn: 1.005483 loss_giou_aux_dn: 2.316185 loss: 16.328056 eta: 2 days, 13:39:08 batch_cost: 0.5330 data_cost: 0.0013 ips: 7.5050 images/s [04/08 17:18:12] ppdet.engine INFO: Epoch: [26] [ 100/7329] learning_rate: 0.000100 loss_class: 0.591344 loss_bbox: 0.147842 loss_giou: 0.397405 loss_class_aux: 3.720267 loss_bbox_aux: 0.950295 loss_giou_aux: 2.512586 loss_class_dn: 0.332329 loss_bbox_dn: 0.161780 loss_giou_dn: 0.372484 loss_class_aux_dn: 1.800319 loss_bbox_aux_dn: 0.946544 loss_giou_aux_dn: 2.112052 loss: 14.461370 eta: 2 days, 13:38:18 batch_cost: 0.5296 data_cost: 0.0014 ips: 7.5532 images/s [04/08 17:19:11] ppdet.engine INFO: Epoch: [26] [ 200/7329] learning_rate: 0.000100 loss_class: 0.604590 loss_bbox: 0.129381 loss_giou: 0.452197 loss_class_aux: 3.669787 loss_bbox_aux: 0.846386 loss_giou_aux: 2.801080 loss_class_dn: 0.337260 loss_bbox_dn: 0.150332 loss_giou_dn: 0.408666 loss_class_aux_dn: 1.823546 loss_bbox_aux_dn: 0.926383 loss_giou_aux_dn: 2.267647 loss: 15.262399 eta: 2 days, 13:37:27 batch_cost: 0.5280 data_cost: 0.0014 ips: 7.5757 images/s [04/08 17:20:08] ppdet.engine INFO: Epoch: [26] [ 300/7329] learning_rate: 0.000100 loss_class: 0.621622 loss_bbox: 0.137899 loss_giou: 0.457185 loss_class_aux: 3.873945 loss_bbox_aux: 0.932396 loss_giou_aux: 2.834499 loss_class_dn: 0.377949 loss_bbox_dn: 0.148357 loss_giou_dn: 0.435783 loss_class_aux_dn: 1.979051 loss_bbox_aux_dn: 0.887057 loss_giou_aux_dn: 2.404557 loss: 16.083759 eta: 2 days, 13:36:31 batch_cost: 0.5029 data_cost: 0.0015 ips: 7.9534 images/s [04/08 17:21:08] ppdet.engine INFO: Epoch: [26] [ 400/7329] learning_rate: 0.000100 loss_class: 0.588202 loss_bbox: 0.142297 loss_giou: 0.442573 loss_class_aux: 3.822840 loss_bbox_aux: 0.945230 loss_giou_aux: 2.832601 loss_class_dn: 0.340325 loss_bbox_dn: 0.181381 loss_giou_dn: 0.428490 loss_class_aux_dn: 1.830048 loss_bbox_aux_dn: 1.024665 loss_giou_aux_dn: 2.376132 loss: 15.192335 eta: 2 days, 13:35:40 batch_cost: 0.5285 data_cost: 0.0018 ips: 7.5688 images/s [04/08 17:22:04] ppdet.engine INFO: Epoch: [26] [ 500/7329] learning_rate: 0.000100 loss_class: 0.569429 loss_bbox: 0.150659 loss_giou: 0.439249 loss_class_aux: 3.747766 loss_bbox_aux: 0.967322 loss_giou_aux: 2.693695 loss_class_dn: 0.331296 loss_bbox_dn: 0.159861 loss_giou_dn: 0.395012 loss_class_aux_dn: 1.744217 loss_bbox_aux_dn: 0.889411 loss_giou_aux_dn: 2.188338 loss: 14.855495 eta: 2 days, 13:34:42 batch_cost: 0.4982 data_cost: 0.0014 ips: 8.0286 images/s [04/08 17:23:02] ppdet.engine INFO: Epoch: [26] [ 600/7329] learning_rate: 0.000100 loss_class: 0.632551 loss_bbox: 0.147978 loss_giou: 0.392428 loss_class_aux: 4.083122 loss_bbox_aux: 0.967716 loss_giou_aux: 2.522100 loss_class_dn: 0.341901 loss_bbox_dn: 0.176600 loss_giou_dn: 0.402098 loss_class_aux_dn: 1.851037 loss_bbox_aux_dn: 1.062980 loss_giou_aux_dn: 2.181019 loss: 15.318640 eta: 2 days, 13:33:50 batch_cost: 0.5201 data_cost: 0.0013 ips: 7.6906 images/s [04/08 17:24:00] ppdet.engine INFO: Epoch: [26] [ 700/7329] learning_rate: 0.000100 loss_class: 0.563516 loss_bbox: 0.133706 loss_giou: 0.367727 loss_class_aux: 3.590597 loss_bbox_aux: 0.895460 loss_giou_aux: 2.332935 loss_class_dn: 0.298145 loss_bbox_dn: 0.146948 loss_giou_dn: 0.333462 loss_class_aux_dn: 1.641343 loss_bbox_aux_dn: 0.866318 loss_giou_aux_dn: 1.810583 loss: 13.263418 eta: 2 days, 13:32:58 batch_cost: 0.5241 data_cost: 0.0013 ips: 7.6316 images/s [04/08 17:25:04] ppdet.engine INFO: Epoch: [26] [ 800/7329] learning_rate: 0.000100 loss_class: 0.582396 loss_bbox: 0.149784 loss_giou: 0.352349 loss_class_aux: 3.667132 loss_bbox_aux: 0.965260 loss_giou_aux: 2.290230 loss_class_dn: 0.320065 loss_bbox_dn: 0.159037 loss_giou_dn: 0.365426 loss_class_aux_dn: 1.702885 loss_bbox_aux_dn: 0.947981 loss_giou_aux_dn: 1.995965 loss: 13.776476 eta: 2 days, 13:32:15 batch_cost: 0.5640 data_cost: 0.0017 ips: 7.0921 images/s [04/08 17:26:14] ppdet.engine INFO: Epoch: [26] [ 900/7329] learning_rate: 0.000100 loss_class: 0.648022 loss_bbox: 0.144561 loss_giou: 0.420407 loss_class_aux: 4.154123 loss_bbox_aux: 0.957128 loss_giou_aux: 2.799198 loss_class_dn: 0.356966 loss_bbox_dn: 0.173698 loss_giou_dn: 0.420552 loss_class_aux_dn: 1.936939 loss_bbox_aux_dn: 1.039754 loss_giou_aux_dn: 2.317733 loss: 15.546370 eta: 2 days, 13:31:45 batch_cost: 0.6242 data_cost: 0.0018 ips: 6.4078 images/s [04/08 17:27:19] ppdet.engine INFO: Epoch: [26] [1000/7329] learning_rate: 0.000100 loss_class: 0.583250 loss_bbox: 0.145004 loss_giou: 0.369961 loss_class_aux: 3.716206 loss_bbox_aux: 0.930737 loss_giou_aux: 2.287110 loss_class_dn: 0.315912 loss_bbox_dn: 0.171705 loss_giou_dn: 0.379219 loss_class_aux_dn: 1.668006 loss_bbox_aux_dn: 1.005800 loss_giou_aux_dn: 2.059804 loss: 14.188501 eta: 2 days, 13:31:06 batch_cost: 0.5809 data_cost: 0.0014 ips: 6.8855 images/s [04/08 17:28:24] ppdet.engine INFO: Epoch: [26] [1100/7329] learning_rate: 0.000100 loss_class: 0.581217 loss_bbox: 0.133639 loss_giou: 0.419490 loss_class_aux: 3.798458 loss_bbox_aux: 0.861740 loss_giou_aux: 2.644599 loss_class_dn: 0.338051 loss_bbox_dn: 0.156871 loss_giou_dn: 0.404930 loss_class_aux_dn: 1.795061 loss_bbox_aux_dn: 0.913750 loss_giou_aux_dn: 2.266994 loss: 15.315543 eta: 2 days, 13:30:29 batch_cost: 0.5903 data_cost: 0.0014 ips: 6.7767 images/s [04/08 17:29:25] ppdet.engine INFO: Epoch: [26] [1200/7329] learning_rate: 0.000100 loss_class: 0.623432 loss_bbox: 0.139596 loss_giou: 0.446972 loss_class_aux: 3.950724 loss_bbox_aux: 0.926174 loss_giou_aux: 2.838364 loss_class_dn: 0.366007 loss_bbox_dn: 0.157264 loss_giou_dn: 0.447257 loss_class_aux_dn: 1.941711 loss_bbox_aux_dn: 0.908291 loss_giou_aux_dn: 2.467448 loss: 16.446997 eta: 2 days, 13:29:42 batch_cost: 0.5443 data_cost: 0.0015 ips: 7.3487 images/s [04/08 17:30:22] ppdet.engine INFO: Epoch: [26] [1300/7329] learning_rate: 0.000100 loss_class: 0.565473 loss_bbox: 0.138362 loss_giou: 0.380310 loss_class_aux: 3.681551 loss_bbox_aux: 0.940246 loss_giou_aux: 2.374506 loss_class_dn: 0.309581 loss_bbox_dn: 0.164363 loss_giou_dn: 0.381101 loss_class_aux_dn: 1.692428 loss_bbox_aux_dn: 0.964591 loss_giou_aux_dn: 2.049625 loss: 13.989655 eta: 2 days, 13:28:45 batch_cost: 0.5026 data_cost: 0.0013 ips: 7.9593 images/s [04/08 17:31:17] ppdet.engine INFO: Epoch: [26] [1400/7329] learning_rate: 0.000100 loss_class: 0.608979 loss_bbox: 0.132925 loss_giou: 0.421331 loss_class_aux: 3.959536 loss_bbox_aux: 0.852345 loss_giou_aux: 2.719138 loss_class_dn: 0.360452 loss_bbox_dn: 0.134192 loss_giou_dn: 0.417809 loss_class_aux_dn: 1.917484 loss_bbox_aux_dn: 0.835671 loss_giou_aux_dn: 2.256634 loss: 15.243057 eta: 2 days, 13:27:45 batch_cost: 0.4884 data_cost: 0.0013 ips: 8.1895 images/s [04/08 17:32:14] ppdet.engine INFO: Epoch: [26] [1500/7329] learning_rate: 0.000100 loss_class: 0.638401 loss_bbox: 0.151615 loss_giou: 0.415125 loss_class_aux: 4.173429 loss_bbox_aux: 1.011433 loss_giou_aux: 2.725758 loss_class_dn: 0.362855 loss_bbox_dn: 0.190897 loss_giou_dn: 0.426535 loss_class_aux_dn: 1.904056 loss_bbox_aux_dn: 1.106724 loss_giou_aux_dn: 2.367907 loss: 15.616664 eta: 2 days, 13:26:50 batch_cost: 0.5084 data_cost: 0.0014 ips: 7.8679 images/s [04/08 17:33:19] ppdet.engine INFO: Epoch: [26] [1600/7329] learning_rate: 0.000100 loss_class: 0.581275 loss_bbox: 0.154217 loss_giou: 0.404985 loss_class_aux: 3.700343 loss_bbox_aux: 1.027202 loss_giou_aux: 2.565603 loss_class_dn: 0.353622 loss_bbox_dn: 0.165915 loss_giou_dn: 0.378945 loss_class_aux_dn: 1.894429 loss_bbox_aux_dn: 0.980648 loss_giou_aux_dn: 2.098429 loss: 14.940063 eta: 2 days, 13:26:12 batch_cost: 0.5866 data_cost: 0.0013 ips: 6.8195 images/s [04/08 17:34:19] ppdet.engine INFO: Epoch: [26] [1700/7329] learning_rate: 0.000100 loss_class: 0.592047 loss_bbox: 0.153014 loss_giou: 0.414390 loss_class_aux: 3.791425 loss_bbox_aux: 0.995610 loss_giou_aux: 2.628313 loss_class_dn: 0.348719 loss_bbox_dn: 0.174925 loss_giou_dn: 0.400277 loss_class_aux_dn: 1.871436 loss_bbox_aux_dn: 1.030882 loss_giou_aux_dn: 2.217402 loss: 15.268011 eta: 2 days, 13:25:23 batch_cost: 0.5392 data_cost: 0.0014 ips: 7.4179 images/s [04/08 17:35:22] ppdet.engine INFO: Epoch: [26] [1800/7329] learning_rate: 0.000100 loss_class: 0.575602 loss_bbox: 0.142812 loss_giou: 0.444221 loss_class_aux: 3.585856 loss_bbox_aux: 0.898641 loss_giou_aux: 2.816225 loss_class_dn: 0.323268 loss_bbox_dn: 0.155253 loss_giou_dn: 0.423413 loss_class_aux_dn: 1.725215 loss_bbox_aux_dn: 0.925946 loss_giou_aux_dn: 2.313496 loss: 14.664444 eta: 2 days, 13:24:40 batch_cost: 0.5630 data_cost: 0.0014 ips: 7.1051 images/s [04/08 17:36:24] ppdet.engine INFO: Epoch: [26] [1900/7329] learning_rate: 0.000100 loss_class: 0.598810 loss_bbox: 0.139325 loss_giou: 0.349783 loss_class_aux: 3.626195 loss_bbox_aux: 0.923086 loss_giou_aux: 2.236352 loss_class_dn: 0.326938 loss_bbox_dn: 0.170586 loss_giou_dn: 0.344389 loss_class_aux_dn: 1.725184 loss_bbox_aux_dn: 1.065754 loss_giou_aux_dn: 1.870994 loss: 14.009961 eta: 2 days, 13:23:56 batch_cost: 0.5578 data_cost: 0.0014 ips: 7.1709 images/s [04/08 17:37:23] ppdet.engine INFO: Epoch: [26] [2000/7329] learning_rate: 0.000100 loss_class: 0.609474 loss_bbox: 0.138305 loss_giou: 0.491408 loss_class_aux: 3.788803 loss_bbox_aux: 0.932980 loss_giou_aux: 3.141172 loss_class_dn: 0.361636 loss_bbox_dn: 0.154883 loss_giou_dn: 0.448562 loss_class_aux_dn: 1.961409 loss_bbox_aux_dn: 0.873348 loss_giou_aux_dn: 2.480548 loss: 16.016418 eta: 2 days, 13:23:04 batch_cost: 0.5262 data_cost: 0.0013 ips: 7.6019 images/s [04/08 17:38:23] ppdet.engine INFO: Epoch: [26] [2100/7329] learning_rate: 0.000100 loss_class: 0.636572 loss_bbox: 0.143848 loss_giou: 0.439943 loss_class_aux: 4.078979 loss_bbox_aux: 0.918654 loss_giou_aux: 2.688051 loss_class_dn: 0.352182 loss_bbox_dn: 0.156592 loss_giou_dn: 0.410628 loss_class_aux_dn: 1.926527 loss_bbox_aux_dn: 0.951383 loss_giou_aux_dn: 2.265343 loss: 14.684229 eta: 2 days, 13:22:16 batch_cost: 0.5416 data_cost: 0.0013 ips: 7.3850 images/s [04/08 17:39:18] ppdet.engine INFO: Epoch: [26] [2200/7329] learning_rate: 0.000100 loss_class: 0.523078 loss_bbox: 0.135044 loss_giou: 0.376296 loss_class_aux: 3.352445 loss_bbox_aux: 0.869389 loss_giou_aux: 2.392293 loss_class_dn: 0.317486 loss_bbox_dn: 0.152553 loss_giou_dn: 0.377213 loss_class_aux_dn: 1.812852 loss_bbox_aux_dn: 0.877730 loss_giou_aux_dn: 2.119474 loss: 14.385020 eta: 2 days, 13:21:17 batch_cost: 0.4906 data_cost: 0.0013 ips: 8.1536 images/s [04/08 17:40:16] ppdet.engine INFO: Epoch: [26] [2300/7329] learning_rate: 0.000100 loss_class: 0.562638 loss_bbox: 0.136841 loss_giou: 0.423855 loss_class_aux: 3.644008 loss_bbox_aux: 0.901702 loss_giou_aux: 2.660469 loss_class_dn: 0.310146 loss_bbox_dn: 0.159850 loss_giou_dn: 0.400889 loss_class_aux_dn: 1.727492 loss_bbox_aux_dn: 0.929121 loss_giou_aux_dn: 2.137716 loss: 14.121893 eta: 2 days, 13:20:23 batch_cost: 0.5117 data_cost: 0.0014 ips: 7.8169 images/s [04/08 17:41:22] ppdet.engine INFO: Epoch: [26] [2400/7329] learning_rate: 0.000100 loss_class: 0.593498 loss_bbox: 0.136303 loss_giou: 0.440484 loss_class_aux: 3.644480 loss_bbox_aux: 0.939678 loss_giou_aux: 2.762327 loss_class_dn: 0.335910 loss_bbox_dn: 0.145470 loss_giou_dn: 0.413091 loss_class_aux_dn: 1.807916 loss_bbox_aux_dn: 0.877460 loss_giou_aux_dn: 2.279871 loss: 15.080139 eta: 2 days, 13:19:42 batch_cost: 0.5761 data_cost: 0.0015 ips: 6.9431 images/s [04/08 17:42:20] ppdet.engine INFO: Epoch: [26] [2500/7329] learning_rate: 0.000100 loss_class: 0.623141 loss_bbox: 0.139862 loss_giou: 0.389949 loss_class_aux: 3.921132 loss_bbox_aux: 0.921408 loss_giou_aux: 2.348285 loss_class_dn: 0.345951 loss_bbox_dn: 0.161310 loss_giou_dn: 0.395162 loss_class_aux_dn: 1.834674 loss_bbox_aux_dn: 0.919993 loss_giou_aux_dn: 2.214180 loss: 15.729107 eta: 2 days, 13:18:48 batch_cost: 0.5151 data_cost: 0.0014 ips: 7.7662 images/s [04/08 17:43:19] ppdet.engine INFO: Epoch: [26] [2600/7329] learning_rate: 0.000100 loss_class: 0.625711 loss_bbox: 0.155417 loss_giou: 0.380453 loss_class_aux: 4.121231 loss_bbox_aux: 0.992365 loss_giou_aux: 2.322002 loss_class_dn: 0.346247 loss_bbox_dn: 0.172925 loss_giou_dn: 0.384838 loss_class_aux_dn: 1.900657 loss_bbox_aux_dn: 0.986750 loss_giou_aux_dn: 2.176067 loss: 14.588648 eta: 2 days, 13:17:58 batch_cost: 0.5313 data_cost: 0.0015 ips: 7.5282 images/s [04/08 17:44:29] ppdet.engine INFO: Epoch: [26] [2700/7329] learning_rate: 0.000100 loss_class: 0.646771 loss_bbox: 0.149598 loss_giou: 0.495909 loss_class_aux: 4.110201 loss_bbox_aux: 0.990325 loss_giou_aux: 3.179447 loss_class_dn: 0.381109 loss_bbox_dn: 0.176981 loss_giou_dn: 0.507471 loss_class_aux_dn: 2.044445 loss_bbox_aux_dn: 1.079138 loss_giou_aux_dn: 2.744959 loss: 17.280540 eta: 2 days, 13:17:31 batch_cost: 0.6371 data_cost: 0.0014 ips: 6.2788 images/s [04/08 17:45:31] ppdet.engine INFO: Epoch: [26] [2800/7329] learning_rate: 0.000100 loss_class: 0.499224 loss_bbox: 0.128238 loss_giou: 0.345744 loss_class_aux: 3.199054 loss_bbox_aux: 0.829204 loss_giou_aux: 2.233480 loss_class_dn: 0.281221 loss_bbox_dn: 0.136504 loss_giou_dn: 0.338683 loss_class_aux_dn: 1.549912 loss_bbox_aux_dn: 0.827861 loss_giou_aux_dn: 1.852893 loss: 12.234192 eta: 2 days, 13:16:43 batch_cost: 0.5442 data_cost: 0.0016 ips: 7.3508 images/s [04/08 17:46:35] ppdet.engine INFO: Epoch: [26] [2900/7329] learning_rate: 0.000100 loss_class: 0.637831 loss_bbox: 0.147065 loss_giou: 0.450679 loss_class_aux: 4.231421 loss_bbox_aux: 0.957326 loss_giou_aux: 2.881184 loss_class_dn: 0.367971 loss_bbox_dn: 0.156999 loss_giou_dn: 0.442068 loss_class_aux_dn: 2.023070 loss_bbox_aux_dn: 0.888344 loss_giou_aux_dn: 2.478757 loss: 16.339891 eta: 2 days, 13:16:03 batch_cost: 0.5753 data_cost: 0.0013 ips: 6.9525 images/s [04/08 17:47:29] ppdet.engine INFO: Epoch: [26] [3000/7329] learning_rate: 0.000100 loss_class: 0.592242 loss_bbox: 0.157202 loss_giou: 0.444105 loss_class_aux: 3.760657 loss_bbox_aux: 1.041372 loss_giou_aux: 2.824399 loss_class_dn: 0.349768 loss_bbox_dn: 0.170618 loss_giou_dn: 0.442493 loss_class_aux_dn: 1.858291 loss_bbox_aux_dn: 0.999305 loss_giou_aux_dn: 2.468409 loss: 15.509873 eta: 2 days, 13:15:02 batch_cost: 0.4848 data_cost: 0.0014 ips: 8.2503 images/s [04/08 17:48:34] ppdet.engine INFO: Epoch: [26] [3100/7329] learning_rate: 0.000100 loss_class: 0.761055 loss_bbox: 0.173144 loss_giou: 0.509338 loss_class_aux: 4.742384 loss_bbox_aux: 1.108113 loss_giou_aux: 3.210469 loss_class_dn: 0.403449 loss_bbox_dn: 0.186768 loss_giou_dn: 0.490637 loss_class_aux_dn: 2.183115 loss_bbox_aux_dn: 1.067286 loss_giou_aux_dn: 2.763541 loss: 18.458881 eta: 2 days, 13:14:23 batch_cost: 0.5804 data_cost: 0.0015 ips: 6.8914 images/s [04/08 17:49:31] ppdet.engine INFO: Epoch: [26] [3200/7329] learning_rate: 0.000100 loss_class: 0.590893 loss_bbox: 0.142686 loss_giou: 0.406516 loss_class_aux: 3.765564 loss_bbox_aux: 0.966484 loss_giou_aux: 2.702037 loss_class_dn: 0.341933 loss_bbox_dn: 0.151873 loss_giou_dn: 0.415021 loss_class_aux_dn: 1.831643 loss_bbox_aux_dn: 0.857695 loss_giou_aux_dn: 2.272927 loss: 14.196072 eta: 2 days, 13:13:29 batch_cost: 0.5137 data_cost: 0.0013 ips: 7.7864 images/s [04/08 17:50:36] ppdet.engine INFO: Epoch: [26] [3300/7329] learning_rate: 0.000100 loss_class: 0.576403 loss_bbox: 0.143375 loss_giou: 0.425044 loss_class_aux: 3.732716 loss_bbox_aux: 0.934478 loss_giou_aux: 2.720113 loss_class_dn: 0.351516 loss_bbox_dn: 0.147052 loss_giou_dn: 0.401042 loss_class_aux_dn: 1.817946 loss_bbox_aux_dn: 0.909286 loss_giou_aux_dn: 2.217475 loss: 15.478140 eta: 2 days, 13:12:50 batch_cost: 0.5834 data_cost: 0.0013 ips: 6.8563 images/s [04/08 17:51:41] ppdet.engine INFO: Epoch: [26] [3400/7329] learning_rate: 0.000100 loss_class: 0.687094 loss_bbox: 0.167439 loss_giou: 0.488136 loss_class_aux: 4.268271 loss_bbox_aux: 1.061148 loss_giou_aux: 3.078085 loss_class_dn: 0.395652 loss_bbox_dn: 0.170983 loss_giou_dn: 0.479988 loss_class_aux_dn: 2.145266 loss_bbox_aux_dn: 0.977440 loss_giou_aux_dn: 2.606730 loss: 16.808855 eta: 2 days, 13:12:12 batch_cost: 0.5919 data_cost: 0.0019 ips: 6.7579 images/s [04/08 17:52:44] ppdet.engine INFO: Epoch: [26] [3500/7329] learning_rate: 0.000100 loss_class: 0.543901 loss_bbox: 0.120401 loss_giou: 0.315867 loss_class_aux: 3.448263 loss_bbox_aux: 0.799592 loss_giou_aux: 2.083467 loss_class_dn: 0.281440 loss_bbox_dn: 0.129404 loss_giou_dn: 0.318412 loss_class_aux_dn: 1.531866 loss_bbox_aux_dn: 0.787379 loss_giou_aux_dn: 1.774520 loss: 12.365911 eta: 2 days, 13:11:29 batch_cost: 0.5648 data_cost: 0.0014 ips: 7.0821 images/s [04/08 17:53:39] ppdet.engine INFO: Epoch: [26] [3600/7329] learning_rate: 0.000100 loss_class: 0.571427 loss_bbox: 0.160679 loss_giou: 0.378935 loss_class_aux: 3.592857 loss_bbox_aux: 1.067508 loss_giou_aux: 2.446741 loss_class_dn: 0.341340 loss_bbox_dn: 0.188948 loss_giou_dn: 0.394112 loss_class_aux_dn: 1.815546 loss_bbox_aux_dn: 1.103815 loss_giou_aux_dn: 2.144344 loss: 14.810042 eta: 2 days, 13:10:29 batch_cost: 0.4850 data_cost: 0.0013 ips: 8.2478 images/s [04/08 17:54:38] ppdet.engine INFO: Epoch: [26] [3700/7329] learning_rate: 0.000100 loss_class: 0.646972 loss_bbox: 0.162231 loss_giou: 0.448519 loss_class_aux: 4.019091 loss_bbox_aux: 1.048044 loss_giou_aux: 2.798567 loss_class_dn: 0.333284 loss_bbox_dn: 0.182183 loss_giou_dn: 0.441764 loss_class_aux_dn: 1.815636 loss_bbox_aux_dn: 1.059757 loss_giou_aux_dn: 2.355129 loss: 15.275504 eta: 2 days, 13:09:36 batch_cost: 0.5205 data_cost: 0.0019 ips: 7.6846 images/s [04/08 17:55:33] ppdet.engine INFO: Epoch: [26] [3800/7329] learning_rate: 0.000100 loss_class: 0.623353 loss_bbox: 0.163155 loss_giou: 0.473044 loss_class_aux: 3.983114 loss_bbox_aux: 1.021070 loss_giou_aux: 3.113140 loss_class_dn: 0.355680 loss_bbox_dn: 0.169853 loss_giou_dn: 0.456146 loss_class_aux_dn: 1.883757 loss_bbox_aux_dn: 0.988144 loss_giou_aux_dn: 2.505021 loss: 16.112320 eta: 2 days, 13:08:37 batch_cost: 0.4899 data_cost: 0.0014 ips: 8.1650 images/s [04/08 17:56:27] ppdet.engine INFO: Epoch: [26] [3900/7329] learning_rate: 0.000100 loss_class: 0.632115 loss_bbox: 0.161865 loss_giou: 0.511540 loss_class_aux: 3.874323 loss_bbox_aux: 1.075239 loss_giou_aux: 3.346143 loss_class_dn: 0.393074 loss_bbox_dn: 0.155170 loss_giou_dn: 0.472149 loss_class_aux_dn: 2.042746 loss_bbox_aux_dn: 0.911700 loss_giou_aux_dn: 2.561542 loss: 16.329714 eta: 2 days, 13:07:36 batch_cost: 0.4810 data_cost: 0.0013 ips: 8.3163 images/s [04/08 17:57:25] ppdet.engine INFO: Epoch: [26] [4000/7329] learning_rate: 0.000100 loss_class: 0.647360 loss_bbox: 0.144809 loss_giou: 0.391569 loss_class_aux: 4.086537 loss_bbox_aux: 0.974699 loss_giou_aux: 2.446218 loss_class_dn: 0.349367 loss_bbox_dn: 0.171468 loss_giou_dn: 0.375612 loss_class_aux_dn: 1.885437 loss_bbox_aux_dn: 0.979023 loss_giou_aux_dn: 2.195485 loss: 15.416989 eta: 2 days, 13:06:42 batch_cost: 0.5174 data_cost: 0.0014 ips: 7.7309 images/s [04/08 17:58:19] ppdet.engine INFO: Epoch: [26] [4100/7329] learning_rate: 0.000100 loss_class: 0.522322 loss_bbox: 0.133180 loss_giou: 0.343743 loss_class_aux: 3.255662 loss_bbox_aux: 0.878703 loss_giou_aux: 2.131805 loss_class_dn: 0.286287 loss_bbox_dn: 0.145554 loss_giou_dn: 0.347710 loss_class_aux_dn: 1.569703 loss_bbox_aux_dn: 0.866622 loss_giou_aux_dn: 1.937324 loss: 12.756271 eta: 2 days, 13:05:41 batch_cost: 0.4792 data_cost: 0.0013 ips: 8.3464 images/s [04/08 17:59:14] ppdet.engine INFO: Epoch: [26] [4200/7329] learning_rate: 0.000100 loss_class: 0.618366 loss_bbox: 0.148128 loss_giou: 0.452908 loss_class_aux: 3.991068 loss_bbox_aux: 0.971966 loss_giou_aux: 2.846008 loss_class_dn: 0.378565 loss_bbox_dn: 0.164329 loss_giou_dn: 0.447220 loss_class_aux_dn: 2.034342 loss_bbox_aux_dn: 0.969102 loss_giou_aux_dn: 2.462764 loss: 15.915896 eta: 2 days, 13:04:40 batch_cost: 0.4810 data_cost: 0.0013 ips: 8.3166 images/s [04/08 18:00:10] ppdet.engine INFO: Epoch: [26] [4300/7329] learning_rate: 0.000100 loss_class: 0.614878 loss_bbox: 0.131110 loss_giou: 0.402886 loss_class_aux: 3.808107 loss_bbox_aux: 0.885410 loss_giou_aux: 2.595736 loss_class_dn: 0.344510 loss_bbox_dn: 0.157051 loss_giou_dn: 0.400806 loss_class_aux_dn: 1.849048 loss_bbox_aux_dn: 0.895986 loss_giou_aux_dn: 2.225389 loss: 14.486187 eta: 2 days, 13:03:43 batch_cost: 0.5003 data_cost: 0.0013 ips: 7.9946 images/s [04/08 18:01:11] ppdet.engine INFO: Epoch: [26] [4400/7329] learning_rate: 0.000100 loss_class: 0.625030 loss_bbox: 0.142773 loss_giou: 0.382591 loss_class_aux: 3.866029 loss_bbox_aux: 0.960022 loss_giou_aux: 2.409565 loss_class_dn: 0.318988 loss_bbox_dn: 0.171683 loss_giou_dn: 0.378395 loss_class_aux_dn: 1.772853 loss_bbox_aux_dn: 1.006177 loss_giou_aux_dn: 2.036410 loss: 14.084623 eta: 2 days, 13:02:54 batch_cost: 0.5409 data_cost: 0.0014 ips: 7.3949 images/s [04/08 18:02:05] ppdet.engine INFO: Epoch: [26] [4500/7329] learning_rate: 0.000100 loss_class: 0.610692 loss_bbox: 0.144042 loss_giou: 0.403813 loss_class_aux: 3.878120 loss_bbox_aux: 0.991061 loss_giou_aux: 2.580682 loss_class_dn: 0.321439 loss_bbox_dn: 0.161534 loss_giou_dn: 0.411937 loss_class_aux_dn: 1.742257 loss_bbox_aux_dn: 0.944528 loss_giou_aux_dn: 2.217175 loss: 14.283859 eta: 2 days, 13:01:53 batch_cost: 0.4825 data_cost: 0.0014 ips: 8.2894 images/s [04/08 18:03:02] ppdet.engine INFO: Epoch: [26] [4600/7329] learning_rate: 0.000100 loss_class: 0.638793 loss_bbox: 0.143247 loss_giou: 0.358234 loss_class_aux: 4.091330 loss_bbox_aux: 0.951190 loss_giou_aux: 2.322274 loss_class_dn: 0.336410 loss_bbox_dn: 0.169790 loss_giou_dn: 0.370658 loss_class_aux_dn: 1.807036 loss_bbox_aux_dn: 0.976487 loss_giou_aux_dn: 2.070891 loss: 15.249960 eta: 2 days, 13:00:57 batch_cost: 0.5035 data_cost: 0.0014 ips: 7.9449 images/s [04/08 18:04:05] ppdet.engine INFO: Epoch: [26] [4700/7329] learning_rate: 0.000100 loss_class: 0.566886 loss_bbox: 0.143587 loss_giou: 0.454181 loss_class_aux: 3.525640 loss_bbox_aux: 0.990223 loss_giou_aux: 2.835076 loss_class_dn: 0.332856 loss_bbox_dn: 0.151528 loss_giou_dn: 0.441988 loss_class_aux_dn: 1.776984 loss_bbox_aux_dn: 0.848517 loss_giou_aux_dn: 2.414577 loss: 15.750319 eta: 2 days, 13:00:10 batch_cost: 0.5477 data_cost: 0.0019 ips: 7.3033 images/s [04/08 18:05:00] ppdet.engine INFO: Epoch: [26] [4800/7329] learning_rate: 0.000100 loss_class: 0.561534 loss_bbox: 0.155341 loss_giou: 0.403173 loss_class_aux: 3.766222 loss_bbox_aux: 1.014373 loss_giou_aux: 2.592977 loss_class_dn: 0.340138 loss_bbox_dn: 0.165106 loss_giou_dn: 0.387689 loss_class_aux_dn: 1.821269 loss_bbox_aux_dn: 1.003701 loss_giou_aux_dn: 2.181796 loss: 15.042813 eta: 2 days, 12:59:11 batch_cost: 0.4886 data_cost: 0.0015 ips: 8.1873 images/s [04/08 18:05:54] ppdet.engine INFO: Epoch: [26] [4900/7329] learning_rate: 0.000100 loss_class: 0.612978 loss_bbox: 0.154483 loss_giou: 0.382806 loss_class_aux: 4.062530 loss_bbox_aux: 1.010529 loss_giou_aux: 2.421320 loss_class_dn: 0.343932 loss_bbox_dn: 0.178808 loss_giou_dn: 0.406445 loss_class_aux_dn: 1.860169 loss_bbox_aux_dn: 1.030746 loss_giou_aux_dn: 2.198309 loss: 15.437098 eta: 2 days, 12:58:10 batch_cost: 0.4808 data_cost: 0.0014 ips: 8.3196 images/s [04/08 18:06:50] ppdet.engine INFO: Epoch: [26] [5000/7329] learning_rate: 0.000100 loss_class: 0.610176 loss_bbox: 0.158171 loss_giou: 0.381005 loss_class_aux: 3.885610 loss_bbox_aux: 0.980625 loss_giou_aux: 2.472968 loss_class_dn: 0.331159 loss_bbox_dn: 0.178853 loss_giou_dn: 0.389263 loss_class_aux_dn: 1.787988 loss_bbox_aux_dn: 1.067426 loss_giou_aux_dn: 2.155570 loss: 14.922201 eta: 2 days, 12:57:13 batch_cost: 0.5000 data_cost: 0.0013 ips: 7.9995 images/s [04/08 18:07:44] ppdet.engine INFO: Epoch: [26] [5100/7329] learning_rate: 0.000100 loss_class: 0.527173 loss_bbox: 0.143477 loss_giou: 0.341974 loss_class_aux: 3.489354 loss_bbox_aux: 0.930098 loss_giou_aux: 2.175660 loss_class_dn: 0.304834 loss_bbox_dn: 0.173024 loss_giou_dn: 0.324063 loss_class_aux_dn: 1.647243 loss_bbox_aux_dn: 0.978994 loss_giou_aux_dn: 1.777350 loss: 12.729193 eta: 2 days, 12:56:11 batch_cost: 0.4793 data_cost: 0.0013 ips: 8.3447 images/s [04/08 18:08:43] ppdet.engine INFO: Epoch: [26] [5200/7329] learning_rate: 0.000100 loss_class: 0.622388 loss_bbox: 0.151747 loss_giou: 0.460744 loss_class_aux: 4.002610 loss_bbox_aux: 0.973456 loss_giou_aux: 2.847477 loss_class_dn: 0.346306 loss_bbox_dn: 0.159446 loss_giou_dn: 0.436216 loss_class_aux_dn: 1.855074 loss_bbox_aux_dn: 0.934770 loss_giou_aux_dn: 2.387442 loss: 15.842221 eta: 2 days, 12:55:21 batch_cost: 0.5303 data_cost: 0.0014 ips: 7.5422 images/s [04/08 18:09:42] ppdet.engine INFO: Epoch: [26] [5300/7329] learning_rate: 0.000100 loss_class: 0.524518 loss_bbox: 0.135477 loss_giou: 0.356968 loss_class_aux: 3.411682 loss_bbox_aux: 0.902837 loss_giou_aux: 2.296861 loss_class_dn: 0.314314 loss_bbox_dn: 0.152688 loss_giou_dn: 0.379529 loss_class_aux_dn: 1.745488 loss_bbox_aux_dn: 0.876950 loss_giou_aux_dn: 2.114568 loss: 13.634590 eta: 2 days, 12:54:28 batch_cost: 0.5198 data_cost: 0.0014 ips: 7.6957 images/s [04/08 18:10:44] ppdet.engine INFO: Epoch: [26] [5400/7329] learning_rate: 0.000100 loss_class: 0.589561 loss_bbox: 0.148106 loss_giou: 0.412336 loss_class_aux: 3.815737 loss_bbox_aux: 0.929198 loss_giou_aux: 2.706248 loss_class_dn: 0.343857 loss_bbox_dn: 0.158260 loss_giou_dn: 0.375792 loss_class_aux_dn: 1.840018 loss_bbox_aux_dn: 0.923604 loss_giou_aux_dn: 2.046112 loss: 15.253027 eta: 2 days, 12:53:39 batch_cost: 0.5400 data_cost: 0.0016 ips: 7.4071 images/s [04/08 18:11:39] ppdet.engine INFO: Epoch: [26] [5500/7329] learning_rate: 0.000100 loss_class: 0.554875 loss_bbox: 0.129346 loss_giou: 0.377155 loss_class_aux: 3.543435 loss_bbox_aux: 0.869697 loss_giou_aux: 2.384457 loss_class_dn: 0.309321 loss_bbox_dn: 0.145407 loss_giou_dn: 0.362069 loss_class_aux_dn: 1.666584 loss_bbox_aux_dn: 0.870050 loss_giou_aux_dn: 1.987070 loss: 13.128204 eta: 2 days, 12:52:40 batch_cost: 0.4871 data_cost: 0.0013 ips: 8.2110 images/s [04/08 18:12:37] ppdet.engine INFO: Epoch: [26] [5600/7329] learning_rate: 0.000100 loss_class: 0.540051 loss_bbox: 0.131267 loss_giou: 0.344168 loss_class_aux: 3.401658 loss_bbox_aux: 0.853209 loss_giou_aux: 2.131928 loss_class_dn: 0.276147 loss_bbox_dn: 0.137696 loss_giou_dn: 0.324006 loss_class_aux_dn: 1.493497 loss_bbox_aux_dn: 0.825285 loss_giou_aux_dn: 1.827211 loss: 12.719131 eta: 2 days, 12:51:46 batch_cost: 0.5159 data_cost: 0.0013 ips: 7.7539 images/s [04/08 18:13:35] ppdet.engine INFO: Epoch: [26] [5700/7329] learning_rate: 0.000100 loss_class: 0.591392 loss_bbox: 0.148178 loss_giou: 0.379665 loss_class_aux: 3.839630 loss_bbox_aux: 1.021697 loss_giou_aux: 2.395954 loss_class_dn: 0.340114 loss_bbox_dn: 0.170975 loss_giou_dn: 0.368139 loss_class_aux_dn: 1.812829 loss_bbox_aux_dn: 1.012909 loss_giou_aux_dn: 2.069133 loss: 14.907515 eta: 2 days, 12:50:53 batch_cost: 0.5193 data_cost: 0.0013 ips: 7.7032 images/s [04/08 18:14:30] ppdet.engine INFO: Epoch: [26] [5800/7329] learning_rate: 0.000100 loss_class: 0.565201 loss_bbox: 0.156792 loss_giou: 0.396528 loss_class_aux: 3.540736 loss_bbox_aux: 1.036398 loss_giou_aux: 2.523728 loss_class_dn: 0.322849 loss_bbox_dn: 0.159683 loss_giou_dn: 0.394892 loss_class_aux_dn: 1.743376 loss_bbox_aux_dn: 0.945802 loss_giou_aux_dn: 2.136160 loss: 14.712420 eta: 2 days, 12:49:53 batch_cost: 0.4831 data_cost: 0.0013 ips: 8.2795 images/s [04/08 18:15:24] ppdet.engine INFO: Epoch: [26] [5900/7329] learning_rate: 0.000100 loss_class: 0.606141 loss_bbox: 0.158422 loss_giou: 0.371917 loss_class_aux: 3.956522 loss_bbox_aux: 0.983520 loss_giou_aux: 2.351591 loss_class_dn: 0.350687 loss_bbox_dn: 0.176767 loss_giou_dn: 0.381475 loss_class_aux_dn: 1.894969 loss_bbox_aux_dn: 1.046819 loss_giou_aux_dn: 2.107406 loss: 14.630655 eta: 2 days, 12:48:52 batch_cost: 0.4825 data_cost: 0.0014 ips: 8.2906 images/s [04/08 18:16:21] ppdet.engine INFO: Epoch: [26] [6000/7329] learning_rate: 0.000100 loss_class: 0.608907 loss_bbox: 0.154768 loss_giou: 0.421503 loss_class_aux: 3.903456 loss_bbox_aux: 1.031739 loss_giou_aux: 2.743992 loss_class_dn: 0.342528 loss_bbox_dn: 0.181310 loss_giou_dn: 0.433389 loss_class_aux_dn: 1.843528 loss_bbox_aux_dn: 1.056334 loss_giou_aux_dn: 2.404174 loss: 15.012440 eta: 2 days, 12:47:56 batch_cost: 0.5071 data_cost: 0.0013 ips: 7.8875 images/s [04/08 18:17:18] ppdet.engine INFO: Epoch: [26] [6100/7329] learning_rate: 0.000100 loss_class: 0.612171 loss_bbox: 0.157229 loss_giou: 0.414597 loss_class_aux: 3.836023 loss_bbox_aux: 1.023041 loss_giou_aux: 2.653465 loss_class_dn: 0.329287 loss_bbox_dn: 0.185287 loss_giou_dn: 0.403985 loss_class_aux_dn: 1.798806 loss_bbox_aux_dn: 1.058659 loss_giou_aux_dn: 2.207726 loss: 14.685499 eta: 2 days, 12:47:02 batch_cost: 0.5132 data_cost: 0.0014 ips: 7.7940 images/s [04/08 18:18:15] ppdet.engine INFO: Epoch: [26] [6200/7329] learning_rate: 0.000100 loss_class: 0.583778 loss_bbox: 0.152463 loss_giou: 0.399694 loss_class_aux: 3.828761 loss_bbox_aux: 1.026510 loss_giou_aux: 2.517388 loss_class_dn: 0.329600 loss_bbox_dn: 0.186376 loss_giou_dn: 0.375441 loss_class_aux_dn: 1.821746 loss_bbox_aux_dn: 1.098993 loss_giou_aux_dn: 2.120148 loss: 15.117279 eta: 2 days, 12:46:07 batch_cost: 0.5077 data_cost: 0.0014 ips: 7.8786 images/s [04/08 18:19:11] ppdet.engine INFO: Epoch: [26] [6300/7329] learning_rate: 0.000100 loss_class: 0.530525 loss_bbox: 0.154755 loss_giou: 0.411797 loss_class_aux: 3.457850 loss_bbox_aux: 0.985455 loss_giou_aux: 2.550462 loss_class_dn: 0.339260 loss_bbox_dn: 0.164585 loss_giou_dn: 0.407654 loss_class_aux_dn: 1.826462 loss_bbox_aux_dn: 0.946878 loss_giou_aux_dn: 2.211443 loss: 15.270000 eta: 2 days, 12:45:08 batch_cost: 0.4931 data_cost: 0.0014 ips: 8.1113 images/s [04/08 18:20:08] ppdet.engine INFO: Epoch: [26] [6400/7329] learning_rate: 0.000100 loss_class: 0.522854 loss_bbox: 0.130331 loss_giou: 0.385829 loss_class_aux: 3.429205 loss_bbox_aux: 0.846646 loss_giou_aux: 2.402292 loss_class_dn: 0.311690 loss_bbox_dn: 0.144134 loss_giou_dn: 0.378963 loss_class_aux_dn: 1.673364 loss_bbox_aux_dn: 0.802937 loss_giou_aux_dn: 2.033064 loss: 13.887239 eta: 2 days, 12:44:13 batch_cost: 0.5055 data_cost: 0.0016 ips: 7.9134 images/s [04/08 18:21:10] ppdet.engine INFO: Epoch: [26] [6500/7329] learning_rate: 0.000100 loss_class: 0.666386 loss_bbox: 0.152210 loss_giou: 0.488178 loss_class_aux: 4.211964 loss_bbox_aux: 0.988275 loss_giou_aux: 3.071027 loss_class_dn: 0.369083 loss_bbox_dn: 0.183440 loss_giou_dn: 0.466858 loss_class_aux_dn: 1.998935 loss_bbox_aux_dn: 1.061203 loss_giou_aux_dn: 2.575671 loss: 16.133713 eta: 2 days, 12:43:28 batch_cost: 0.5576 data_cost: 0.0014 ips: 7.1737 images/s [04/08 18:22:13] ppdet.engine INFO: Epoch: [26] [6600/7329] learning_rate: 0.000100 loss_class: 0.603934 loss_bbox: 0.152218 loss_giou: 0.391574 loss_class_aux: 3.771245 loss_bbox_aux: 1.015291 loss_giou_aux: 2.402753 loss_class_dn: 0.352774 loss_bbox_dn: 0.163573 loss_giou_dn: 0.391359 loss_class_aux_dn: 1.871762 loss_bbox_aux_dn: 0.958095 loss_giou_aux_dn: 2.156444 loss: 15.095490 eta: 2 days, 12:42:43 batch_cost: 0.5578 data_cost: 0.0016 ips: 7.1707 images/s [04/08 18:23:11] ppdet.engine INFO: Epoch: [26] [6700/7329] learning_rate: 0.000100 loss_class: 0.595984 loss_bbox: 0.135173 loss_giou: 0.467668 loss_class_aux: 3.743924 loss_bbox_aux: 0.913040 loss_giou_aux: 2.990484 loss_class_dn: 0.356904 loss_bbox_dn: 0.155999 loss_giou_dn: 0.465249 loss_class_aux_dn: 1.915671 loss_bbox_aux_dn: 0.919468 loss_giou_aux_dn: 2.531651 loss: 15.280684 eta: 2 days, 12:41:50 batch_cost: 0.5162 data_cost: 0.0015 ips: 7.7482 images/s [04/08 18:24:10] ppdet.engine INFO: Epoch: [26] [6800/7329] learning_rate: 0.000100 loss_class: 0.567366 loss_bbox: 0.136286 loss_giou: 0.373214 loss_class_aux: 3.735411 loss_bbox_aux: 0.936657 loss_giou_aux: 2.428050 loss_class_dn: 0.329661 loss_bbox_dn: 0.159530 loss_giou_dn: 0.358580 loss_class_aux_dn: 1.757331 loss_bbox_aux_dn: 0.911017 loss_giou_aux_dn: 1.971885 loss: 13.326786 eta: 2 days, 12:40:59 batch_cost: 0.5293 data_cost: 0.0013 ips: 7.5570 images/s [04/08 18:25:14] ppdet.engine INFO: Epoch: [26] [6900/7329] learning_rate: 0.000100 loss_class: 0.607607 loss_bbox: 0.138791 loss_giou: 0.400817 loss_class_aux: 3.883102 loss_bbox_aux: 0.891530 loss_giou_aux: 2.423112 loss_class_dn: 0.367752 loss_bbox_dn: 0.146960 loss_giou_dn: 0.384314 loss_class_aux_dn: 1.939976 loss_bbox_aux_dn: 0.896733 loss_giou_aux_dn: 2.110576 loss: 14.875362 eta: 2 days, 12:40:17 batch_cost: 0.5687 data_cost: 0.0017 ips: 7.0341 images/s [04/08 18:26:16] ppdet.engine INFO: Epoch: [26] [7000/7329] learning_rate: 0.000100 loss_class: 0.607960 loss_bbox: 0.132538 loss_giou: 0.409388 loss_class_aux: 3.919297 loss_bbox_aux: 0.870590 loss_giou_aux: 2.663820 loss_class_dn: 0.332250 loss_bbox_dn: 0.162723 loss_giou_dn: 0.423887 loss_class_aux_dn: 1.797762 loss_bbox_aux_dn: 0.962211 loss_giou_aux_dn: 2.293051 loss: 15.041595 eta: 2 days, 12:39:30 batch_cost: 0.5493 data_cost: 0.0017 ips: 7.2820 images/s [04/08 18:27:11] ppdet.engine INFO: Epoch: [26] [7100/7329] learning_rate: 0.000100 loss_class: 0.659291 loss_bbox: 0.156328 loss_giou: 0.414678 loss_class_aux: 3.980041 loss_bbox_aux: 1.050423 loss_giou_aux: 2.622913 loss_class_dn: 0.347308 loss_bbox_dn: 0.193142 loss_giou_dn: 0.424159 loss_class_aux_dn: 1.840950 loss_bbox_aux_dn: 1.070533 loss_giou_aux_dn: 2.307760 loss: 15.411603 eta: 2 days, 12:38:29 batch_cost: 0.4804 data_cost: 0.0013 ips: 8.3270 images/s [04/08 18:28:04] ppdet.engine INFO: Epoch: [26] [7200/7329] learning_rate: 0.000100 loss_class: 0.579967 loss_bbox: 0.152820 loss_giou: 0.429351 loss_class_aux: 3.658877 loss_bbox_aux: 1.016446 loss_giou_aux: 2.686196 loss_class_dn: 0.316461 loss_bbox_dn: 0.181159 loss_giou_dn: 0.422959 loss_class_aux_dn: 1.728828 loss_bbox_aux_dn: 1.058283 loss_giou_aux_dn: 2.282412 loss: 15.008972 eta: 2 days, 12:37:26 batch_cost: 0.4725 data_cost: 0.0012 ips: 8.4648 images/s [04/08 18:29:03] ppdet.engine INFO: Epoch: [26] [7300/7329] learning_rate: 0.000100 loss_class: 0.617454 loss_bbox: 0.153634 loss_giou: 0.396428 loss_class_aux: 3.951835 loss_bbox_aux: 0.962333 loss_giou_aux: 2.566359 loss_class_dn: 0.333921 loss_bbox_dn: 0.159294 loss_giou_dn: 0.401277 loss_class_aux_dn: 1.823819 loss_bbox_aux_dn: 0.971983 loss_giou_aux_dn: 2.184578 loss: 15.064816 eta: 2 days, 12:36:36 batch_cost: 0.5302 data_cost: 0.0012 ips: 7.5443 images/s [04/08 18:29:23] ppdet.engine INFO: Eval iter: 0 [04/08 18:29:50] ppdet.engine INFO: Eval iter: 100 [04/08 18:30:17] ppdet.engine INFO: Eval iter: 200 [04/08 18:30:43] ppdet.engine INFO: Eval iter: 300 [04/08 18:31:10] ppdet.engine INFO: Eval iter: 400 [04/08 18:31:39] ppdet.engine INFO: Eval iter: 500 [04/08 18:32:06] ppdet.engine INFO: Eval iter: 600 [04/08 18:32:38] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/08 18:32:39] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.17s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=121.69s). Accumulating evaluation results... DONE (t=27.66s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.512 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.694 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.552 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.318 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.558 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.643 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.531 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.753 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/08 18:35:30] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.022928271378174 [04/08 18:35:30] ppdet.engine INFO: Best test bbox ap is 0.512. [04/08 18:35:33] ppdet.engine INFO: Epoch: [27] [ 0/7329] learning_rate: 0.000100 loss_class: 0.644808 loss_bbox: 0.161783 loss_giou: 0.427562 loss_class_aux: 4.068246 loss_bbox_aux: 1.026253 loss_giou_aux: 2.783361 loss_class_dn: 0.358404 loss_bbox_dn: 0.177250 loss_giou_dn: 0.420815 loss_class_aux_dn: 1.904448 loss_bbox_aux_dn: 1.041357 loss_giou_aux_dn: 2.371516 loss: 15.854900 eta: 2 days, 12:36:18 batch_cost: 0.5140 data_cost: 0.0013 ips: 7.7819 images/s [04/08 18:36:34] ppdet.engine INFO: Epoch: [27] [ 100/7329] learning_rate: 0.000100 loss_class: 0.653213 loss_bbox: 0.160165 loss_giou: 0.433616 loss_class_aux: 4.272210 loss_bbox_aux: 1.055852 loss_giou_aux: 2.771953 loss_class_dn: 0.351641 loss_bbox_dn: 0.187428 loss_giou_dn: 0.433090 loss_class_aux_dn: 1.893487 loss_bbox_aux_dn: 1.095944 loss_giou_aux_dn: 2.380864 loss: 15.302288 eta: 2 days, 12:35:30 batch_cost: 0.5457 data_cost: 0.0018 ips: 7.3306 images/s [04/08 18:37:29] ppdet.engine INFO: Epoch: [27] [ 200/7329] learning_rate: 0.000100 loss_class: 0.561261 loss_bbox: 0.153040 loss_giou: 0.331095 loss_class_aux: 3.521821 loss_bbox_aux: 0.968389 loss_giou_aux: 2.076258 loss_class_dn: 0.303132 loss_bbox_dn: 0.169889 loss_giou_dn: 0.354723 loss_class_aux_dn: 1.594055 loss_bbox_aux_dn: 1.009820 loss_giou_aux_dn: 1.936303 loss: 13.289384 eta: 2 days, 12:34:30 batch_cost: 0.4823 data_cost: 0.0013 ips: 8.2934 images/s [04/08 18:38:27] ppdet.engine INFO: Epoch: [27] [ 300/7329] learning_rate: 0.000100 loss_class: 0.554900 loss_bbox: 0.134049 loss_giou: 0.297793 loss_class_aux: 3.541619 loss_bbox_aux: 0.904795 loss_giou_aux: 1.902515 loss_class_dn: 0.282307 loss_bbox_dn: 0.160080 loss_giou_dn: 0.301611 loss_class_aux_dn: 1.558879 loss_bbox_aux_dn: 0.969476 loss_giou_aux_dn: 1.766122 loss: 13.207792 eta: 2 days, 12:33:37 batch_cost: 0.5189 data_cost: 0.0016 ips: 7.7091 images/s [04/08 18:39:27] ppdet.engine INFO: Epoch: [27] [ 400/7329] learning_rate: 0.000100 loss_class: 0.609485 loss_bbox: 0.156153 loss_giou: 0.374836 loss_class_aux: 3.747251 loss_bbox_aux: 0.976668 loss_giou_aux: 2.352758 loss_class_dn: 0.326374 loss_bbox_dn: 0.171743 loss_giou_dn: 0.380052 loss_class_aux_dn: 1.752569 loss_bbox_aux_dn: 1.026985 loss_giou_aux_dn: 2.113298 loss: 14.874597 eta: 2 days, 12:32:46 batch_cost: 0.5280 data_cost: 0.0017 ips: 7.5762 images/s [04/08 18:40:29] ppdet.engine INFO: Epoch: [27] [ 500/7329] learning_rate: 0.000100 loss_class: 0.579748 loss_bbox: 0.132275 loss_giou: 0.353997 loss_class_aux: 3.760355 loss_bbox_aux: 0.891047 loss_giou_aux: 2.254832 loss_class_dn: 0.301480 loss_bbox_dn: 0.157061 loss_giou_dn: 0.331446 loss_class_aux_dn: 1.657011 loss_bbox_aux_dn: 0.908124 loss_giou_aux_dn: 1.840002 loss: 14.004910 eta: 2 days, 12:31:58 batch_cost: 0.5458 data_cost: 0.0015 ips: 7.3290 images/s [04/08 18:41:27] ppdet.engine INFO: Epoch: [27] [ 600/7329] learning_rate: 0.000100 loss_class: 0.595105 loss_bbox: 0.147730 loss_giou: 0.434461 loss_class_aux: 3.864777 loss_bbox_aux: 0.991609 loss_giou_aux: 2.751083 loss_class_dn: 0.344852 loss_bbox_dn: 0.166438 loss_giou_dn: 0.434304 loss_class_aux_dn: 1.880715 loss_bbox_aux_dn: 1.012762 loss_giou_aux_dn: 2.371759 loss: 15.501707 eta: 2 days, 12:31:06 batch_cost: 0.5197 data_cost: 0.0017 ips: 7.6962 images/s [04/08 18:42:29] ppdet.engine INFO: Epoch: [27] [ 700/7329] learning_rate: 0.000100 loss_class: 0.589161 loss_bbox: 0.164688 loss_giou: 0.416174 loss_class_aux: 3.786300 loss_bbox_aux: 1.044169 loss_giou_aux: 2.659534 loss_class_dn: 0.357147 loss_bbox_dn: 0.176431 loss_giou_dn: 0.412189 loss_class_aux_dn: 1.948295 loss_bbox_aux_dn: 1.019827 loss_giou_aux_dn: 2.269333 loss: 15.914058 eta: 2 days, 12:30:19 batch_cost: 0.5507 data_cost: 0.0016 ips: 7.2638 images/s [04/08 18:43:28] ppdet.engine INFO: Epoch: [27] [ 800/7329] learning_rate: 0.000100 loss_class: 0.657202 loss_bbox: 0.143167 loss_giou: 0.497324 loss_class_aux: 4.030546 loss_bbox_aux: 0.999999 loss_giou_aux: 3.099226 loss_class_dn: 0.393412 loss_bbox_dn: 0.163056 loss_giou_dn: 0.479452 loss_class_aux_dn: 2.116480 loss_bbox_aux_dn: 0.908456 loss_giou_aux_dn: 2.627635 loss: 17.543510 eta: 2 days, 12:29:27 batch_cost: 0.5208 data_cost: 0.0016 ips: 7.6804 images/s [04/08 18:44:25] ppdet.engine INFO: Epoch: [27] [ 900/7329] learning_rate: 0.000100 loss_class: 0.507355 loss_bbox: 0.140812 loss_giou: 0.397251 loss_class_aux: 3.422470 loss_bbox_aux: 0.933867 loss_giou_aux: 2.504970 loss_class_dn: 0.304820 loss_bbox_dn: 0.142130 loss_giou_dn: 0.359868 loss_class_aux_dn: 1.657749 loss_bbox_aux_dn: 0.852355 loss_giou_aux_dn: 1.991989 loss: 13.509711 eta: 2 days, 12:28:32 batch_cost: 0.5095 data_cost: 0.0013 ips: 7.8503 images/s [04/08 18:45:23] ppdet.engine INFO: Epoch: [27] [1000/7329] learning_rate: 0.000100 loss_class: 0.603826 loss_bbox: 0.142590 loss_giou: 0.441247 loss_class_aux: 3.934660 loss_bbox_aux: 0.906134 loss_giou_aux: 2.881625 loss_class_dn: 0.346486 loss_bbox_dn: 0.151650 loss_giou_dn: 0.434794 loss_class_aux_dn: 1.872617 loss_bbox_aux_dn: 0.942636 loss_giou_aux_dn: 2.386356 loss: 15.251875 eta: 2 days, 12:27:39 batch_cost: 0.5202 data_cost: 0.0013 ips: 7.6887 images/s [04/08 18:46:26] ppdet.engine INFO: Epoch: [27] [1100/7329] learning_rate: 0.000100 loss_class: 0.594176 loss_bbox: 0.146110 loss_giou: 0.328820 loss_class_aux: 3.726630 loss_bbox_aux: 0.920535 loss_giou_aux: 2.138435 loss_class_dn: 0.307937 loss_bbox_dn: 0.172733 loss_giou_dn: 0.351359 loss_class_aux_dn: 1.707885 loss_bbox_aux_dn: 0.965058 loss_giou_aux_dn: 1.989585 loss: 13.761215 eta: 2 days, 12:26:55 batch_cost: 0.5611 data_cost: 0.0016 ips: 7.1283 images/s [04/08 18:47:25] ppdet.engine INFO: Epoch: [27] [1200/7329] learning_rate: 0.000100 loss_class: 0.592631 loss_bbox: 0.149717 loss_giou: 0.417790 loss_class_aux: 3.921452 loss_bbox_aux: 0.964175 loss_giou_aux: 2.623485 loss_class_dn: 0.345287 loss_bbox_dn: 0.172053 loss_giou_dn: 0.418551 loss_class_aux_dn: 1.852385 loss_bbox_aux_dn: 1.006280 loss_giou_aux_dn: 2.269642 loss: 15.334597 eta: 2 days, 12:26:04 batch_cost: 0.5267 data_cost: 0.0013 ips: 7.5940 images/s [04/08 18:48:21] ppdet.engine INFO: Epoch: [27] [1300/7329] learning_rate: 0.000100 loss_class: 0.600577 loss_bbox: 0.142156 loss_giou: 0.328033 loss_class_aux: 3.725682 loss_bbox_aux: 0.988704 loss_giou_aux: 2.155483 loss_class_dn: 0.326661 loss_bbox_dn: 0.157381 loss_giou_dn: 0.339696 loss_class_aux_dn: 1.762699 loss_bbox_aux_dn: 0.916267 loss_giou_aux_dn: 1.969534 loss: 14.244732 eta: 2 days, 12:25:06 batch_cost: 0.4958 data_cost: 0.0013 ips: 8.0671 images/s [04/08 18:49:19] ppdet.engine INFO: Epoch: [27] [1400/7329] learning_rate: 0.000100 loss_class: 0.652508 loss_bbox: 0.167378 loss_giou: 0.426193 loss_class_aux: 4.025806 loss_bbox_aux: 1.064511 loss_giou_aux: 2.674978 loss_class_dn: 0.348430 loss_bbox_dn: 0.190274 loss_giou_dn: 0.418269 loss_class_aux_dn: 1.866092 loss_bbox_aux_dn: 1.063942 loss_giou_aux_dn: 2.280069 loss: 15.180496 eta: 2 days, 12:24:13 batch_cost: 0.5161 data_cost: 0.0019 ips: 7.7503 images/s [04/08 18:50:13] ppdet.engine INFO: Epoch: [27] [1500/7329] learning_rate: 0.000100 loss_class: 0.555546 loss_bbox: 0.129489 loss_giou: 0.391950 loss_class_aux: 3.567428 loss_bbox_aux: 0.890196 loss_giou_aux: 2.494877 loss_class_dn: 0.303020 loss_bbox_dn: 0.154812 loss_giou_dn: 0.400158 loss_class_aux_dn: 1.649226 loss_bbox_aux_dn: 0.944374 loss_giou_aux_dn: 2.138131 loss: 13.729832 eta: 2 days, 12:23:11 batch_cost: 0.4776 data_cost: 0.0014 ips: 8.3758 images/s [04/08 18:51:10] ppdet.engine INFO: Epoch: [27] [1600/7329] learning_rate: 0.000100 loss_class: 0.595743 loss_bbox: 0.146529 loss_giou: 0.456941 loss_class_aux: 3.717402 loss_bbox_aux: 0.963709 loss_giou_aux: 3.013875 loss_class_dn: 0.364303 loss_bbox_dn: 0.177020 loss_giou_dn: 0.440236 loss_class_aux_dn: 1.940826 loss_bbox_aux_dn: 1.033220 loss_giou_aux_dn: 2.399845 loss: 15.378094 eta: 2 days, 12:22:16 batch_cost: 0.5099 data_cost: 0.0021 ips: 7.8446 images/s [04/08 18:52:12] ppdet.engine INFO: Epoch: [27] [1700/7329] learning_rate: 0.000100 loss_class: 0.534374 loss_bbox: 0.130434 loss_giou: 0.309123 loss_class_aux: 3.430427 loss_bbox_aux: 0.851728 loss_giou_aux: 1.959576 loss_class_dn: 0.296985 loss_bbox_dn: 0.144088 loss_giou_dn: 0.323720 loss_class_aux_dn: 1.582271 loss_bbox_aux_dn: 0.912737 loss_giou_aux_dn: 1.803188 loss: 12.958406 eta: 2 days, 12:21:28 batch_cost: 0.5423 data_cost: 0.0017 ips: 7.3753 images/s [04/08 18:53:12] ppdet.engine INFO: Epoch: [27] [1800/7329] learning_rate: 0.000100 loss_class: 0.633279 loss_bbox: 0.152056 loss_giou: 0.395106 loss_class_aux: 4.002785 loss_bbox_aux: 1.035455 loss_giou_aux: 2.569847 loss_class_dn: 0.354873 loss_bbox_dn: 0.166799 loss_giou_dn: 0.419736 loss_class_aux_dn: 1.914965 loss_bbox_aux_dn: 0.982260 loss_giou_aux_dn: 2.338706 loss: 15.598674 eta: 2 days, 12:20:40 batch_cost: 0.5418 data_cost: 0.0013 ips: 7.3827 images/s [04/08 18:54:11] ppdet.engine INFO: Epoch: [27] [1900/7329] learning_rate: 0.000100 loss_class: 0.646420 loss_bbox: 0.158450 loss_giou: 0.529969 loss_class_aux: 4.006928 loss_bbox_aux: 1.089015 loss_giou_aux: 3.307054 loss_class_dn: 0.356878 loss_bbox_dn: 0.177554 loss_giou_dn: 0.454693 loss_class_aux_dn: 1.923033 loss_bbox_aux_dn: 0.962137 loss_giou_aux_dn: 2.526086 loss: 15.954956 eta: 2 days, 12:19:46 batch_cost: 0.5154 data_cost: 0.0016 ips: 7.7611 images/s [04/08 18:55:10] ppdet.engine INFO: Epoch: [27] [2000/7329] learning_rate: 0.000100 loss_class: 0.626809 loss_bbox: 0.153553 loss_giou: 0.407436 loss_class_aux: 3.885416 loss_bbox_aux: 0.993348 loss_giou_aux: 2.575662 loss_class_dn: 0.354472 loss_bbox_dn: 0.178659 loss_giou_dn: 0.428948 loss_class_aux_dn: 1.953446 loss_bbox_aux_dn: 1.035609 loss_giou_aux_dn: 2.380083 loss: 15.198428 eta: 2 days, 12:18:53 batch_cost: 0.5177 data_cost: 0.0015 ips: 7.7264 images/s [04/08 18:56:08] ppdet.engine INFO: Epoch: [27] [2100/7329] learning_rate: 0.000100 loss_class: 0.601053 loss_bbox: 0.135529 loss_giou: 0.403973 loss_class_aux: 3.836415 loss_bbox_aux: 0.908820 loss_giou_aux: 2.575370 loss_class_dn: 0.354784 loss_bbox_dn: 0.148827 loss_giou_dn: 0.418195 loss_class_aux_dn: 1.906824 loss_bbox_aux_dn: 0.907811 loss_giou_aux_dn: 2.334063 loss: 14.570697 eta: 2 days, 12:18:00 batch_cost: 0.5181 data_cost: 0.0014 ips: 7.7202 images/s [04/08 18:57:02] ppdet.engine INFO: Epoch: [27] [2200/7329] learning_rate: 0.000100 loss_class: 0.564816 loss_bbox: 0.154060 loss_giou: 0.365676 loss_class_aux: 3.600755 loss_bbox_aux: 1.020183 loss_giou_aux: 2.334955 loss_class_dn: 0.304234 loss_bbox_dn: 0.169986 loss_giou_dn: 0.350014 loss_class_aux_dn: 1.640252 loss_bbox_aux_dn: 1.034909 loss_giou_aux_dn: 1.930845 loss: 13.564027 eta: 2 days, 12:17:00 batch_cost: 0.4818 data_cost: 0.0014 ips: 8.3016 images/s [04/08 18:58:01] ppdet.engine INFO: Epoch: [27] [2300/7329] learning_rate: 0.000100 loss_class: 0.566611 loss_bbox: 0.143507 loss_giou: 0.362890 loss_class_aux: 3.572335 loss_bbox_aux: 0.991183 loss_giou_aux: 2.271156 loss_class_dn: 0.309630 loss_bbox_dn: 0.160349 loss_giou_dn: 0.342788 loss_class_aux_dn: 1.703603 loss_bbox_aux_dn: 0.960066 loss_giou_aux_dn: 1.914936 loss: 14.163790 eta: 2 days, 12:16:08 batch_cost: 0.5268 data_cost: 0.0014 ips: 7.5926 images/s [04/08 18:58:55] ppdet.engine INFO: Epoch: [27] [2400/7329] learning_rate: 0.000100 loss_class: 0.639798 loss_bbox: 0.158682 loss_giou: 0.372148 loss_class_aux: 4.061546 loss_bbox_aux: 1.008050 loss_giou_aux: 2.430000 loss_class_dn: 0.326008 loss_bbox_dn: 0.170825 loss_giou_dn: 0.380629 loss_class_aux_dn: 1.739321 loss_bbox_aux_dn: 1.024216 loss_giou_aux_dn: 2.133379 loss: 14.847700 eta: 2 days, 12:15:08 batch_cost: 0.4835 data_cost: 0.0014 ips: 8.2729 images/s [04/08 18:59:51] ppdet.engine INFO: Epoch: [27] [2500/7329] learning_rate: 0.000100 loss_class: 0.628458 loss_bbox: 0.154884 loss_giou: 0.452991 loss_class_aux: 3.996104 loss_bbox_aux: 0.961675 loss_giou_aux: 2.830251 loss_class_dn: 0.362843 loss_bbox_dn: 0.185845 loss_giou_dn: 0.450992 loss_class_aux_dn: 1.980412 loss_bbox_aux_dn: 1.050869 loss_giou_aux_dn: 2.517136 loss: 16.371117 eta: 2 days, 12:14:11 batch_cost: 0.4970 data_cost: 0.0013 ips: 8.0477 images/s [04/08 19:00:46] ppdet.engine INFO: Epoch: [27] [2600/7329] learning_rate: 0.000100 loss_class: 0.602643 loss_bbox: 0.145377 loss_giou: 0.499077 loss_class_aux: 3.903439 loss_bbox_aux: 0.994213 loss_giou_aux: 3.107174 loss_class_dn: 0.349596 loss_bbox_dn: 0.166055 loss_giou_dn: 0.460424 loss_class_aux_dn: 1.867805 loss_bbox_aux_dn: 0.949507 loss_giou_aux_dn: 2.464460 loss: 15.743191 eta: 2 days, 12:13:11 batch_cost: 0.4868 data_cost: 0.0014 ips: 8.2161 images/s [04/08 19:01:46] ppdet.engine INFO: Epoch: [27] [2700/7329] learning_rate: 0.000100 loss_class: 0.584518 loss_bbox: 0.152518 loss_giou: 0.428172 loss_class_aux: 3.769101 loss_bbox_aux: 1.012071 loss_giou_aux: 2.623553 loss_class_dn: 0.338197 loss_bbox_dn: 0.171006 loss_giou_dn: 0.411217 loss_class_aux_dn: 1.779892 loss_bbox_aux_dn: 0.977605 loss_giou_aux_dn: 2.237673 loss: 14.669283 eta: 2 days, 12:12:22 batch_cost: 0.5365 data_cost: 0.0015 ips: 7.4555 images/s [04/08 19:02:47] ppdet.engine INFO: Epoch: [27] [2800/7329] learning_rate: 0.000100 loss_class: 0.671787 loss_bbox: 0.141583 loss_giou: 0.463402 loss_class_aux: 4.269063 loss_bbox_aux: 0.916941 loss_giou_aux: 2.966846 loss_class_dn: 0.374386 loss_bbox_dn: 0.158300 loss_giou_dn: 0.437902 loss_class_aux_dn: 2.020722 loss_bbox_aux_dn: 0.943029 loss_giou_aux_dn: 2.455320 loss: 16.502235 eta: 2 days, 12:11:33 batch_cost: 0.5371 data_cost: 0.0015 ips: 7.4471 images/s [04/08 19:03:48] ppdet.engine INFO: Epoch: [27] [2900/7329] learning_rate: 0.000100 loss_class: 0.582744 loss_bbox: 0.157632 loss_giou: 0.453729 loss_class_aux: 3.811290 loss_bbox_aux: 1.023381 loss_giou_aux: 2.834993 loss_class_dn: 0.375178 loss_bbox_dn: 0.166857 loss_giou_dn: 0.450584 loss_class_aux_dn: 1.983367 loss_bbox_aux_dn: 1.018601 loss_giou_aux_dn: 2.493376 loss: 15.673639 eta: 2 days, 12:10:42 batch_cost: 0.5313 data_cost: 0.0015 ips: 7.5286 images/s [04/08 19:04:49] ppdet.engine INFO: Epoch: [27] [3000/7329] learning_rate: 0.000100 loss_class: 0.596871 loss_bbox: 0.159416 loss_giou: 0.454706 loss_class_aux: 3.783222 loss_bbox_aux: 0.980071 loss_giou_aux: 2.833322 loss_class_dn: 0.344364 loss_bbox_dn: 0.164247 loss_giou_dn: 0.408037 loss_class_aux_dn: 1.833569 loss_bbox_aux_dn: 0.925489 loss_giou_aux_dn: 2.218247 loss: 14.751019 eta: 2 days, 12:09:52 batch_cost: 0.5312 data_cost: 0.0016 ips: 7.5298 images/s [04/08 19:05:44] ppdet.engine INFO: Epoch: [27] [3100/7329] learning_rate: 0.000100 loss_class: 0.603265 loss_bbox: 0.159791 loss_giou: 0.479407 loss_class_aux: 3.945594 loss_bbox_aux: 1.031021 loss_giou_aux: 3.011731 loss_class_dn: 0.352744 loss_bbox_dn: 0.162010 loss_giou_dn: 0.456072 loss_class_aux_dn: 1.858418 loss_bbox_aux_dn: 0.991547 loss_giou_aux_dn: 2.526874 loss: 15.404499 eta: 2 days, 12:08:53 batch_cost: 0.4895 data_cost: 0.0013 ips: 8.1712 images/s [04/08 19:06:55] ppdet.engine INFO: Epoch: [27] [3200/7329] learning_rate: 0.000100 loss_class: 0.610362 loss_bbox: 0.134130 loss_giou: 0.403497 loss_class_aux: 3.837558 loss_bbox_aux: 0.885729 loss_giou_aux: 2.521524 loss_class_dn: 0.334486 loss_bbox_dn: 0.158182 loss_giou_dn: 0.412275 loss_class_aux_dn: 1.800254 loss_bbox_aux_dn: 0.890851 loss_giou_aux_dn: 2.322146 loss: 15.321143 eta: 2 days, 12:08:19 batch_cost: 0.6093 data_cost: 0.0020 ips: 6.5647 images/s [04/08 19:07:53] ppdet.engine INFO: Epoch: [27] [3300/7329] learning_rate: 0.000100 loss_class: 0.578401 loss_bbox: 0.155186 loss_giou: 0.413207 loss_class_aux: 3.710938 loss_bbox_aux: 1.015821 loss_giou_aux: 2.582271 loss_class_dn: 0.326503 loss_bbox_dn: 0.152867 loss_giou_dn: 0.396786 loss_class_aux_dn: 1.757471 loss_bbox_aux_dn: 0.896363 loss_giou_aux_dn: 2.201093 loss: 14.662289 eta: 2 days, 12:07:27 batch_cost: 0.5227 data_cost: 0.0014 ips: 7.6524 images/s [04/08 19:08:52] ppdet.engine INFO: Epoch: [27] [3400/7329] learning_rate: 0.000100 loss_class: 0.608398 loss_bbox: 0.145847 loss_giou: 0.452567 loss_class_aux: 3.972852 loss_bbox_aux: 0.945575 loss_giou_aux: 2.801047 loss_class_dn: 0.341378 loss_bbox_dn: 0.170272 loss_giou_dn: 0.417629 loss_class_aux_dn: 1.822015 loss_bbox_aux_dn: 0.952784 loss_giou_aux_dn: 2.312316 loss: 14.805617 eta: 2 days, 12:06:34 batch_cost: 0.5197 data_cost: 0.0016 ips: 7.6972 images/s [04/08 19:09:50] ppdet.engine INFO: Epoch: [27] [3500/7329] learning_rate: 0.000100 loss_class: 0.673472 loss_bbox: 0.166658 loss_giou: 0.496489 loss_class_aux: 4.239362 loss_bbox_aux: 1.092871 loss_giou_aux: 3.183874 loss_class_dn: 0.380125 loss_bbox_dn: 0.179198 loss_giou_dn: 0.495344 loss_class_aux_dn: 1.996755 loss_bbox_aux_dn: 1.091567 loss_giou_aux_dn: 2.772622 loss: 16.694569 eta: 2 days, 12:05:41 batch_cost: 0.5194 data_cost: 0.0013 ips: 7.7017 images/s [04/08 19:10:44] ppdet.engine INFO: Epoch: [27] [3600/7329] learning_rate: 0.000100 loss_class: 0.594500 loss_bbox: 0.145599 loss_giou: 0.387573 loss_class_aux: 3.703203 loss_bbox_aux: 1.021199 loss_giou_aux: 2.546025 loss_class_dn: 0.322756 loss_bbox_dn: 0.165339 loss_giou_dn: 0.394877 loss_class_aux_dn: 1.739548 loss_bbox_aux_dn: 0.979080 loss_giou_aux_dn: 2.212811 loss: 14.048368 eta: 2 days, 12:04:40 batch_cost: 0.4771 data_cost: 0.0013 ips: 8.3843 images/s [04/08 19:11:46] ppdet.engine INFO: Epoch: [27] [3700/7329] learning_rate: 0.000100 loss_class: 0.586298 loss_bbox: 0.143885 loss_giou: 0.416151 loss_class_aux: 3.640986 loss_bbox_aux: 0.929825 loss_giou_aux: 2.649818 loss_class_dn: 0.330010 loss_bbox_dn: 0.171190 loss_giou_dn: 0.412750 loss_class_aux_dn: 1.720359 loss_bbox_aux_dn: 0.981176 loss_giou_aux_dn: 2.278008 loss: 14.068488 eta: 2 days, 12:03:53 batch_cost: 0.5512 data_cost: 0.0016 ips: 7.2570 images/s [04/08 19:12:50] ppdet.engine INFO: Epoch: [27] [3800/7329] learning_rate: 0.000100 loss_class: 0.526456 loss_bbox: 0.127784 loss_giou: 0.348588 loss_class_aux: 3.499848 loss_bbox_aux: 0.884059 loss_giou_aux: 2.254750 loss_class_dn: 0.285773 loss_bbox_dn: 0.141771 loss_giou_dn: 0.380928 loss_class_aux_dn: 1.562622 loss_bbox_aux_dn: 0.844536 loss_giou_aux_dn: 2.019849 loss: 13.067640 eta: 2 days, 12:03:13 batch_cost: 0.5804 data_cost: 0.0014 ips: 6.8915 images/s [04/08 19:13:47] ppdet.engine INFO: Epoch: [27] [3900/7329] learning_rate: 0.000100 loss_class: 0.618162 loss_bbox: 0.139802 loss_giou: 0.457844 loss_class_aux: 3.869239 loss_bbox_aux: 0.974051 loss_giou_aux: 2.812891 loss_class_dn: 0.381829 loss_bbox_dn: 0.172875 loss_giou_dn: 0.441216 loss_class_aux_dn: 2.006335 loss_bbox_aux_dn: 1.009183 loss_giou_aux_dn: 2.416156 loss: 17.732361 eta: 2 days, 12:02:18 batch_cost: 0.5080 data_cost: 0.0014 ips: 7.8745 images/s [04/08 19:14:49] ppdet.engine INFO: Epoch: [27] [4000/7329] learning_rate: 0.000100 loss_class: 0.615847 loss_bbox: 0.149502 loss_giou: 0.448641 loss_class_aux: 4.018600 loss_bbox_aux: 0.971375 loss_giou_aux: 2.769940 loss_class_dn: 0.341325 loss_bbox_dn: 0.155949 loss_giou_dn: 0.415398 loss_class_aux_dn: 1.850764 loss_bbox_aux_dn: 0.922181 loss_giou_aux_dn: 2.290807 loss: 16.142982 eta: 2 days, 12:01:31 batch_cost: 0.5470 data_cost: 0.0014 ips: 7.3126 images/s [04/08 19:15:48] ppdet.engine INFO: Epoch: [27] [4100/7329] learning_rate: 0.000100 loss_class: 0.596708 loss_bbox: 0.158462 loss_giou: 0.389471 loss_class_aux: 3.934848 loss_bbox_aux: 1.050057 loss_giou_aux: 2.467600 loss_class_dn: 0.327379 loss_bbox_dn: 0.172964 loss_giou_dn: 0.363051 loss_class_aux_dn: 1.796459 loss_bbox_aux_dn: 0.997533 loss_giou_aux_dn: 2.038725 loss: 14.375935 eta: 2 days, 12:00:40 batch_cost: 0.5302 data_cost: 0.0014 ips: 7.5450 images/s [04/08 19:16:52] ppdet.engine INFO: Epoch: [27] [4200/7329] learning_rate: 0.000100 loss_class: 0.593208 loss_bbox: 0.136543 loss_giou: 0.401942 loss_class_aux: 3.806209 loss_bbox_aux: 0.942684 loss_giou_aux: 2.596930 loss_class_dn: 0.329732 loss_bbox_dn: 0.156682 loss_giou_dn: 0.403660 loss_class_aux_dn: 1.770111 loss_bbox_aux_dn: 0.904206 loss_giou_aux_dn: 2.223813 loss: 14.551279 eta: 2 days, 11:59:59 batch_cost: 0.5786 data_cost: 0.0014 ips: 6.9131 images/s [04/08 19:18:04] ppdet.engine INFO: Epoch: [27] [4300/7329] learning_rate: 0.000100 loss_class: 0.560800 loss_bbox: 0.138181 loss_giou: 0.322797 loss_class_aux: 3.788593 loss_bbox_aux: 0.844599 loss_giou_aux: 2.054247 loss_class_dn: 0.318889 loss_bbox_dn: 0.155575 loss_giou_dn: 0.315015 loss_class_aux_dn: 1.740599 loss_bbox_aux_dn: 0.917752 loss_giou_aux_dn: 1.764780 loss: 13.404945 eta: 2 days, 11:59:33 batch_cost: 0.6492 data_cost: 0.0014 ips: 6.1618 images/s [04/08 19:19:00] ppdet.engine INFO: Epoch: [27] [4400/7329] learning_rate: 0.000100 loss_class: 0.637951 loss_bbox: 0.158710 loss_giou: 0.447193 loss_class_aux: 4.238412 loss_bbox_aux: 1.020722 loss_giou_aux: 2.784996 loss_class_dn: 0.391730 loss_bbox_dn: 0.165964 loss_giou_dn: 0.451935 loss_class_aux_dn: 2.093017 loss_bbox_aux_dn: 0.974588 loss_giou_aux_dn: 2.500359 loss: 16.919285 eta: 2 days, 11:58:37 batch_cost: 0.5048 data_cost: 0.0015 ips: 7.9237 images/s [04/08 19:19:55] ppdet.engine INFO: Epoch: [27] [4500/7329] learning_rate: 0.000100 loss_class: 0.607424 loss_bbox: 0.135737 loss_giou: 0.345935 loss_class_aux: 3.950825 loss_bbox_aux: 0.972972 loss_giou_aux: 2.205123 loss_class_dn: 0.306097 loss_bbox_dn: 0.161984 loss_giou_dn: 0.370592 loss_class_aux_dn: 1.680878 loss_bbox_aux_dn: 0.960046 loss_giou_aux_dn: 2.028994 loss: 14.536519 eta: 2 days, 11:57:37 batch_cost: 0.4812 data_cost: 0.0014 ips: 8.3130 images/s [04/08 19:20:54] ppdet.engine INFO: Epoch: [27] [4600/7329] learning_rate: 0.000100 loss_class: 0.582050 loss_bbox: 0.143258 loss_giou: 0.353394 loss_class_aux: 3.604888 loss_bbox_aux: 0.920356 loss_giou_aux: 2.295992 loss_class_dn: 0.332174 loss_bbox_dn: 0.180619 loss_giou_dn: 0.357244 loss_class_aux_dn: 1.748458 loss_bbox_aux_dn: 1.060731 loss_giou_aux_dn: 2.058265 loss: 14.405645 eta: 2 days, 11:56:46 batch_cost: 0.5298 data_cost: 0.0014 ips: 7.5503 images/s [04/08 19:21:57] ppdet.engine INFO: Epoch: [27] [4700/7329] learning_rate: 0.000100 loss_class: 0.624458 loss_bbox: 0.147240 loss_giou: 0.428743 loss_class_aux: 3.827177 loss_bbox_aux: 0.993032 loss_giou_aux: 2.791862 loss_class_dn: 0.352248 loss_bbox_dn: 0.141898 loss_giou_dn: 0.418598 loss_class_aux_dn: 1.844007 loss_bbox_aux_dn: 0.829364 loss_giou_aux_dn: 2.290382 loss: 14.303932 eta: 2 days, 11:56:03 batch_cost: 0.5682 data_cost: 0.0013 ips: 7.0401 images/s [04/08 19:22:54] ppdet.engine INFO: Epoch: [27] [4800/7329] learning_rate: 0.000100 loss_class: 0.607671 loss_bbox: 0.151593 loss_giou: 0.487314 loss_class_aux: 4.008333 loss_bbox_aux: 1.038468 loss_giou_aux: 3.137247 loss_class_dn: 0.366794 loss_bbox_dn: 0.174541 loss_giou_dn: 0.452838 loss_class_aux_dn: 1.928606 loss_bbox_aux_dn: 0.991683 loss_giou_aux_dn: 2.483550 loss: 16.146366 eta: 2 days, 11:55:08 batch_cost: 0.5096 data_cost: 0.0014 ips: 7.8485 images/s [04/08 19:23:56] ppdet.engine INFO: Epoch: [27] [4900/7329] learning_rate: 0.000100 loss_class: 0.517444 loss_bbox: 0.131181 loss_giou: 0.352500 loss_class_aux: 3.365277 loss_bbox_aux: 0.834418 loss_giou_aux: 2.243676 loss_class_dn: 0.296602 loss_bbox_dn: 0.150414 loss_giou_dn: 0.351713 loss_class_aux_dn: 1.602296 loss_bbox_aux_dn: 0.891468 loss_giou_aux_dn: 1.961390 loss: 12.752792 eta: 2 days, 11:54:22 batch_cost: 0.5500 data_cost: 0.0016 ips: 7.2721 images/s [04/08 19:24:56] ppdet.engine INFO: Epoch: [27] [5000/7329] learning_rate: 0.000100 loss_class: 0.612501 loss_bbox: 0.151914 loss_giou: 0.474756 loss_class_aux: 3.942713 loss_bbox_aux: 1.006776 loss_giou_aux: 2.902975 loss_class_dn: 0.366285 loss_bbox_dn: 0.170023 loss_giou_dn: 0.427694 loss_class_aux_dn: 1.930517 loss_bbox_aux_dn: 1.015615 loss_giou_aux_dn: 2.369460 loss: 16.757298 eta: 2 days, 11:53:30 batch_cost: 0.5247 data_cost: 0.0017 ips: 7.6241 images/s [04/08 19:25:59] ppdet.engine INFO: Epoch: [27] [5100/7329] learning_rate: 0.000100 loss_class: 0.559419 loss_bbox: 0.122723 loss_giou: 0.364459 loss_class_aux: 3.427307 loss_bbox_aux: 0.850229 loss_giou_aux: 2.451624 loss_class_dn: 0.329423 loss_bbox_dn: 0.140008 loss_giou_dn: 0.399115 loss_class_aux_dn: 1.743511 loss_bbox_aux_dn: 0.817617 loss_giou_aux_dn: 2.190014 loss: 13.566317 eta: 2 days, 11:52:47 batch_cost: 0.5709 data_cost: 0.0013 ips: 7.0069 images/s [04/08 19:27:10] ppdet.engine INFO: Epoch: [27] [5200/7329] learning_rate: 0.000100 loss_class: 0.577874 loss_bbox: 0.131153 loss_giou: 0.419586 loss_class_aux: 3.658909 loss_bbox_aux: 0.863072 loss_giou_aux: 2.754907 loss_class_dn: 0.342175 loss_bbox_dn: 0.146172 loss_giou_dn: 0.437510 loss_class_aux_dn: 1.833405 loss_bbox_aux_dn: 0.879557 loss_giou_aux_dn: 2.418687 loss: 15.481036 eta: 2 days, 11:52:21 batch_cost: 0.6488 data_cost: 0.0013 ips: 6.1656 images/s [04/08 19:28:06] ppdet.engine INFO: Epoch: [27] [5300/7329] learning_rate: 0.000100 loss_class: 0.622800 loss_bbox: 0.148772 loss_giou: 0.453942 loss_class_aux: 3.997021 loss_bbox_aux: 1.009907 loss_giou_aux: 2.875534 loss_class_dn: 0.339530 loss_bbox_dn: 0.171685 loss_giou_dn: 0.446589 loss_class_aux_dn: 1.776947 loss_bbox_aux_dn: 1.010949 loss_giou_aux_dn: 2.417500 loss: 15.470169 eta: 2 days, 11:51:25 batch_cost: 0.5030 data_cost: 0.0014 ips: 7.9528 images/s [04/08 19:29:01] ppdet.engine INFO: Epoch: [27] [5400/7329] learning_rate: 0.000100 loss_class: 0.553295 loss_bbox: 0.136455 loss_giou: 0.351011 loss_class_aux: 3.489742 loss_bbox_aux: 0.907459 loss_giou_aux: 2.275671 loss_class_dn: 0.312449 loss_bbox_dn: 0.162418 loss_giou_dn: 0.371301 loss_class_aux_dn: 1.743891 loss_bbox_aux_dn: 0.917922 loss_giou_aux_dn: 2.069048 loss: 14.645782 eta: 2 days, 11:50:25 batch_cost: 0.4854 data_cost: 0.0014 ips: 8.2408 images/s [04/08 19:29:55] ppdet.engine INFO: Epoch: [27] [5500/7329] learning_rate: 0.000100 loss_class: 0.601065 loss_bbox: 0.152675 loss_giou: 0.349406 loss_class_aux: 3.888024 loss_bbox_aux: 0.977009 loss_giou_aux: 2.220122 loss_class_dn: 0.322799 loss_bbox_dn: 0.169576 loss_giou_dn: 0.329198 loss_class_aux_dn: 1.734906 loss_bbox_aux_dn: 0.979130 loss_giou_aux_dn: 1.848977 loss: 14.025530 eta: 2 days, 11:49:25 batch_cost: 0.4833 data_cost: 0.0013 ips: 8.2760 images/s [04/08 19:30:51] ppdet.engine INFO: Epoch: [27] [5600/7329] learning_rate: 0.000100 loss_class: 0.551985 loss_bbox: 0.125819 loss_giou: 0.354307 loss_class_aux: 3.468934 loss_bbox_aux: 0.833487 loss_giou_aux: 2.218465 loss_class_dn: 0.308626 loss_bbox_dn: 0.150051 loss_giou_dn: 0.342104 loss_class_aux_dn: 1.644919 loss_bbox_aux_dn: 0.858212 loss_giou_aux_dn: 1.915857 loss: 13.600143 eta: 2 days, 11:48:27 batch_cost: 0.4943 data_cost: 0.0013 ips: 8.0928 images/s [04/08 19:31:50] ppdet.engine INFO: Epoch: [27] [5700/7329] learning_rate: 0.000100 loss_class: 0.528713 loss_bbox: 0.131879 loss_giou: 0.347799 loss_class_aux: 3.299736 loss_bbox_aux: 0.825093 loss_giou_aux: 2.202853 loss_class_dn: 0.288116 loss_bbox_dn: 0.141550 loss_giou_dn: 0.342335 loss_class_aux_dn: 1.553663 loss_bbox_aux_dn: 0.849830 loss_giou_aux_dn: 1.907917 loss: 12.114052 eta: 2 days, 11:47:36 batch_cost: 0.5296 data_cost: 0.0014 ips: 7.5527 images/s [04/08 19:32:49] ppdet.engine INFO: Epoch: [27] [5800/7329] learning_rate: 0.000100 loss_class: 0.670286 loss_bbox: 0.150632 loss_giou: 0.381762 loss_class_aux: 4.177814 loss_bbox_aux: 1.040392 loss_giou_aux: 2.514270 loss_class_dn: 0.351530 loss_bbox_dn: 0.181491 loss_giou_dn: 0.426298 loss_class_aux_dn: 1.885924 loss_bbox_aux_dn: 1.076007 loss_giou_aux_dn: 2.365964 loss: 15.992960 eta: 2 days, 11:46:45 batch_cost: 0.5277 data_cost: 0.0014 ips: 7.5796 images/s [04/08 19:33:48] ppdet.engine INFO: Epoch: [27] [5900/7329] learning_rate: 0.000100 loss_class: 0.570973 loss_bbox: 0.153463 loss_giou: 0.457097 loss_class_aux: 3.731038 loss_bbox_aux: 0.954085 loss_giou_aux: 2.993737 loss_class_dn: 0.354356 loss_bbox_dn: 0.166454 loss_giou_dn: 0.431142 loss_class_aux_dn: 1.914151 loss_bbox_aux_dn: 0.987364 loss_giou_aux_dn: 2.403127 loss: 15.227424 eta: 2 days, 11:45:54 batch_cost: 0.5275 data_cost: 0.0013 ips: 7.5823 images/s [04/08 19:34:49] ppdet.engine INFO: Epoch: [27] [6000/7329] learning_rate: 0.000100 loss_class: 0.570846 loss_bbox: 0.149137 loss_giou: 0.432560 loss_class_aux: 3.701251 loss_bbox_aux: 0.979025 loss_giou_aux: 2.687695 loss_class_dn: 0.332647 loss_bbox_dn: 0.169050 loss_giou_dn: 0.412172 loss_class_aux_dn: 1.756042 loss_bbox_aux_dn: 0.973127 loss_giou_aux_dn: 2.265891 loss: 14.344650 eta: 2 days, 11:45:05 batch_cost: 0.5420 data_cost: 0.0015 ips: 7.3805 images/s [04/08 19:35:53] ppdet.engine INFO: Epoch: [27] [6100/7329] learning_rate: 0.000100 loss_class: 0.622258 loss_bbox: 0.132949 loss_giou: 0.407732 loss_class_aux: 3.921247 loss_bbox_aux: 0.902441 loss_giou_aux: 2.708139 loss_class_dn: 0.353776 loss_bbox_dn: 0.162309 loss_giou_dn: 0.416516 loss_class_aux_dn: 1.881786 loss_bbox_aux_dn: 0.943380 loss_giou_aux_dn: 2.262648 loss: 15.329575 eta: 2 days, 11:44:22 batch_cost: 0.5668 data_cost: 0.0017 ips: 7.0568 images/s [04/08 19:36:53] ppdet.engine INFO: Epoch: [27] [6200/7329] learning_rate: 0.000100 loss_class: 0.562791 loss_bbox: 0.138912 loss_giou: 0.437432 loss_class_aux: 3.589443 loss_bbox_aux: 0.907980 loss_giou_aux: 2.703508 loss_class_dn: 0.326909 loss_bbox_dn: 0.145761 loss_giou_dn: 0.417123 loss_class_aux_dn: 1.769885 loss_bbox_aux_dn: 0.835020 loss_giou_aux_dn: 2.221421 loss: 15.031643 eta: 2 days, 11:43:34 batch_cost: 0.5432 data_cost: 0.0013 ips: 7.3640 images/s [04/08 19:37:53] ppdet.engine INFO: Epoch: [27] [6300/7329] learning_rate: 0.000100 loss_class: 0.656081 loss_bbox: 0.155881 loss_giou: 0.465674 loss_class_aux: 4.174771 loss_bbox_aux: 1.013109 loss_giou_aux: 3.006772 loss_class_dn: 0.359413 loss_bbox_dn: 0.159911 loss_giou_dn: 0.452440 loss_class_aux_dn: 1.926978 loss_bbox_aux_dn: 0.965675 loss_giou_aux_dn: 2.513561 loss: 16.829689 eta: 2 days, 11:42:45 batch_cost: 0.5373 data_cost: 0.0013 ips: 7.4444 images/s [04/08 19:38:51] ppdet.engine INFO: Epoch: [27] [6400/7329] learning_rate: 0.000100 loss_class: 0.572394 loss_bbox: 0.150775 loss_giou: 0.390697 loss_class_aux: 3.728277 loss_bbox_aux: 0.989180 loss_giou_aux: 2.503670 loss_class_dn: 0.324556 loss_bbox_dn: 0.168513 loss_giou_dn: 0.371152 loss_class_aux_dn: 1.738371 loss_bbox_aux_dn: 0.995212 loss_giou_aux_dn: 2.050829 loss: 14.572196 eta: 2 days, 11:41:51 batch_cost: 0.5173 data_cost: 0.0018 ips: 7.7327 images/s [04/08 19:39:56] ppdet.engine INFO: Epoch: [27] [6500/7329] learning_rate: 0.000100 loss_class: 0.632715 loss_bbox: 0.156158 loss_giou: 0.368746 loss_class_aux: 3.819717 loss_bbox_aux: 1.030639 loss_giou_aux: 2.433519 loss_class_dn: 0.313800 loss_bbox_dn: 0.168473 loss_giou_dn: 0.410940 loss_class_aux_dn: 1.722226 loss_bbox_aux_dn: 1.036884 loss_giou_aux_dn: 2.250033 loss: 14.806309 eta: 2 days, 11:41:12 batch_cost: 0.5873 data_cost: 0.0013 ips: 6.8111 images/s [04/08 19:40:56] ppdet.engine INFO: Epoch: [27] [6600/7329] learning_rate: 0.000100 loss_class: 0.609089 loss_bbox: 0.146136 loss_giou: 0.453748 loss_class_aux: 4.029234 loss_bbox_aux: 0.923063 loss_giou_aux: 2.774219 loss_class_dn: 0.350981 loss_bbox_dn: 0.156820 loss_giou_dn: 0.422225 loss_class_aux_dn: 1.889825 loss_bbox_aux_dn: 0.925548 loss_giou_aux_dn: 2.303819 loss: 15.625663 eta: 2 days, 11:40:24 batch_cost: 0.5399 data_cost: 0.0013 ips: 7.4089 images/s [04/08 19:41:55] ppdet.engine INFO: Epoch: [27] [6700/7329] learning_rate: 0.000100 loss_class: 0.634035 loss_bbox: 0.155949 loss_giou: 0.447757 loss_class_aux: 4.000461 loss_bbox_aux: 1.018804 loss_giou_aux: 2.855264 loss_class_dn: 0.379599 loss_bbox_dn: 0.160133 loss_giou_dn: 0.454726 loss_class_aux_dn: 2.041006 loss_bbox_aux_dn: 0.931695 loss_giou_aux_dn: 2.517977 loss: 16.664173 eta: 2 days, 11:39:31 batch_cost: 0.5226 data_cost: 0.0013 ips: 7.6534 images/s [04/08 19:42:52] ppdet.engine INFO: Epoch: [27] [6800/7329] learning_rate: 0.000100 loss_class: 0.570663 loss_bbox: 0.137231 loss_giou: 0.378470 loss_class_aux: 3.478799 loss_bbox_aux: 0.857490 loss_giou_aux: 2.377478 loss_class_dn: 0.320539 loss_bbox_dn: 0.155842 loss_giou_dn: 0.375401 loss_class_aux_dn: 1.733449 loss_bbox_aux_dn: 0.908134 loss_giou_aux_dn: 2.077846 loss: 14.002457 eta: 2 days, 11:38:36 batch_cost: 0.5057 data_cost: 0.0016 ips: 7.9101 images/s [04/08 19:43:48] ppdet.engine INFO: Epoch: [27] [6900/7329] learning_rate: 0.000100 loss_class: 0.613595 loss_bbox: 0.147623 loss_giou: 0.387989 loss_class_aux: 3.854261 loss_bbox_aux: 0.975470 loss_giou_aux: 2.437659 loss_class_dn: 0.329473 loss_bbox_dn: 0.169206 loss_giou_dn: 0.385704 loss_class_aux_dn: 1.777936 loss_bbox_aux_dn: 0.998127 loss_giou_aux_dn: 2.126654 loss: 14.517572 eta: 2 days, 11:37:39 batch_cost: 0.4980 data_cost: 0.0014 ips: 8.0320 images/s [04/08 19:44:48] ppdet.engine INFO: Epoch: [27] [7000/7329] learning_rate: 0.000100 loss_class: 0.573371 loss_bbox: 0.136906 loss_giou: 0.392585 loss_class_aux: 3.648051 loss_bbox_aux: 0.957777 loss_giou_aux: 2.487820 loss_class_dn: 0.290809 loss_bbox_dn: 0.168178 loss_giou_dn: 0.367832 loss_class_aux_dn: 1.580877 loss_bbox_aux_dn: 1.017388 loss_giou_aux_dn: 1.972532 loss: 13.248680 eta: 2 days, 11:36:48 batch_cost: 0.5322 data_cost: 0.0013 ips: 7.5158 images/s [04/08 19:45:46] ppdet.engine INFO: Epoch: [27] [7100/7329] learning_rate: 0.000100 loss_class: 0.638183 loss_bbox: 0.147275 loss_giou: 0.371464 loss_class_aux: 3.959590 loss_bbox_aux: 1.032129 loss_giou_aux: 2.430622 loss_class_dn: 0.332649 loss_bbox_dn: 0.168669 loss_giou_dn: 0.391639 loss_class_aux_dn: 1.802439 loss_bbox_aux_dn: 0.977488 loss_giou_aux_dn: 2.149342 loss: 14.751785 eta: 2 days, 11:35:56 batch_cost: 0.5233 data_cost: 0.0014 ips: 7.6433 images/s [04/08 19:46:45] ppdet.engine INFO: Epoch: [27] [7200/7329] learning_rate: 0.000100 loss_class: 0.639215 loss_bbox: 0.148337 loss_giou: 0.374631 loss_class_aux: 3.867708 loss_bbox_aux: 0.958747 loss_giou_aux: 2.403154 loss_class_dn: 0.346092 loss_bbox_dn: 0.154383 loss_giou_dn: 0.394875 loss_class_aux_dn: 1.817390 loss_bbox_aux_dn: 0.907760 loss_giou_aux_dn: 2.148078 loss: 14.840109 eta: 2 days, 11:35:06 batch_cost: 0.5321 data_cost: 0.0013 ips: 7.5168 images/s [04/08 19:47:47] ppdet.engine INFO: Epoch: [27] [7300/7329] learning_rate: 0.000100 loss_class: 0.620715 loss_bbox: 0.140577 loss_giou: 0.470491 loss_class_aux: 3.964633 loss_bbox_aux: 0.935537 loss_giou_aux: 2.894804 loss_class_dn: 0.349219 loss_bbox_dn: 0.148990 loss_giou_dn: 0.437806 loss_class_aux_dn: 1.822674 loss_bbox_aux_dn: 0.884516 loss_giou_aux_dn: 2.428848 loss: 14.907242 eta: 2 days, 11:34:19 batch_cost: 0.5498 data_cost: 0.0014 ips: 7.2758 images/s [04/08 19:48:10] ppdet.engine INFO: Eval iter: 0 [04/08 19:48:37] ppdet.engine INFO: Eval iter: 100 [04/08 19:49:04] ppdet.engine INFO: Eval iter: 200 [04/08 19:49:30] ppdet.engine INFO: Eval iter: 300 [04/08 19:49:56] ppdet.engine INFO: Eval iter: 400 [04/08 19:50:24] ppdet.engine INFO: Eval iter: 500 [04/08 19:50:52] ppdet.engine INFO: Eval iter: 600 [04/08 19:51:22] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.55s) creating index... index created! [04/08 19:51:23] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.57s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.39s). Accumulating evaluation results... DONE (t=28.25s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.514 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.695 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.554 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.319 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.698 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.643 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.529 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.754 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/08 19:54:10] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.591394376088864 [04/08 19:54:10] ppdet.engine INFO: Best test bbox ap is 0.514. [04/08 19:54:13] ppdet.engine INFO: Epoch: [28] [ 0/7329] learning_rate: 0.000100 loss_class: 0.620715 loss_bbox: 0.141077 loss_giou: 0.472724 loss_class_aux: 4.026189 loss_bbox_aux: 0.943644 loss_giou_aux: 2.944830 loss_class_dn: 0.349456 loss_bbox_dn: 0.150647 loss_giou_dn: 0.451952 loss_class_aux_dn: 1.835727 loss_bbox_aux_dn: 0.911977 loss_giou_aux_dn: 2.449352 loss: 14.844227 eta: 2 days, 11:34:07 batch_cost: 0.5385 data_cost: 0.0014 ips: 7.4282 images/s [04/08 19:55:17] ppdet.engine INFO: Epoch: [28] [ 100/7329] learning_rate: 0.000100 loss_class: 0.600658 loss_bbox: 0.152961 loss_giou: 0.410123 loss_class_aux: 3.911015 loss_bbox_aux: 0.971934 loss_giou_aux: 2.508635 loss_class_dn: 0.335375 loss_bbox_dn: 0.162208 loss_giou_dn: 0.386500 loss_class_aux_dn: 1.813062 loss_bbox_aux_dn: 1.019208 loss_giou_aux_dn: 2.104002 loss: 14.838308 eta: 2 days, 11:33:26 batch_cost: 0.5799 data_cost: 0.0016 ips: 6.8972 images/s [04/08 19:56:13] ppdet.engine INFO: Epoch: [28] [ 200/7329] learning_rate: 0.000100 loss_class: 0.641895 loss_bbox: 0.163046 loss_giou: 0.479257 loss_class_aux: 4.208710 loss_bbox_aux: 1.004876 loss_giou_aux: 3.088375 loss_class_dn: 0.401377 loss_bbox_dn: 0.161248 loss_giou_dn: 0.474458 loss_class_aux_dn: 2.158786 loss_bbox_aux_dn: 0.943553 loss_giou_aux_dn: 2.620574 loss: 17.433369 eta: 2 days, 11:32:29 batch_cost: 0.4973 data_cost: 0.0014 ips: 8.0427 images/s [04/08 19:57:08] ppdet.engine INFO: Epoch: [28] [ 300/7329] learning_rate: 0.000100 loss_class: 0.565864 loss_bbox: 0.138654 loss_giou: 0.403904 loss_class_aux: 3.552187 loss_bbox_aux: 0.965476 loss_giou_aux: 2.501440 loss_class_dn: 0.358656 loss_bbox_dn: 0.161622 loss_giou_dn: 0.369705 loss_class_aux_dn: 1.885764 loss_bbox_aux_dn: 0.937016 loss_giou_aux_dn: 2.130119 loss: 14.722982 eta: 2 days, 11:31:30 batch_cost: 0.4895 data_cost: 0.0013 ips: 8.1720 images/s [04/08 19:58:05] ppdet.engine INFO: Epoch: [28] [ 400/7329] learning_rate: 0.000100 loss_class: 0.606904 loss_bbox: 0.152600 loss_giou: 0.381112 loss_class_aux: 3.891728 loss_bbox_aux: 0.955100 loss_giou_aux: 2.457497 loss_class_dn: 0.317460 loss_bbox_dn: 0.153080 loss_giou_dn: 0.391939 loss_class_aux_dn: 1.781915 loss_bbox_aux_dn: 0.910443 loss_giou_aux_dn: 2.172516 loss: 15.213013 eta: 2 days, 11:30:33 batch_cost: 0.5020 data_cost: 0.0013 ips: 7.9678 images/s [04/08 19:59:02] ppdet.engine INFO: Epoch: [28] [ 500/7329] learning_rate: 0.000100 loss_class: 0.667312 loss_bbox: 0.161660 loss_giou: 0.378800 loss_class_aux: 4.279954 loss_bbox_aux: 1.060690 loss_giou_aux: 2.443719 loss_class_dn: 0.356817 loss_bbox_dn: 0.183709 loss_giou_dn: 0.406143 loss_class_aux_dn: 1.924954 loss_bbox_aux_dn: 1.109832 loss_giou_aux_dn: 2.242429 loss: 16.156939 eta: 2 days, 11:29:38 batch_cost: 0.5067 data_cost: 0.0015 ips: 7.8946 images/s [04/08 20:00:00] ppdet.engine INFO: Epoch: [28] [ 600/7329] learning_rate: 0.000100 loss_class: 0.671550 loss_bbox: 0.146130 loss_giou: 0.410678 loss_class_aux: 4.139338 loss_bbox_aux: 0.961255 loss_giou_aux: 2.625507 loss_class_dn: 0.359821 loss_bbox_dn: 0.162652 loss_giou_dn: 0.414998 loss_class_aux_dn: 1.910223 loss_bbox_aux_dn: 0.952961 loss_giou_aux_dn: 2.355138 loss: 15.743593 eta: 2 days, 11:28:46 batch_cost: 0.5232 data_cost: 0.0014 ips: 7.6446 images/s [04/08 20:00:55] ppdet.engine INFO: Epoch: [28] [ 700/7329] learning_rate: 0.000100 loss_class: 0.536987 loss_bbox: 0.115891 loss_giou: 0.359319 loss_class_aux: 3.433322 loss_bbox_aux: 0.800341 loss_giou_aux: 2.344221 loss_class_dn: 0.305241 loss_bbox_dn: 0.138101 loss_giou_dn: 0.361788 loss_class_aux_dn: 1.664071 loss_bbox_aux_dn: 0.858186 loss_giou_aux_dn: 2.037783 loss: 13.734232 eta: 2 days, 11:27:46 batch_cost: 0.4826 data_cost: 0.0013 ips: 8.2890 images/s [04/08 20:01:51] ppdet.engine INFO: Epoch: [28] [ 800/7329] learning_rate: 0.000100 loss_class: 0.598501 loss_bbox: 0.144892 loss_giou: 0.419002 loss_class_aux: 3.890291 loss_bbox_aux: 0.934649 loss_giou_aux: 2.546348 loss_class_dn: 0.333423 loss_bbox_dn: 0.172169 loss_giou_dn: 0.381868 loss_class_aux_dn: 1.773018 loss_bbox_aux_dn: 1.035259 loss_giou_aux_dn: 2.149947 loss: 15.379148 eta: 2 days, 11:26:50 batch_cost: 0.5034 data_cost: 0.0013 ips: 7.9464 images/s [04/08 20:02:48] ppdet.engine INFO: Epoch: [28] [ 900/7329] learning_rate: 0.000100 loss_class: 0.575139 loss_bbox: 0.142117 loss_giou: 0.389778 loss_class_aux: 3.733167 loss_bbox_aux: 1.030204 loss_giou_aux: 2.392142 loss_class_dn: 0.329832 loss_bbox_dn: 0.166726 loss_giou_dn: 0.373818 loss_class_aux_dn: 1.743362 loss_bbox_aux_dn: 1.006343 loss_giou_aux_dn: 2.073911 loss: 14.040485 eta: 2 days, 11:25:54 batch_cost: 0.5064 data_cost: 0.0013 ips: 7.8996 images/s [04/08 20:03:47] ppdet.engine INFO: Epoch: [28] [1000/7329] learning_rate: 0.000100 loss_class: 0.579669 loss_bbox: 0.160232 loss_giou: 0.388315 loss_class_aux: 3.745492 loss_bbox_aux: 1.004353 loss_giou_aux: 2.408927 loss_class_dn: 0.319660 loss_bbox_dn: 0.166701 loss_giou_dn: 0.377627 loss_class_aux_dn: 1.737103 loss_bbox_aux_dn: 0.986414 loss_giou_aux_dn: 2.066992 loss: 13.987694 eta: 2 days, 11:25:03 batch_cost: 0.5250 data_cost: 0.0014 ips: 7.6189 images/s [04/08 20:04:48] ppdet.engine INFO: Epoch: [28] [1100/7329] learning_rate: 0.000100 loss_class: 0.582126 loss_bbox: 0.147379 loss_giou: 0.426221 loss_class_aux: 3.833369 loss_bbox_aux: 0.957301 loss_giou_aux: 2.571937 loss_class_dn: 0.343823 loss_bbox_dn: 0.155795 loss_giou_dn: 0.395541 loss_class_aux_dn: 1.882724 loss_bbox_aux_dn: 0.936189 loss_giou_aux_dn: 2.141825 loss: 15.489730 eta: 2 days, 11:24:16 batch_cost: 0.5520 data_cost: 0.0013 ips: 7.2465 images/s [04/08 20:05:49] ppdet.engine INFO: Epoch: [28] [1200/7329] learning_rate: 0.000100 loss_class: 0.641304 loss_bbox: 0.156118 loss_giou: 0.457185 loss_class_aux: 4.142279 loss_bbox_aux: 0.965378 loss_giou_aux: 2.908780 loss_class_dn: 0.366556 loss_bbox_dn: 0.159926 loss_giou_dn: 0.458168 loss_class_aux_dn: 1.974012 loss_bbox_aux_dn: 0.937057 loss_giou_aux_dn: 2.481980 loss: 15.674183 eta: 2 days, 11:23:29 batch_cost: 0.5474 data_cost: 0.0013 ips: 7.3070 images/s [04/08 20:06:49] ppdet.engine INFO: Epoch: [28] [1300/7329] learning_rate: 0.000100 loss_class: 0.592162 loss_bbox: 0.141722 loss_giou: 0.411170 loss_class_aux: 3.764453 loss_bbox_aux: 0.940312 loss_giou_aux: 2.553090 loss_class_dn: 0.345989 loss_bbox_dn: 0.164224 loss_giou_dn: 0.397623 loss_class_aux_dn: 1.849670 loss_bbox_aux_dn: 0.945524 loss_giou_aux_dn: 2.204973 loss: 14.172051 eta: 2 days, 11:22:39 batch_cost: 0.5371 data_cost: 0.0014 ips: 7.4475 images/s [04/08 20:07:48] ppdet.engine INFO: Epoch: [28] [1400/7329] learning_rate: 0.000100 loss_class: 0.548481 loss_bbox: 0.135475 loss_giou: 0.402723 loss_class_aux: 3.464506 loss_bbox_aux: 0.889050 loss_giou_aux: 2.505426 loss_class_dn: 0.320377 loss_bbox_dn: 0.144701 loss_giou_dn: 0.351263 loss_class_aux_dn: 1.708756 loss_bbox_aux_dn: 0.826316 loss_giou_aux_dn: 1.970578 loss: 13.296993 eta: 2 days, 11:21:48 batch_cost: 0.5286 data_cost: 0.0015 ips: 7.5678 images/s [04/08 20:08:50] ppdet.engine INFO: Epoch: [28] [1500/7329] learning_rate: 0.000100 loss_class: 0.607256 loss_bbox: 0.127749 loss_giou: 0.358035 loss_class_aux: 3.758435 loss_bbox_aux: 0.866484 loss_giou_aux: 2.333958 loss_class_dn: 0.313758 loss_bbox_dn: 0.153038 loss_giou_dn: 0.337242 loss_class_aux_dn: 1.665258 loss_bbox_aux_dn: 0.882636 loss_giou_aux_dn: 1.896236 loss: 13.730240 eta: 2 days, 11:21:01 batch_cost: 0.5459 data_cost: 0.0015 ips: 7.3275 images/s [04/08 20:09:50] ppdet.engine INFO: Epoch: [28] [1600/7329] learning_rate: 0.000100 loss_class: 0.604884 loss_bbox: 0.139201 loss_giou: 0.466805 loss_class_aux: 3.878965 loss_bbox_aux: 0.885230 loss_giou_aux: 3.046392 loss_class_dn: 0.374663 loss_bbox_dn: 0.160773 loss_giou_dn: 0.450070 loss_class_aux_dn: 1.963527 loss_bbox_aux_dn: 0.960751 loss_giou_aux_dn: 2.498297 loss: 15.898231 eta: 2 days, 11:20:13 batch_cost: 0.5424 data_cost: 0.0016 ips: 7.3744 images/s [04/08 20:10:48] ppdet.engine INFO: Epoch: [28] [1700/7329] learning_rate: 0.000100 loss_class: 0.612495 loss_bbox: 0.151269 loss_giou: 0.394738 loss_class_aux: 3.933005 loss_bbox_aux: 0.995129 loss_giou_aux: 2.474478 loss_class_dn: 0.358125 loss_bbox_dn: 0.179311 loss_giou_dn: 0.381396 loss_class_aux_dn: 1.896039 loss_bbox_aux_dn: 1.012556 loss_giou_aux_dn: 2.164508 loss: 15.288180 eta: 2 days, 11:19:19 batch_cost: 0.5172 data_cost: 0.0014 ips: 7.7346 images/s [04/08 20:11:46] ppdet.engine INFO: Epoch: [28] [1800/7329] learning_rate: 0.000100 loss_class: 0.626836 loss_bbox: 0.147651 loss_giou: 0.409025 loss_class_aux: 4.010264 loss_bbox_aux: 0.955382 loss_giou_aux: 2.554150 loss_class_dn: 0.347829 loss_bbox_dn: 0.162080 loss_giou_dn: 0.399391 loss_class_aux_dn: 1.902882 loss_bbox_aux_dn: 0.927314 loss_giou_aux_dn: 2.204600 loss: 15.316504 eta: 2 days, 11:18:26 batch_cost: 0.5166 data_cost: 0.0014 ips: 7.7435 images/s [04/08 20:12:45] ppdet.engine INFO: Epoch: [28] [1900/7329] learning_rate: 0.000100 loss_class: 0.654373 loss_bbox: 0.165946 loss_giou: 0.413322 loss_class_aux: 4.214210 loss_bbox_aux: 1.028464 loss_giou_aux: 2.658341 loss_class_dn: 0.352730 loss_bbox_dn: 0.177654 loss_giou_dn: 0.406995 loss_class_aux_dn: 1.912278 loss_bbox_aux_dn: 0.999896 loss_giou_aux_dn: 2.273816 loss: 15.459925 eta: 2 days, 11:17:34 batch_cost: 0.5254 data_cost: 0.0014 ips: 7.6128 images/s [04/08 20:13:41] ppdet.engine INFO: Epoch: [28] [2000/7329] learning_rate: 0.000100 loss_class: 0.564941 loss_bbox: 0.150581 loss_giou: 0.388311 loss_class_aux: 3.573164 loss_bbox_aux: 0.978219 loss_giou_aux: 2.469684 loss_class_dn: 0.322203 loss_bbox_dn: 0.150104 loss_giou_dn: 0.366512 loss_class_aux_dn: 1.738542 loss_bbox_aux_dn: 0.883261 loss_giou_aux_dn: 2.042084 loss: 14.308604 eta: 2 days, 11:16:36 batch_cost: 0.4934 data_cost: 0.0013 ips: 8.1070 images/s [04/08 20:14:41] ppdet.engine INFO: Epoch: [28] [2100/7329] learning_rate: 0.000100 loss_class: 0.566940 loss_bbox: 0.137997 loss_giou: 0.385737 loss_class_aux: 3.510042 loss_bbox_aux: 0.894882 loss_giou_aux: 2.337068 loss_class_dn: 0.305534 loss_bbox_dn: 0.159327 loss_giou_dn: 0.370358 loss_class_aux_dn: 1.623399 loss_bbox_aux_dn: 0.934357 loss_giou_aux_dn: 2.053687 loss: 14.293760 eta: 2 days, 11:15:48 batch_cost: 0.5441 data_cost: 0.0012 ips: 7.3511 images/s [04/08 20:15:42] ppdet.engine INFO: Epoch: [28] [2200/7329] learning_rate: 0.000100 loss_class: 0.598340 loss_bbox: 0.145154 loss_giou: 0.421170 loss_class_aux: 3.674900 loss_bbox_aux: 0.952543 loss_giou_aux: 2.888887 loss_class_dn: 0.344328 loss_bbox_dn: 0.155107 loss_giou_dn: 0.441601 loss_class_aux_dn: 1.830058 loss_bbox_aux_dn: 0.871135 loss_giou_aux_dn: 2.431118 loss: 15.241489 eta: 2 days, 11:15:00 batch_cost: 0.5449 data_cost: 0.0013 ips: 7.3413 images/s [04/08 20:16:37] ppdet.engine INFO: Epoch: [28] [2300/7329] learning_rate: 0.000100 loss_class: 0.588219 loss_bbox: 0.169370 loss_giou: 0.359165 loss_class_aux: 3.666723 loss_bbox_aux: 1.151125 loss_giou_aux: 2.367948 loss_class_dn: 0.335915 loss_bbox_dn: 0.197997 loss_giou_dn: 0.377247 loss_class_aux_dn: 1.771237 loss_bbox_aux_dn: 1.234292 loss_giou_aux_dn: 2.060347 loss: 15.089634 eta: 2 days, 11:14:02 batch_cost: 0.4925 data_cost: 0.0014 ips: 8.1217 images/s [04/08 20:17:42] ppdet.engine INFO: Epoch: [28] [2400/7329] learning_rate: 0.000100 loss_class: 0.665150 loss_bbox: 0.164601 loss_giou: 0.438466 loss_class_aux: 4.143513 loss_bbox_aux: 1.064046 loss_giou_aux: 2.812029 loss_class_dn: 0.368624 loss_bbox_dn: 0.183922 loss_giou_dn: 0.449362 loss_class_aux_dn: 1.978186 loss_bbox_aux_dn: 1.040493 loss_giou_aux_dn: 2.437888 loss: 16.658844 eta: 2 days, 11:13:23 batch_cost: 0.5881 data_cost: 0.0014 ips: 6.8010 images/s [04/08 20:18:48] ppdet.engine INFO: Epoch: [28] [2500/7329] learning_rate: 0.000100 loss_class: 0.592519 loss_bbox: 0.147328 loss_giou: 0.373615 loss_class_aux: 3.748252 loss_bbox_aux: 0.955524 loss_giou_aux: 2.397299 loss_class_dn: 0.338399 loss_bbox_dn: 0.156523 loss_giou_dn: 0.353058 loss_class_aux_dn: 1.827828 loss_bbox_aux_dn: 0.938051 loss_giou_aux_dn: 1.978455 loss: 14.670542 eta: 2 days, 11:12:42 batch_cost: 0.5790 data_cost: 0.0017 ips: 6.9088 images/s [04/08 20:19:48] ppdet.engine INFO: Epoch: [28] [2600/7329] learning_rate: 0.000100 loss_class: 0.598826 loss_bbox: 0.156000 loss_giou: 0.359813 loss_class_aux: 3.856171 loss_bbox_aux: 1.048707 loss_giou_aux: 2.393909 loss_class_dn: 0.330956 loss_bbox_dn: 0.178277 loss_giou_dn: 0.382392 loss_class_aux_dn: 1.804735 loss_bbox_aux_dn: 1.043277 loss_giou_aux_dn: 2.100903 loss: 15.189781 eta: 2 days, 11:11:52 batch_cost: 0.5360 data_cost: 0.0013 ips: 7.4624 images/s [04/08 20:20:49] ppdet.engine INFO: Epoch: [28] [2700/7329] learning_rate: 0.000100 loss_class: 0.562957 loss_bbox: 0.131671 loss_giou: 0.373456 loss_class_aux: 3.559015 loss_bbox_aux: 0.897713 loss_giou_aux: 2.393652 loss_class_dn: 0.345612 loss_bbox_dn: 0.146867 loss_giou_dn: 0.383239 loss_class_aux_dn: 1.837873 loss_bbox_aux_dn: 0.839000 loss_giou_aux_dn: 2.187783 loss: 14.536804 eta: 2 days, 11:11:04 batch_cost: 0.5442 data_cost: 0.0013 ips: 7.3508 images/s [04/08 20:21:54] ppdet.engine INFO: Epoch: [28] [2800/7329] learning_rate: 0.000100 loss_class: 0.575733 loss_bbox: 0.132934 loss_giou: 0.347187 loss_class_aux: 3.700387 loss_bbox_aux: 0.893771 loss_giou_aux: 2.197429 loss_class_dn: 0.305010 loss_bbox_dn: 0.150493 loss_giou_dn: 0.347373 loss_class_aux_dn: 1.692389 loss_bbox_aux_dn: 0.865031 loss_giou_aux_dn: 1.948962 loss: 13.807417 eta: 2 days, 11:10:22 batch_cost: 0.5757 data_cost: 0.0015 ips: 6.9483 images/s [04/08 20:22:52] ppdet.engine INFO: Epoch: [28] [2900/7329] learning_rate: 0.000100 loss_class: 0.615347 loss_bbox: 0.144380 loss_giou: 0.414931 loss_class_aux: 3.834178 loss_bbox_aux: 0.977277 loss_giou_aux: 2.677731 loss_class_dn: 0.348129 loss_bbox_dn: 0.160825 loss_giou_dn: 0.412004 loss_class_aux_dn: 1.894301 loss_bbox_aux_dn: 0.944016 loss_giou_aux_dn: 2.275544 loss: 15.952564 eta: 2 days, 11:09:28 batch_cost: 0.5145 data_cost: 0.0016 ips: 7.7750 images/s [04/08 20:23:53] ppdet.engine INFO: Epoch: [28] [3000/7329] learning_rate: 0.000100 loss_class: 0.623640 loss_bbox: 0.148815 loss_giou: 0.437034 loss_class_aux: 4.033880 loss_bbox_aux: 0.975436 loss_giou_aux: 2.715210 loss_class_dn: 0.363165 loss_bbox_dn: 0.161711 loss_giou_dn: 0.417258 loss_class_aux_dn: 1.946089 loss_bbox_aux_dn: 0.973424 loss_giou_aux_dn: 2.306846 loss: 15.880698 eta: 2 days, 11:08:38 batch_cost: 0.5342 data_cost: 0.0018 ips: 7.4883 images/s [04/08 20:24:47] ppdet.engine INFO: Epoch: [28] [3100/7329] learning_rate: 0.000100 loss_class: 0.574602 loss_bbox: 0.142984 loss_giou: 0.386166 loss_class_aux: 3.767671 loss_bbox_aux: 0.932849 loss_giou_aux: 2.420791 loss_class_dn: 0.356514 loss_bbox_dn: 0.149827 loss_giou_dn: 0.387723 loss_class_aux_dn: 1.904598 loss_bbox_aux_dn: 0.942901 loss_giou_aux_dn: 2.182928 loss: 14.949346 eta: 2 days, 11:07:37 batch_cost: 0.4782 data_cost: 0.0013 ips: 8.3644 images/s [04/08 20:25:43] ppdet.engine INFO: Epoch: [28] [3200/7329] learning_rate: 0.000100 loss_class: 0.593334 loss_bbox: 0.146752 loss_giou: 0.385202 loss_class_aux: 3.777286 loss_bbox_aux: 0.930968 loss_giou_aux: 2.445052 loss_class_dn: 0.339654 loss_bbox_dn: 0.161596 loss_giou_dn: 0.384834 loss_class_aux_dn: 1.837275 loss_bbox_aux_dn: 0.947037 loss_giou_aux_dn: 2.129833 loss: 14.627657 eta: 2 days, 11:06:42 batch_cost: 0.5043 data_cost: 0.0013 ips: 7.9314 images/s [04/08 20:26:43] ppdet.engine INFO: Epoch: [28] [3300/7329] learning_rate: 0.000100 loss_class: 0.581781 loss_bbox: 0.152574 loss_giou: 0.402485 loss_class_aux: 3.837108 loss_bbox_aux: 0.997360 loss_giou_aux: 2.534839 loss_class_dn: 0.352420 loss_bbox_dn: 0.176766 loss_giou_dn: 0.393761 loss_class_aux_dn: 1.858716 loss_bbox_aux_dn: 1.021525 loss_giou_aux_dn: 2.181717 loss: 15.473944 eta: 2 days, 11:05:52 batch_cost: 0.5348 data_cost: 0.0014 ips: 7.4801 images/s [04/08 20:27:40] ppdet.engine INFO: Epoch: [28] [3400/7329] learning_rate: 0.000100 loss_class: 0.575294 loss_bbox: 0.148143 loss_giou: 0.404548 loss_class_aux: 3.869305 loss_bbox_aux: 0.996906 loss_giou_aux: 2.585624 loss_class_dn: 0.359238 loss_bbox_dn: 0.164827 loss_giou_dn: 0.415568 loss_class_aux_dn: 1.887252 loss_bbox_aux_dn: 1.002450 loss_giou_aux_dn: 2.281967 loss: 15.866172 eta: 2 days, 11:04:56 batch_cost: 0.5045 data_cost: 0.0014 ips: 7.9288 images/s [04/08 20:28:43] ppdet.engine INFO: Epoch: [28] [3500/7329] learning_rate: 0.000100 loss_class: 0.605410 loss_bbox: 0.141087 loss_giou: 0.338025 loss_class_aux: 3.841487 loss_bbox_aux: 0.961934 loss_giou_aux: 2.149685 loss_class_dn: 0.317018 loss_bbox_dn: 0.156080 loss_giou_dn: 0.339306 loss_class_aux_dn: 1.685397 loss_bbox_aux_dn: 0.890761 loss_giou_aux_dn: 1.906190 loss: 13.731615 eta: 2 days, 11:04:11 batch_cost: 0.5581 data_cost: 0.0016 ips: 7.1675 images/s [04/08 20:29:44] ppdet.engine INFO: Epoch: [28] [3600/7329] learning_rate: 0.000100 loss_class: 0.624044 loss_bbox: 0.141711 loss_giou: 0.393516 loss_class_aux: 4.042347 loss_bbox_aux: 0.976454 loss_giou_aux: 2.484398 loss_class_dn: 0.338517 loss_bbox_dn: 0.149552 loss_giou_dn: 0.411462 loss_class_aux_dn: 1.856005 loss_bbox_aux_dn: 0.844621 loss_giou_aux_dn: 2.259161 loss: 16.074852 eta: 2 days, 11:03:24 batch_cost: 0.5522 data_cost: 0.0013 ips: 7.2442 images/s [04/08 20:30:45] ppdet.engine INFO: Epoch: [28] [3700/7329] learning_rate: 0.000100 loss_class: 0.562577 loss_bbox: 0.146728 loss_giou: 0.392268 loss_class_aux: 3.737547 loss_bbox_aux: 0.969632 loss_giou_aux: 2.410634 loss_class_dn: 0.325364 loss_bbox_dn: 0.161464 loss_giou_dn: 0.385966 loss_class_aux_dn: 1.748362 loss_bbox_aux_dn: 0.930053 loss_giou_aux_dn: 2.087761 loss: 13.940636 eta: 2 days, 11:02:36 batch_cost: 0.5454 data_cost: 0.0014 ips: 7.3343 images/s [04/08 20:31:47] ppdet.engine INFO: Epoch: [28] [3800/7329] learning_rate: 0.000100 loss_class: 0.581506 loss_bbox: 0.141142 loss_giou: 0.367900 loss_class_aux: 3.717879 loss_bbox_aux: 0.919455 loss_giou_aux: 2.439172 loss_class_dn: 0.320748 loss_bbox_dn: 0.162156 loss_giou_dn: 0.372468 loss_class_aux_dn: 1.732218 loss_bbox_aux_dn: 0.938003 loss_giou_aux_dn: 2.102302 loss: 14.694460 eta: 2 days, 11:01:51 batch_cost: 0.5600 data_cost: 0.0014 ips: 7.1423 images/s [04/08 20:32:47] ppdet.engine INFO: Epoch: [28] [3900/7329] learning_rate: 0.000100 loss_class: 0.586949 loss_bbox: 0.146297 loss_giou: 0.460404 loss_class_aux: 3.658519 loss_bbox_aux: 0.949401 loss_giou_aux: 2.848797 loss_class_dn: 0.340425 loss_bbox_dn: 0.159308 loss_giou_dn: 0.405013 loss_class_aux_dn: 1.848942 loss_bbox_aux_dn: 0.949962 loss_giou_aux_dn: 2.255618 loss: 14.868450 eta: 2 days, 11:01:01 batch_cost: 0.5318 data_cost: 0.0015 ips: 7.5214 images/s [04/08 20:33:47] ppdet.engine INFO: Epoch: [28] [4000/7329] learning_rate: 0.000100 loss_class: 0.539559 loss_bbox: 0.130547 loss_giou: 0.408565 loss_class_aux: 3.492087 loss_bbox_aux: 0.845261 loss_giou_aux: 2.532839 loss_class_dn: 0.323486 loss_bbox_dn: 0.128127 loss_giou_dn: 0.357675 loss_class_aux_dn: 1.693620 loss_bbox_aux_dn: 0.746880 loss_giou_aux_dn: 1.977392 loss: 13.244850 eta: 2 days, 11:00:11 batch_cost: 0.5377 data_cost: 0.0014 ips: 7.4389 images/s [04/08 20:34:47] ppdet.engine INFO: Epoch: [28] [4100/7329] learning_rate: 0.000100 loss_class: 0.556470 loss_bbox: 0.139723 loss_giou: 0.320268 loss_class_aux: 3.445564 loss_bbox_aux: 0.955556 loss_giou_aux: 2.046871 loss_class_dn: 0.297723 loss_bbox_dn: 0.170575 loss_giou_dn: 0.337786 loss_class_aux_dn: 1.627940 loss_bbox_aux_dn: 0.996003 loss_giou_aux_dn: 1.841689 loss: 13.370930 eta: 2 days, 10:59:21 batch_cost: 0.5334 data_cost: 0.0021 ips: 7.4997 images/s [04/08 20:35:48] ppdet.engine INFO: Epoch: [28] [4200/7329] learning_rate: 0.000100 loss_class: 0.600263 loss_bbox: 0.141853 loss_giou: 0.369453 loss_class_aux: 3.827916 loss_bbox_aux: 0.953661 loss_giou_aux: 2.422720 loss_class_dn: 0.328144 loss_bbox_dn: 0.158637 loss_giou_dn: 0.382526 loss_class_aux_dn: 1.741666 loss_bbox_aux_dn: 0.971332 loss_giou_aux_dn: 2.111353 loss: 14.712837 eta: 2 days, 10:58:33 batch_cost: 0.5433 data_cost: 0.0014 ips: 7.3625 images/s [04/08 20:36:44] ppdet.engine INFO: Epoch: [28] [4300/7329] learning_rate: 0.000100 loss_class: 0.647507 loss_bbox: 0.163192 loss_giou: 0.423319 loss_class_aux: 4.124297 loss_bbox_aux: 1.083611 loss_giou_aux: 2.672735 loss_class_dn: 0.362007 loss_bbox_dn: 0.185076 loss_giou_dn: 0.424951 loss_class_aux_dn: 1.971423 loss_bbox_aux_dn: 1.126170 loss_giou_aux_dn: 2.313324 loss: 16.928556 eta: 2 days, 10:57:36 batch_cost: 0.4973 data_cost: 0.0013 ips: 8.0427 images/s [04/08 20:37:43] ppdet.engine INFO: Epoch: [28] [4400/7329] learning_rate: 0.000100 loss_class: 0.520959 loss_bbox: 0.148168 loss_giou: 0.344233 loss_class_aux: 3.574555 loss_bbox_aux: 0.993991 loss_giou_aux: 2.207057 loss_class_dn: 0.279177 loss_bbox_dn: 0.159972 loss_giou_dn: 0.321829 loss_class_aux_dn: 1.499829 loss_bbox_aux_dn: 0.951584 loss_giou_aux_dn: 1.804080 loss: 12.956043 eta: 2 days, 10:56:45 batch_cost: 0.5296 data_cost: 0.0014 ips: 7.5533 images/s [04/08 20:38:40] ppdet.engine INFO: Epoch: [28] [4500/7329] learning_rate: 0.000100 loss_class: 0.584522 loss_bbox: 0.130816 loss_giou: 0.445720 loss_class_aux: 3.725680 loss_bbox_aux: 0.854259 loss_giou_aux: 2.910278 loss_class_dn: 0.337030 loss_bbox_dn: 0.137181 loss_giou_dn: 0.417149 loss_class_aux_dn: 1.825419 loss_bbox_aux_dn: 0.806929 loss_giou_aux_dn: 2.295466 loss: 14.827249 eta: 2 days, 10:55:49 batch_cost: 0.5059 data_cost: 0.0015 ips: 7.9073 images/s [04/08 20:39:37] ppdet.engine INFO: Epoch: [28] [4600/7329] learning_rate: 0.000100 loss_class: 0.580805 loss_bbox: 0.125049 loss_giou: 0.354984 loss_class_aux: 3.823797 loss_bbox_aux: 0.823898 loss_giou_aux: 2.257651 loss_class_dn: 0.319464 loss_bbox_dn: 0.138170 loss_giou_dn: 0.354695 loss_class_aux_dn: 1.712141 loss_bbox_aux_dn: 0.828997 loss_giou_aux_dn: 1.916013 loss: 13.716017 eta: 2 days, 10:54:54 batch_cost: 0.5076 data_cost: 0.0014 ips: 7.8800 images/s [04/08 20:40:35] ppdet.engine INFO: Epoch: [28] [4700/7329] learning_rate: 0.000100 loss_class: 0.640612 loss_bbox: 0.140760 loss_giou: 0.483958 loss_class_aux: 4.009837 loss_bbox_aux: 0.972202 loss_giou_aux: 3.078848 loss_class_dn: 0.338115 loss_bbox_dn: 0.158788 loss_giou_dn: 0.490232 loss_class_aux_dn: 1.847326 loss_bbox_aux_dn: 0.934522 loss_giou_aux_dn: 2.633514 loss: 15.442166 eta: 2 days, 10:53:59 batch_cost: 0.5075 data_cost: 0.0016 ips: 7.8820 images/s [04/08 20:41:31] ppdet.engine INFO: Epoch: [28] [4800/7329] learning_rate: 0.000100 loss_class: 0.638560 loss_bbox: 0.158518 loss_giou: 0.401070 loss_class_aux: 4.056010 loss_bbox_aux: 1.087090 loss_giou_aux: 2.578640 loss_class_dn: 0.351170 loss_bbox_dn: 0.197076 loss_giou_dn: 0.423338 loss_class_aux_dn: 1.910624 loss_bbox_aux_dn: 1.148088 loss_giou_aux_dn: 2.349095 loss: 16.437811 eta: 2 days, 10:53:02 batch_cost: 0.5002 data_cost: 0.0013 ips: 7.9962 images/s [04/08 20:42:28] ppdet.engine INFO: Epoch: [28] [4900/7329] learning_rate: 0.000100 loss_class: 0.507765 loss_bbox: 0.143052 loss_giou: 0.374146 loss_class_aux: 3.345423 loss_bbox_aux: 0.912559 loss_giou_aux: 2.446502 loss_class_dn: 0.310676 loss_bbox_dn: 0.145132 loss_giou_dn: 0.363808 loss_class_aux_dn: 1.665617 loss_bbox_aux_dn: 0.876352 loss_giou_aux_dn: 2.011204 loss: 14.003605 eta: 2 days, 10:52:07 batch_cost: 0.5063 data_cost: 0.0014 ips: 7.9010 images/s [04/08 20:43:22] ppdet.engine INFO: Epoch: [28] [5000/7329] learning_rate: 0.000100 loss_class: 0.524835 loss_bbox: 0.118629 loss_giou: 0.329365 loss_class_aux: 3.349703 loss_bbox_aux: 0.786867 loss_giou_aux: 2.157350 loss_class_dn: 0.292218 loss_bbox_dn: 0.132389 loss_giou_dn: 0.319594 loss_class_aux_dn: 1.573592 loss_bbox_aux_dn: 0.786784 loss_giou_aux_dn: 1.748163 loss: 12.357254 eta: 2 days, 10:51:07 batch_cost: 0.4817 data_cost: 0.0016 ips: 8.3046 images/s [04/08 20:44:17] ppdet.engine INFO: Epoch: [28] [5100/7329] learning_rate: 0.000100 loss_class: 0.630903 loss_bbox: 0.151917 loss_giou: 0.416213 loss_class_aux: 3.918362 loss_bbox_aux: 0.985576 loss_giou_aux: 2.631593 loss_class_dn: 0.366505 loss_bbox_dn: 0.183273 loss_giou_dn: 0.382820 loss_class_aux_dn: 1.965333 loss_bbox_aux_dn: 1.043277 loss_giou_aux_dn: 2.149030 loss: 15.678663 eta: 2 days, 10:50:07 batch_cost: 0.4855 data_cost: 0.0014 ips: 8.2386 images/s [04/08 20:45:17] ppdet.engine INFO: Epoch: [28] [5200/7329] learning_rate: 0.000100 loss_class: 0.553672 loss_bbox: 0.140738 loss_giou: 0.353408 loss_class_aux: 3.685082 loss_bbox_aux: 0.938172 loss_giou_aux: 2.297243 loss_class_dn: 0.306487 loss_bbox_dn: 0.157272 loss_giou_dn: 0.344961 loss_class_aux_dn: 1.638906 loss_bbox_aux_dn: 0.921266 loss_giou_aux_dn: 1.939452 loss: 13.385721 eta: 2 days, 10:49:16 batch_cost: 0.5287 data_cost: 0.0015 ips: 7.5653 images/s [04/08 20:46:13] ppdet.engine INFO: Epoch: [28] [5300/7329] learning_rate: 0.000100 loss_class: 0.584158 loss_bbox: 0.135810 loss_giou: 0.384656 loss_class_aux: 3.599494 loss_bbox_aux: 0.910522 loss_giou_aux: 2.377917 loss_class_dn: 0.319503 loss_bbox_dn: 0.147330 loss_giou_dn: 0.398986 loss_class_aux_dn: 1.722251 loss_bbox_aux_dn: 0.857098 loss_giou_aux_dn: 2.179669 loss: 14.927385 eta: 2 days, 10:48:20 batch_cost: 0.5034 data_cost: 0.0015 ips: 7.9465 images/s [04/08 20:47:08] ppdet.engine INFO: Epoch: [28] [5400/7329] learning_rate: 0.000100 loss_class: 0.570078 loss_bbox: 0.143601 loss_giou: 0.473775 loss_class_aux: 3.719743 loss_bbox_aux: 0.940680 loss_giou_aux: 2.799427 loss_class_dn: 0.365054 loss_bbox_dn: 0.151123 loss_giou_dn: 0.431418 loss_class_aux_dn: 1.929383 loss_bbox_aux_dn: 0.870230 loss_giou_aux_dn: 2.416454 loss: 15.850357 eta: 2 days, 10:47:21 batch_cost: 0.4864 data_cost: 0.0013 ips: 8.2241 images/s [04/08 20:48:08] ppdet.engine INFO: Epoch: [28] [5500/7329] learning_rate: 0.000100 loss_class: 0.609326 loss_bbox: 0.144128 loss_giou: 0.402922 loss_class_aux: 3.992901 loss_bbox_aux: 0.934507 loss_giou_aux: 2.593289 loss_class_dn: 0.352001 loss_bbox_dn: 0.161954 loss_giou_dn: 0.403437 loss_class_aux_dn: 1.902733 loss_bbox_aux_dn: 0.923880 loss_giou_aux_dn: 2.268198 loss: 15.764999 eta: 2 days, 10:46:32 batch_cost: 0.5399 data_cost: 0.0013 ips: 7.4087 images/s [04/08 20:49:07] ppdet.engine INFO: Epoch: [28] [5600/7329] learning_rate: 0.000100 loss_class: 0.640886 loss_bbox: 0.168640 loss_giou: 0.428321 loss_class_aux: 4.043910 loss_bbox_aux: 1.123863 loss_giou_aux: 2.633322 loss_class_dn: 0.366684 loss_bbox_dn: 0.195354 loss_giou_dn: 0.433238 loss_class_aux_dn: 2.001677 loss_bbox_aux_dn: 1.149241 loss_giou_aux_dn: 2.382133 loss: 16.581728 eta: 2 days, 10:45:42 batch_cost: 0.5308 data_cost: 0.0013 ips: 7.5361 images/s [04/08 20:50:08] ppdet.engine INFO: Epoch: [28] [5700/7329] learning_rate: 0.000100 loss_class: 0.615328 loss_bbox: 0.148673 loss_giou: 0.412029 loss_class_aux: 3.829021 loss_bbox_aux: 0.990303 loss_giou_aux: 2.636546 loss_class_dn: 0.337525 loss_bbox_dn: 0.155935 loss_giou_dn: 0.400025 loss_class_aux_dn: 1.763851 loss_bbox_aux_dn: 0.892321 loss_giou_aux_dn: 2.225213 loss: 15.186901 eta: 2 days, 10:44:52 batch_cost: 0.5382 data_cost: 0.0015 ips: 7.4318 images/s [04/08 20:51:09] ppdet.engine INFO: Epoch: [28] [5800/7329] learning_rate: 0.000100 loss_class: 0.611516 loss_bbox: 0.143136 loss_giou: 0.399574 loss_class_aux: 3.928725 loss_bbox_aux: 0.962952 loss_giou_aux: 2.503743 loss_class_dn: 0.353295 loss_bbox_dn: 0.170611 loss_giou_dn: 0.389731 loss_class_aux_dn: 1.887491 loss_bbox_aux_dn: 0.978478 loss_giou_aux_dn: 2.171480 loss: 14.978256 eta: 2 days, 10:44:05 batch_cost: 0.5505 data_cost: 0.0013 ips: 7.2659 images/s [04/08 20:52:12] ppdet.engine INFO: Epoch: [28] [5900/7329] learning_rate: 0.000100 loss_class: 0.602745 loss_bbox: 0.121847 loss_giou: 0.386600 loss_class_aux: 3.790121 loss_bbox_aux: 0.840947 loss_giou_aux: 2.550162 loss_class_dn: 0.340598 loss_bbox_dn: 0.142996 loss_giou_dn: 0.392518 loss_class_aux_dn: 1.827750 loss_bbox_aux_dn: 0.879119 loss_giou_aux_dn: 2.148520 loss: 14.691217 eta: 2 days, 10:43:20 batch_cost: 0.5560 data_cost: 0.0017 ips: 7.1939 images/s [04/08 20:53:10] ppdet.engine INFO: Epoch: [28] [6000/7329] learning_rate: 0.000100 loss_class: 0.520480 loss_bbox: 0.129757 loss_giou: 0.344353 loss_class_aux: 3.332301 loss_bbox_aux: 0.880112 loss_giou_aux: 2.141884 loss_class_dn: 0.295178 loss_bbox_dn: 0.154363 loss_giou_dn: 0.329512 loss_class_aux_dn: 1.592857 loss_bbox_aux_dn: 0.933794 loss_giou_aux_dn: 1.768642 loss: 12.644680 eta: 2 days, 10:42:26 batch_cost: 0.5177 data_cost: 0.0014 ips: 7.7271 images/s [04/08 20:54:11] ppdet.engine INFO: Epoch: [28] [6100/7329] learning_rate: 0.000100 loss_class: 0.616402 loss_bbox: 0.137144 loss_giou: 0.460994 loss_class_aux: 3.914418 loss_bbox_aux: 0.930601 loss_giou_aux: 2.906121 loss_class_dn: 0.349312 loss_bbox_dn: 0.162379 loss_giou_dn: 0.434653 loss_class_aux_dn: 1.888038 loss_bbox_aux_dn: 0.951498 loss_giou_aux_dn: 2.351378 loss: 15.710304 eta: 2 days, 10:41:38 batch_cost: 0.5402 data_cost: 0.0016 ips: 7.4053 images/s [04/08 20:55:09] ppdet.engine INFO: Epoch: [28] [6200/7329] learning_rate: 0.000100 loss_class: 0.594207 loss_bbox: 0.148582 loss_giou: 0.381917 loss_class_aux: 3.866183 loss_bbox_aux: 0.950465 loss_giou_aux: 2.461942 loss_class_dn: 0.336347 loss_bbox_dn: 0.147120 loss_giou_dn: 0.400700 loss_class_aux_dn: 1.788632 loss_bbox_aux_dn: 0.920888 loss_giou_aux_dn: 2.191860 loss: 14.628539 eta: 2 days, 10:40:45 batch_cost: 0.5233 data_cost: 0.0014 ips: 7.6440 images/s [04/08 20:56:10] ppdet.engine INFO: Epoch: [28] [6300/7329] learning_rate: 0.000100 loss_class: 0.630494 loss_bbox: 0.139873 loss_giou: 0.394698 loss_class_aux: 3.959730 loss_bbox_aux: 0.968407 loss_giou_aux: 2.432427 loss_class_dn: 0.357475 loss_bbox_dn: 0.151945 loss_giou_dn: 0.386800 loss_class_aux_dn: 1.918541 loss_bbox_aux_dn: 0.888470 loss_giou_aux_dn: 2.147836 loss: 14.405003 eta: 2 days, 10:39:58 batch_cost: 0.5503 data_cost: 0.0013 ips: 7.2687 images/s [04/08 20:57:08] ppdet.engine INFO: Epoch: [28] [6400/7329] learning_rate: 0.000100 loss_class: 0.495847 loss_bbox: 0.133014 loss_giou: 0.327496 loss_class_aux: 3.071272 loss_bbox_aux: 0.847978 loss_giou_aux: 2.047670 loss_class_dn: 0.267624 loss_bbox_dn: 0.143338 loss_giou_dn: 0.299011 loss_class_aux_dn: 1.480839 loss_bbox_aux_dn: 0.881711 loss_giou_aux_dn: 1.652409 loss: 11.816848 eta: 2 days, 10:39:04 batch_cost: 0.5107 data_cost: 0.0013 ips: 7.8323 images/s [04/08 20:58:11] ppdet.engine INFO: Epoch: [28] [6500/7329] learning_rate: 0.000100 loss_class: 0.507828 loss_bbox: 0.150678 loss_giou: 0.354524 loss_class_aux: 3.390561 loss_bbox_aux: 0.960452 loss_giou_aux: 2.244355 loss_class_dn: 0.274169 loss_bbox_dn: 0.169021 loss_giou_dn: 0.317280 loss_class_aux_dn: 1.496585 loss_bbox_aux_dn: 1.003424 loss_giou_aux_dn: 1.747983 loss: 12.507679 eta: 2 days, 10:38:21 batch_cost: 0.5698 data_cost: 0.0014 ips: 7.0197 images/s [04/08 20:59:12] ppdet.engine INFO: Epoch: [28] [6600/7329] learning_rate: 0.000100 loss_class: 0.628763 loss_bbox: 0.156573 loss_giou: 0.430710 loss_class_aux: 3.888382 loss_bbox_aux: 1.006413 loss_giou_aux: 2.781519 loss_class_dn: 0.334393 loss_bbox_dn: 0.161424 loss_giou_dn: 0.415016 loss_class_aux_dn: 1.833387 loss_bbox_aux_dn: 0.946841 loss_giou_aux_dn: 2.259435 loss: 15.119768 eta: 2 days, 10:37:33 batch_cost: 0.5476 data_cost: 0.0014 ips: 7.3040 images/s [04/08 21:00:10] ppdet.engine INFO: Epoch: [28] [6700/7329] learning_rate: 0.000100 loss_class: 0.590795 loss_bbox: 0.145421 loss_giou: 0.419848 loss_class_aux: 3.720776 loss_bbox_aux: 0.971908 loss_giou_aux: 2.591187 loss_class_dn: 0.333759 loss_bbox_dn: 0.155945 loss_giou_dn: 0.376332 loss_class_aux_dn: 1.830939 loss_bbox_aux_dn: 0.912239 loss_giou_aux_dn: 2.130376 loss: 14.577175 eta: 2 days, 10:36:40 batch_cost: 0.5157 data_cost: 0.0015 ips: 7.7561 images/s [04/08 21:01:12] ppdet.engine INFO: Epoch: [28] [6800/7329] learning_rate: 0.000100 loss_class: 0.591875 loss_bbox: 0.149062 loss_giou: 0.413198 loss_class_aux: 3.797153 loss_bbox_aux: 1.008548 loss_giou_aux: 2.663922 loss_class_dn: 0.352001 loss_bbox_dn: 0.169857 loss_giou_dn: 0.395756 loss_class_aux_dn: 1.886454 loss_bbox_aux_dn: 0.983373 loss_giou_aux_dn: 2.183667 loss: 14.864353 eta: 2 days, 10:35:53 batch_cost: 0.5522 data_cost: 0.0013 ips: 7.2442 images/s [04/08 21:02:07] ppdet.engine INFO: Epoch: [28] [6900/7329] learning_rate: 0.000100 loss_class: 0.565137 loss_bbox: 0.129636 loss_giou: 0.407733 loss_class_aux: 3.672071 loss_bbox_aux: 0.911115 loss_giou_aux: 2.576676 loss_class_dn: 0.325122 loss_bbox_dn: 0.142801 loss_giou_dn: 0.376884 loss_class_aux_dn: 1.722449 loss_bbox_aux_dn: 0.857952 loss_giou_aux_dn: 2.064497 loss: 13.778137 eta: 2 days, 10:34:55 batch_cost: 0.4953 data_cost: 0.0013 ips: 8.0757 images/s [04/08 21:03:04] ppdet.engine INFO: Epoch: [28] [7000/7329] learning_rate: 0.000100 loss_class: 0.714200 loss_bbox: 0.147055 loss_giou: 0.542022 loss_class_aux: 4.411367 loss_bbox_aux: 0.969835 loss_giou_aux: 3.416728 loss_class_dn: 0.401362 loss_bbox_dn: 0.153913 loss_giou_dn: 0.504108 loss_class_aux_dn: 2.155229 loss_bbox_aux_dn: 0.896436 loss_giou_aux_dn: 2.826236 loss: 18.039795 eta: 2 days, 10:34:00 batch_cost: 0.5074 data_cost: 0.0013 ips: 7.8832 images/s [04/08 21:04:00] ppdet.engine INFO: Epoch: [28] [7100/7329] learning_rate: 0.000100 loss_class: 0.565909 loss_bbox: 0.138993 loss_giou: 0.397244 loss_class_aux: 3.731822 loss_bbox_aux: 0.936405 loss_giou_aux: 2.501037 loss_class_dn: 0.310229 loss_bbox_dn: 0.159101 loss_giou_dn: 0.373165 loss_class_aux_dn: 1.643687 loss_bbox_aux_dn: 0.934920 loss_giou_aux_dn: 2.074643 loss: 13.994222 eta: 2 days, 10:33:03 batch_cost: 0.4971 data_cost: 0.0015 ips: 8.0466 images/s [04/08 21:04:58] ppdet.engine INFO: Epoch: [28] [7200/7329] learning_rate: 0.000100 loss_class: 0.671977 loss_bbox: 0.146789 loss_giou: 0.478300 loss_class_aux: 4.248749 loss_bbox_aux: 0.984834 loss_giou_aux: 3.073640 loss_class_dn: 0.381457 loss_bbox_dn: 0.161722 loss_giou_dn: 0.446630 loss_class_aux_dn: 2.045924 loss_bbox_aux_dn: 0.926263 loss_giou_aux_dn: 2.450331 loss: 16.269489 eta: 2 days, 10:32:09 batch_cost: 0.5120 data_cost: 0.0015 ips: 7.8121 images/s [04/08 21:06:00] ppdet.engine INFO: Epoch: [28] [7300/7329] learning_rate: 0.000100 loss_class: 0.545027 loss_bbox: 0.140452 loss_giou: 0.372310 loss_class_aux: 3.499858 loss_bbox_aux: 0.980890 loss_giou_aux: 2.393390 loss_class_dn: 0.317031 loss_bbox_dn: 0.153889 loss_giou_dn: 0.386289 loss_class_aux_dn: 1.690356 loss_bbox_aux_dn: 0.916694 loss_giou_aux_dn: 2.128341 loss: 14.414262 eta: 2 days, 10:31:22 batch_cost: 0.5530 data_cost: 0.0014 ips: 7.2334 images/s [04/08 21:06:23] ppdet.engine INFO: Eval iter: 0 [04/08 21:06:51] ppdet.engine INFO: Eval iter: 100 [04/08 21:07:19] ppdet.engine INFO: Eval iter: 200 [04/08 21:07:47] ppdet.engine INFO: Eval iter: 300 [04/08 21:08:14] ppdet.engine INFO: Eval iter: 400 [04/08 21:08:41] ppdet.engine INFO: Eval iter: 500 [04/08 21:09:07] ppdet.engine INFO: Eval iter: 600 [04/08 21:09:38] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.69s) creating index... index created! [04/08 21:09:39] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.37s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=122.67s). Accumulating evaluation results... DONE (t=30.65s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.514 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.696 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.553 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.317 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.561 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.698 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.643 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.532 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.754 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/08 21:12:34] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.94638316174148 [04/08 21:12:34] ppdet.engine INFO: Best test bbox ap is 0.514. [04/08 21:12:37] ppdet.engine INFO: Epoch: [29] [ 0/7329] learning_rate: 0.000100 loss_class: 0.569109 loss_bbox: 0.138803 loss_giou: 0.383581 loss_class_aux: 3.642426 loss_bbox_aux: 0.938228 loss_giou_aux: 2.423552 loss_class_dn: 0.331715 loss_bbox_dn: 0.164953 loss_giou_dn: 0.390691 loss_class_aux_dn: 1.775629 loss_bbox_aux_dn: 0.947914 loss_giou_aux_dn: 2.135423 loss: 15.145433 eta: 2 days, 10:31:10 batch_cost: 0.5563 data_cost: 0.0015 ips: 7.1900 images/s [04/08 21:13:50] ppdet.engine INFO: Epoch: [29] [ 100/7329] learning_rate: 0.000100 loss_class: 0.559315 loss_bbox: 0.133081 loss_giou: 0.297627 loss_class_aux: 3.699509 loss_bbox_aux: 0.906211 loss_giou_aux: 1.975734 loss_class_dn: 0.313871 loss_bbox_dn: 0.146172 loss_giou_dn: 0.299907 loss_class_aux_dn: 1.745642 loss_bbox_aux_dn: 0.849865 loss_giou_aux_dn: 1.720655 loss: 13.936861 eta: 2 days, 10:30:39 batch_cost: 0.6330 data_cost: 0.0021 ips: 6.3189 images/s [04/08 21:14:52] ppdet.engine INFO: Epoch: [29] [ 200/7329] learning_rate: 0.000100 loss_class: 0.574759 loss_bbox: 0.158669 loss_giou: 0.424119 loss_class_aux: 3.700224 loss_bbox_aux: 1.051071 loss_giou_aux: 2.553289 loss_class_dn: 0.342769 loss_bbox_dn: 0.174454 loss_giou_dn: 0.377984 loss_class_aux_dn: 1.842672 loss_bbox_aux_dn: 1.037905 loss_giou_aux_dn: 2.097435 loss: 14.908973 eta: 2 days, 10:29:53 batch_cost: 0.5547 data_cost: 0.0016 ips: 7.2113 images/s [04/08 21:15:55] ppdet.engine INFO: Epoch: [29] [ 300/7329] learning_rate: 0.000100 loss_class: 0.579368 loss_bbox: 0.139414 loss_giou: 0.387354 loss_class_aux: 3.728589 loss_bbox_aux: 0.927472 loss_giou_aux: 2.439733 loss_class_dn: 0.315954 loss_bbox_dn: 0.156637 loss_giou_dn: 0.371648 loss_class_aux_dn: 1.681977 loss_bbox_aux_dn: 0.906257 loss_giou_aux_dn: 2.099929 loss: 14.781277 eta: 2 days, 10:29:07 batch_cost: 0.5587 data_cost: 0.0017 ips: 7.1595 images/s [04/08 21:16:54] ppdet.engine INFO: Epoch: [29] [ 400/7329] learning_rate: 0.000100 loss_class: 0.640760 loss_bbox: 0.139320 loss_giou: 0.431556 loss_class_aux: 3.883249 loss_bbox_aux: 0.943705 loss_giou_aux: 2.750819 loss_class_dn: 0.343428 loss_bbox_dn: 0.155879 loss_giou_dn: 0.392160 loss_class_aux_dn: 1.870713 loss_bbox_aux_dn: 0.923914 loss_giou_aux_dn: 2.173066 loss: 15.280455 eta: 2 days, 10:28:17 batch_cost: 0.5312 data_cost: 0.0013 ips: 7.5308 images/s [04/08 21:17:50] ppdet.engine INFO: Epoch: [29] [ 500/7329] learning_rate: 0.000100 loss_class: 0.578402 loss_bbox: 0.150711 loss_giou: 0.374605 loss_class_aux: 3.687498 loss_bbox_aux: 0.938661 loss_giou_aux: 2.297597 loss_class_dn: 0.331569 loss_bbox_dn: 0.151660 loss_giou_dn: 0.386009 loss_class_aux_dn: 1.766237 loss_bbox_aux_dn: 0.900300 loss_giou_aux_dn: 2.162896 loss: 14.751787 eta: 2 days, 10:27:19 batch_cost: 0.4959 data_cost: 0.0014 ips: 8.0667 images/s [04/08 21:18:47] ppdet.engine INFO: Epoch: [29] [ 600/7329] learning_rate: 0.000100 loss_class: 0.597977 loss_bbox: 0.159786 loss_giou: 0.389814 loss_class_aux: 3.831882 loss_bbox_aux: 1.083789 loss_giou_aux: 2.500204 loss_class_dn: 0.338916 loss_bbox_dn: 0.172266 loss_giou_dn: 0.380747 loss_class_aux_dn: 1.803454 loss_bbox_aux_dn: 0.982124 loss_giou_aux_dn: 2.091240 loss: 15.380020 eta: 2 days, 10:26:25 batch_cost: 0.5088 data_cost: 0.0015 ips: 7.8621 images/s [04/08 21:19:45] ppdet.engine INFO: Epoch: [29] [ 700/7329] learning_rate: 0.000100 loss_class: 0.594443 loss_bbox: 0.149947 loss_giou: 0.394322 loss_class_aux: 3.832123 loss_bbox_aux: 0.973341 loss_giou_aux: 2.443994 loss_class_dn: 0.337535 loss_bbox_dn: 0.178027 loss_giou_dn: 0.394377 loss_class_aux_dn: 1.831068 loss_bbox_aux_dn: 1.014065 loss_giou_aux_dn: 2.159467 loss: 14.814735 eta: 2 days, 10:25:30 batch_cost: 0.5130 data_cost: 0.0014 ips: 7.7969 images/s [04/08 21:20:41] ppdet.engine INFO: Epoch: [29] [ 800/7329] learning_rate: 0.000100 loss_class: 0.607162 loss_bbox: 0.161403 loss_giou: 0.425670 loss_class_aux: 4.024989 loss_bbox_aux: 1.088855 loss_giou_aux: 2.671212 loss_class_dn: 0.354716 loss_bbox_dn: 0.164567 loss_giou_dn: 0.414884 loss_class_aux_dn: 1.946286 loss_bbox_aux_dn: 0.921726 loss_giou_aux_dn: 2.259467 loss: 16.715124 eta: 2 days, 10:24:33 batch_cost: 0.4933 data_cost: 0.0015 ips: 8.1091 images/s [04/08 21:21:36] ppdet.engine INFO: Epoch: [29] [ 900/7329] learning_rate: 0.000100 loss_class: 0.595384 loss_bbox: 0.136242 loss_giou: 0.381253 loss_class_aux: 3.779870 loss_bbox_aux: 0.897151 loss_giou_aux: 2.513252 loss_class_dn: 0.338276 loss_bbox_dn: 0.150569 loss_giou_dn: 0.393563 loss_class_aux_dn: 1.832009 loss_bbox_aux_dn: 0.895872 loss_giou_aux_dn: 2.095380 loss: 14.713966 eta: 2 days, 10:23:33 batch_cost: 0.4858 data_cost: 0.0015 ips: 8.2338 images/s [04/08 21:22:31] ppdet.engine INFO: Epoch: [29] [1000/7329] learning_rate: 0.000100 loss_class: 0.609815 loss_bbox: 0.137188 loss_giou: 0.347561 loss_class_aux: 4.018087 loss_bbox_aux: 0.908371 loss_giou_aux: 2.220049 loss_class_dn: 0.333542 loss_bbox_dn: 0.167452 loss_giou_dn: 0.355638 loss_class_aux_dn: 1.829965 loss_bbox_aux_dn: 0.989980 loss_giou_aux_dn: 2.015222 loss: 14.508986 eta: 2 days, 10:22:35 batch_cost: 0.4925 data_cost: 0.0014 ips: 8.1213 images/s [04/08 21:23:35] ppdet.engine INFO: Epoch: [29] [1100/7329] learning_rate: 0.000100 loss_class: 0.562641 loss_bbox: 0.126793 loss_giou: 0.400025 loss_class_aux: 3.537467 loss_bbox_aux: 0.849310 loss_giou_aux: 2.638075 loss_class_dn: 0.319651 loss_bbox_dn: 0.142206 loss_giou_dn: 0.408941 loss_class_aux_dn: 1.709123 loss_bbox_aux_dn: 0.818883 loss_giou_aux_dn: 2.223944 loss: 13.670475 eta: 2 days, 10:21:54 batch_cost: 0.5785 data_cost: 0.0014 ips: 6.9140 images/s [04/08 21:24:35] ppdet.engine INFO: Epoch: [29] [1200/7329] learning_rate: 0.000100 loss_class: 0.665970 loss_bbox: 0.142398 loss_giou: 0.393615 loss_class_aux: 4.241825 loss_bbox_aux: 0.961568 loss_giou_aux: 2.438071 loss_class_dn: 0.388343 loss_bbox_dn: 0.163657 loss_giou_dn: 0.406192 loss_class_aux_dn: 2.088034 loss_bbox_aux_dn: 0.941401 loss_giou_aux_dn: 2.276852 loss: 15.655088 eta: 2 days, 10:21:04 batch_cost: 0.5379 data_cost: 0.0013 ips: 7.4361 images/s [04/08 21:25:38] ppdet.engine INFO: Epoch: [29] [1300/7329] learning_rate: 0.000100 loss_class: 0.593677 loss_bbox: 0.141145 loss_giou: 0.321553 loss_class_aux: 3.718322 loss_bbox_aux: 0.930169 loss_giou_aux: 2.122763 loss_class_dn: 0.306395 loss_bbox_dn: 0.166592 loss_giou_dn: 0.324274 loss_class_aux_dn: 1.674930 loss_bbox_aux_dn: 0.964109 loss_giou_aux_dn: 1.827956 loss: 12.783447 eta: 2 days, 10:20:20 batch_cost: 0.5656 data_cost: 0.0015 ips: 7.0723 images/s [04/08 21:26:39] ppdet.engine INFO: Epoch: [29] [1400/7329] learning_rate: 0.000100 loss_class: 0.583784 loss_bbox: 0.144378 loss_giou: 0.417813 loss_class_aux: 3.689279 loss_bbox_aux: 0.937401 loss_giou_aux: 2.573434 loss_class_dn: 0.348603 loss_bbox_dn: 0.157264 loss_giou_dn: 0.411837 loss_class_aux_dn: 1.881565 loss_bbox_aux_dn: 0.951444 loss_giou_aux_dn: 2.290046 loss: 15.052470 eta: 2 days, 10:19:34 batch_cost: 0.5536 data_cost: 0.0013 ips: 7.2253 images/s [04/08 21:27:36] ppdet.engine INFO: Epoch: [29] [1500/7329] learning_rate: 0.000100 loss_class: 0.575037 loss_bbox: 0.134834 loss_giou: 0.391551 loss_class_aux: 3.818825 loss_bbox_aux: 0.903862 loss_giou_aux: 2.464033 loss_class_dn: 0.315985 loss_bbox_dn: 0.150432 loss_giou_dn: 0.384840 loss_class_aux_dn: 1.701167 loss_bbox_aux_dn: 0.867219 loss_giou_aux_dn: 2.118136 loss: 14.851737 eta: 2 days, 10:18:37 batch_cost: 0.5011 data_cost: 0.0013 ips: 7.9832 images/s [04/08 21:28:38] ppdet.engine INFO: Epoch: [29] [1600/7329] learning_rate: 0.000100 loss_class: 0.553218 loss_bbox: 0.147356 loss_giou: 0.369263 loss_class_aux: 3.594305 loss_bbox_aux: 0.962212 loss_giou_aux: 2.326681 loss_class_dn: 0.313370 loss_bbox_dn: 0.141954 loss_giou_dn: 0.385082 loss_class_aux_dn: 1.726522 loss_bbox_aux_dn: 0.857892 loss_giou_aux_dn: 2.121170 loss: 13.795115 eta: 2 days, 10:17:51 batch_cost: 0.5525 data_cost: 0.0016 ips: 7.2392 images/s [04/08 21:29:39] ppdet.engine INFO: Epoch: [29] [1700/7329] learning_rate: 0.000100 loss_class: 0.540853 loss_bbox: 0.122980 loss_giou: 0.360404 loss_class_aux: 3.387318 loss_bbox_aux: 0.872488 loss_giou_aux: 2.332532 loss_class_dn: 0.316425 loss_bbox_dn: 0.138764 loss_giou_dn: 0.375854 loss_class_aux_dn: 1.680348 loss_bbox_aux_dn: 0.865388 loss_giou_aux_dn: 2.001651 loss: 14.114294 eta: 2 days, 10:17:03 batch_cost: 0.5478 data_cost: 0.0013 ips: 7.3021 images/s [04/08 21:30:40] ppdet.engine INFO: Epoch: [29] [1800/7329] learning_rate: 0.000100 loss_class: 0.710247 loss_bbox: 0.155484 loss_giou: 0.460130 loss_class_aux: 4.472975 loss_bbox_aux: 1.025647 loss_giou_aux: 2.961832 loss_class_dn: 0.373436 loss_bbox_dn: 0.174470 loss_giou_dn: 0.431752 loss_class_aux_dn: 2.015021 loss_bbox_aux_dn: 1.068881 loss_giou_aux_dn: 2.375226 loss: 16.240511 eta: 2 days, 10:16:14 batch_cost: 0.5422 data_cost: 0.0015 ips: 7.3777 images/s [04/08 21:31:40] ppdet.engine INFO: Epoch: [29] [1900/7329] learning_rate: 0.000100 loss_class: 0.606353 loss_bbox: 0.143132 loss_giou: 0.344171 loss_class_aux: 3.799291 loss_bbox_aux: 0.926015 loss_giou_aux: 2.232964 loss_class_dn: 0.312915 loss_bbox_dn: 0.177331 loss_giou_dn: 0.336451 loss_class_aux_dn: 1.710227 loss_bbox_aux_dn: 1.061303 loss_giou_aux_dn: 1.899188 loss: 13.655486 eta: 2 days, 10:15:24 batch_cost: 0.5326 data_cost: 0.0016 ips: 7.5103 images/s [04/08 21:32:44] ppdet.engine INFO: Epoch: [29] [2000/7329] learning_rate: 0.000100 loss_class: 0.608691 loss_bbox: 0.136216 loss_giou: 0.367321 loss_class_aux: 3.940862 loss_bbox_aux: 0.871194 loss_giou_aux: 2.234778 loss_class_dn: 0.325837 loss_bbox_dn: 0.148353 loss_giou_dn: 0.363354 loss_class_aux_dn: 1.759128 loss_bbox_aux_dn: 0.895935 loss_giou_aux_dn: 1.989531 loss: 14.410792 eta: 2 days, 10:14:38 batch_cost: 0.5574 data_cost: 0.0017 ips: 7.1762 images/s [04/08 21:33:48] ppdet.engine INFO: Epoch: [29] [2100/7329] learning_rate: 0.000100 loss_class: 0.564079 loss_bbox: 0.135882 loss_giou: 0.338532 loss_class_aux: 3.564132 loss_bbox_aux: 0.922770 loss_giou_aux: 2.268667 loss_class_dn: 0.327740 loss_bbox_dn: 0.151011 loss_giou_dn: 0.381779 loss_class_aux_dn: 1.736187 loss_bbox_aux_dn: 0.888528 loss_giou_aux_dn: 2.116916 loss: 13.916655 eta: 2 days, 10:13:53 batch_cost: 0.5633 data_cost: 0.0015 ips: 7.1010 images/s [04/08 21:34:49] ppdet.engine INFO: Epoch: [29] [2200/7329] learning_rate: 0.000100 loss_class: 0.553456 loss_bbox: 0.132792 loss_giou: 0.366844 loss_class_aux: 3.506152 loss_bbox_aux: 0.885321 loss_giou_aux: 2.365930 loss_class_dn: 0.295418 loss_bbox_dn: 0.149633 loss_giou_dn: 0.363199 loss_class_aux_dn: 1.581561 loss_bbox_aux_dn: 0.899796 loss_giou_aux_dn: 1.974722 loss: 12.622183 eta: 2 days, 10:13:07 batch_cost: 0.5535 data_cost: 0.0014 ips: 7.2264 images/s [04/08 21:35:48] ppdet.engine INFO: Epoch: [29] [2300/7329] learning_rate: 0.000100 loss_class: 0.561504 loss_bbox: 0.135164 loss_giou: 0.369790 loss_class_aux: 3.692534 loss_bbox_aux: 0.915466 loss_giou_aux: 2.420568 loss_class_dn: 0.307179 loss_bbox_dn: 0.170344 loss_giou_dn: 0.339182 loss_class_aux_dn: 1.665106 loss_bbox_aux_dn: 1.007150 loss_giou_aux_dn: 1.914307 loss: 13.353903 eta: 2 days, 10:12:16 batch_cost: 0.5288 data_cost: 0.0013 ips: 7.5642 images/s [04/08 21:36:46] ppdet.engine INFO: Epoch: [29] [2400/7329] learning_rate: 0.000100 loss_class: 0.556938 loss_bbox: 0.160696 loss_giou: 0.358700 loss_class_aux: 3.608747 loss_bbox_aux: 1.002979 loss_giou_aux: 2.265287 loss_class_dn: 0.313688 loss_bbox_dn: 0.172329 loss_giou_dn: 0.346368 loss_class_aux_dn: 1.738632 loss_bbox_aux_dn: 0.976705 loss_giou_aux_dn: 1.925537 loss: 13.865868 eta: 2 days, 10:11:22 batch_cost: 0.5170 data_cost: 0.0014 ips: 7.7367 images/s [04/08 21:37:45] ppdet.engine INFO: Epoch: [29] [2500/7329] learning_rate: 0.000100 loss_class: 0.611988 loss_bbox: 0.130825 loss_giou: 0.365117 loss_class_aux: 3.819092 loss_bbox_aux: 0.940758 loss_giou_aux: 2.395043 loss_class_dn: 0.332280 loss_bbox_dn: 0.155082 loss_giou_dn: 0.383663 loss_class_aux_dn: 1.828185 loss_bbox_aux_dn: 0.924294 loss_giou_aux_dn: 2.064970 loss: 14.430000 eta: 2 days, 10:10:30 batch_cost: 0.5242 data_cost: 0.0014 ips: 7.6305 images/s [04/08 21:38:45] ppdet.engine INFO: Epoch: [29] [2600/7329] learning_rate: 0.000100 loss_class: 0.575931 loss_bbox: 0.125388 loss_giou: 0.331605 loss_class_aux: 3.557818 loss_bbox_aux: 0.832469 loss_giou_aux: 2.156013 loss_class_dn: 0.286790 loss_bbox_dn: 0.142614 loss_giou_dn: 0.322336 loss_class_aux_dn: 1.541139 loss_bbox_aux_dn: 0.891871 loss_giou_aux_dn: 1.885219 loss: 12.785452 eta: 2 days, 10:09:41 batch_cost: 0.5399 data_cost: 0.0014 ips: 7.4085 images/s [04/08 21:39:41] ppdet.engine INFO: Epoch: [29] [2700/7329] learning_rate: 0.000100 loss_class: 0.509726 loss_bbox: 0.131485 loss_giou: 0.353029 loss_class_aux: 3.486714 loss_bbox_aux: 0.827380 loss_giou_aux: 2.299498 loss_class_dn: 0.307185 loss_bbox_dn: 0.149678 loss_giou_dn: 0.373295 loss_class_aux_dn: 1.669150 loss_bbox_aux_dn: 0.868551 loss_giou_aux_dn: 2.089699 loss: 13.518124 eta: 2 days, 10:08:44 batch_cost: 0.4958 data_cost: 0.0014 ips: 8.0675 images/s [04/08 21:40:43] ppdet.engine INFO: Epoch: [29] [2800/7329] learning_rate: 0.000100 loss_class: 0.574151 loss_bbox: 0.121466 loss_giou: 0.412353 loss_class_aux: 3.626812 loss_bbox_aux: 0.835375 loss_giou_aux: 2.626789 loss_class_dn: 0.332523 loss_bbox_dn: 0.148183 loss_giou_dn: 0.409795 loss_class_aux_dn: 1.796794 loss_bbox_aux_dn: 0.896953 loss_giou_aux_dn: 2.303561 loss: 15.542576 eta: 2 days, 10:08:00 batch_cost: 0.5647 data_cost: 0.0013 ips: 7.0831 images/s [04/08 21:41:44] ppdet.engine INFO: Epoch: [29] [2900/7329] learning_rate: 0.000100 loss_class: 0.643389 loss_bbox: 0.142466 loss_giou: 0.393157 loss_class_aux: 3.961091 loss_bbox_aux: 0.976609 loss_giou_aux: 2.487054 loss_class_dn: 0.332759 loss_bbox_dn: 0.168707 loss_giou_dn: 0.378614 loss_class_aux_dn: 1.811930 loss_bbox_aux_dn: 0.975180 loss_giou_aux_dn: 2.103360 loss: 15.051140 eta: 2 days, 10:07:11 batch_cost: 0.5439 data_cost: 0.0013 ips: 7.3542 images/s [04/08 21:42:42] ppdet.engine INFO: Epoch: [29] [3000/7329] learning_rate: 0.000100 loss_class: 0.576356 loss_bbox: 0.142716 loss_giou: 0.401876 loss_class_aux: 3.628282 loss_bbox_aux: 0.932325 loss_giou_aux: 2.638362 loss_class_dn: 0.325762 loss_bbox_dn: 0.147613 loss_giou_dn: 0.374529 loss_class_aux_dn: 1.790197 loss_bbox_aux_dn: 0.875926 loss_giou_aux_dn: 2.143492 loss: 14.654128 eta: 2 days, 10:06:19 batch_cost: 0.5239 data_cost: 0.0013 ips: 7.6345 images/s [04/08 21:43:37] ppdet.engine INFO: Epoch: [29] [3100/7329] learning_rate: 0.000100 loss_class: 0.679332 loss_bbox: 0.156355 loss_giou: 0.450278 loss_class_aux: 4.032623 loss_bbox_aux: 1.065734 loss_giou_aux: 2.915918 loss_class_dn: 0.353235 loss_bbox_dn: 0.179144 loss_giou_dn: 0.439645 loss_class_aux_dn: 1.908519 loss_bbox_aux_dn: 1.070552 loss_giou_aux_dn: 2.427905 loss: 15.524484 eta: 2 days, 10:05:21 batch_cost: 0.4914 data_cost: 0.0013 ips: 8.1393 images/s [04/08 21:44:34] ppdet.engine INFO: Epoch: [29] [3200/7329] learning_rate: 0.000100 loss_class: 0.621314 loss_bbox: 0.146152 loss_giou: 0.401022 loss_class_aux: 3.953049 loss_bbox_aux: 0.969999 loss_giou_aux: 2.505538 loss_class_dn: 0.357401 loss_bbox_dn: 0.154551 loss_giou_dn: 0.401998 loss_class_aux_dn: 1.908702 loss_bbox_aux_dn: 0.937701 loss_giou_aux_dn: 2.242695 loss: 14.668295 eta: 2 days, 10:04:26 batch_cost: 0.5086 data_cost: 0.0013 ips: 7.8646 images/s [04/08 21:45:40] ppdet.engine INFO: Epoch: [29] [3300/7329] learning_rate: 0.000100 loss_class: 0.548005 loss_bbox: 0.131810 loss_giou: 0.351103 loss_class_aux: 3.552796 loss_bbox_aux: 0.893588 loss_giou_aux: 2.176061 loss_class_dn: 0.321467 loss_bbox_dn: 0.151772 loss_giou_dn: 0.352403 loss_class_aux_dn: 1.724192 loss_bbox_aux_dn: 0.892555 loss_giou_aux_dn: 1.992858 loss: 14.341536 eta: 2 days, 10:03:44 batch_cost: 0.5777 data_cost: 0.0016 ips: 6.9244 images/s [04/08 21:46:39] ppdet.engine INFO: Epoch: [29] [3400/7329] learning_rate: 0.000100 loss_class: 0.604864 loss_bbox: 0.150506 loss_giou: 0.429155 loss_class_aux: 3.979968 loss_bbox_aux: 1.009158 loss_giou_aux: 2.642066 loss_class_dn: 0.354204 loss_bbox_dn: 0.160458 loss_giou_dn: 0.427244 loss_class_aux_dn: 1.878747 loss_bbox_aux_dn: 0.920975 loss_giou_aux_dn: 2.335700 loss: 15.402002 eta: 2 days, 10:02:52 batch_cost: 0.5271 data_cost: 0.0016 ips: 7.5880 images/s [04/08 21:47:37] ppdet.engine INFO: Epoch: [29] [3500/7329] learning_rate: 0.000100 loss_class: 0.621266 loss_bbox: 0.147407 loss_giou: 0.337116 loss_class_aux: 3.844635 loss_bbox_aux: 0.977885 loss_giou_aux: 2.112561 loss_class_dn: 0.314944 loss_bbox_dn: 0.160610 loss_giou_dn: 0.342153 loss_class_aux_dn: 1.715142 loss_bbox_aux_dn: 0.988331 loss_giou_aux_dn: 1.984929 loss: 14.190046 eta: 2 days, 10:02:00 batch_cost: 0.5193 data_cost: 0.0014 ips: 7.7019 images/s [04/08 21:48:38] ppdet.engine INFO: Epoch: [29] [3600/7329] learning_rate: 0.000100 loss_class: 0.641470 loss_bbox: 0.146171 loss_giou: 0.406112 loss_class_aux: 3.989591 loss_bbox_aux: 1.003454 loss_giou_aux: 2.668892 loss_class_dn: 0.340964 loss_bbox_dn: 0.169891 loss_giou_dn: 0.407459 loss_class_aux_dn: 1.810041 loss_bbox_aux_dn: 0.988732 loss_giou_aux_dn: 2.343300 loss: 15.021540 eta: 2 days, 10:01:12 batch_cost: 0.5477 data_cost: 0.0014 ips: 7.3033 images/s [04/08 21:49:42] ppdet.engine INFO: Epoch: [29] [3700/7329] learning_rate: 0.000100 loss_class: 0.575916 loss_bbox: 0.148807 loss_giou: 0.395371 loss_class_aux: 3.604647 loss_bbox_aux: 0.931874 loss_giou_aux: 2.458268 loss_class_dn: 0.325596 loss_bbox_dn: 0.163698 loss_giou_dn: 0.379330 loss_class_aux_dn: 1.723920 loss_bbox_aux_dn: 0.949011 loss_giou_aux_dn: 2.096552 loss: 14.020823 eta: 2 days, 10:00:30 batch_cost: 0.5774 data_cost: 0.0015 ips: 6.9277 images/s [04/08 21:50:41] ppdet.engine INFO: Epoch: [29] [3800/7329] learning_rate: 0.000100 loss_class: 0.591297 loss_bbox: 0.144003 loss_giou: 0.425294 loss_class_aux: 3.726625 loss_bbox_aux: 0.951787 loss_giou_aux: 2.720325 loss_class_dn: 0.314973 loss_bbox_dn: 0.166388 loss_giou_dn: 0.394424 loss_class_aux_dn: 1.711294 loss_bbox_aux_dn: 0.973819 loss_giou_aux_dn: 2.181846 loss: 13.996789 eta: 2 days, 9:59:37 batch_cost: 0.5209 data_cost: 0.0020 ips: 7.6788 images/s [04/08 21:51:43] ppdet.engine INFO: Epoch: [29] [3900/7329] learning_rate: 0.000100 loss_class: 0.580169 loss_bbox: 0.149909 loss_giou: 0.412351 loss_class_aux: 3.682952 loss_bbox_aux: 0.947366 loss_giou_aux: 2.631526 loss_class_dn: 0.332870 loss_bbox_dn: 0.164358 loss_giou_dn: 0.392751 loss_class_aux_dn: 1.761417 loss_bbox_aux_dn: 0.956071 loss_giou_aux_dn: 2.114356 loss: 15.296743 eta: 2 days, 9:58:51 batch_cost: 0.5572 data_cost: 0.0014 ips: 7.1790 images/s [04/08 21:52:40] ppdet.engine INFO: Epoch: [29] [4000/7329] learning_rate: 0.000100 loss_class: 0.652476 loss_bbox: 0.143332 loss_giou: 0.482949 loss_class_aux: 4.064416 loss_bbox_aux: 0.935004 loss_giou_aux: 3.150827 loss_class_dn: 0.378927 loss_bbox_dn: 0.158677 loss_giou_dn: 0.469212 loss_class_aux_dn: 2.010455 loss_bbox_aux_dn: 0.982022 loss_giou_aux_dn: 2.591167 loss: 16.914806 eta: 2 days, 9:57:56 batch_cost: 0.5055 data_cost: 0.0014 ips: 7.9126 images/s [04/08 21:53:39] ppdet.engine INFO: Epoch: [29] [4100/7329] learning_rate: 0.000100 loss_class: 0.586197 loss_bbox: 0.138552 loss_giou: 0.364673 loss_class_aux: 3.715389 loss_bbox_aux: 0.944715 loss_giou_aux: 2.322419 loss_class_dn: 0.333297 loss_bbox_dn: 0.139992 loss_giou_dn: 0.353959 loss_class_aux_dn: 1.773030 loss_bbox_aux_dn: 0.862604 loss_giou_aux_dn: 2.002835 loss: 14.565520 eta: 2 days, 9:57:02 batch_cost: 0.5179 data_cost: 0.0014 ips: 7.7232 images/s [04/08 21:54:37] ppdet.engine INFO: Epoch: [29] [4200/7329] learning_rate: 0.000100 loss_class: 0.629420 loss_bbox: 0.137252 loss_giou: 0.427388 loss_class_aux: 4.003784 loss_bbox_aux: 0.946769 loss_giou_aux: 2.697973 loss_class_dn: 0.343490 loss_bbox_dn: 0.160082 loss_giou_dn: 0.421873 loss_class_aux_dn: 1.868753 loss_bbox_aux_dn: 0.999625 loss_giou_aux_dn: 2.374803 loss: 15.855633 eta: 2 days, 9:56:09 batch_cost: 0.5149 data_cost: 0.0015 ips: 7.7692 images/s [04/08 21:55:31] ppdet.engine INFO: Epoch: [29] [4300/7329] learning_rate: 0.000100 loss_class: 0.657006 loss_bbox: 0.153373 loss_giou: 0.433186 loss_class_aux: 4.102129 loss_bbox_aux: 0.988606 loss_giou_aux: 2.771005 loss_class_dn: 0.356918 loss_bbox_dn: 0.158937 loss_giou_dn: 0.415783 loss_class_aux_dn: 1.927356 loss_bbox_aux_dn: 0.919540 loss_giou_aux_dn: 2.292222 loss: 15.812931 eta: 2 days, 9:55:08 batch_cost: 0.4795 data_cost: 0.0013 ips: 8.3428 images/s [04/08 21:56:28] ppdet.engine INFO: Epoch: [29] [4400/7329] learning_rate: 0.000100 loss_class: 0.550102 loss_bbox: 0.140206 loss_giou: 0.342825 loss_class_aux: 3.501782 loss_bbox_aux: 0.922785 loss_giou_aux: 2.276543 loss_class_dn: 0.299101 loss_bbox_dn: 0.142932 loss_giou_dn: 0.320311 loss_class_aux_dn: 1.584847 loss_bbox_aux_dn: 0.838888 loss_giou_aux_dn: 1.839289 loss: 12.384482 eta: 2 days, 9:54:14 batch_cost: 0.5119 data_cost: 0.0013 ips: 7.8135 images/s [04/08 21:57:22] ppdet.engine INFO: Epoch: [29] [4500/7329] learning_rate: 0.000100 loss_class: 0.553683 loss_bbox: 0.137502 loss_giou: 0.371740 loss_class_aux: 3.647009 loss_bbox_aux: 0.883864 loss_giou_aux: 2.321379 loss_class_dn: 0.325162 loss_bbox_dn: 0.142580 loss_giou_dn: 0.342854 loss_class_aux_dn: 1.772306 loss_bbox_aux_dn: 0.862814 loss_giou_aux_dn: 1.913969 loss: 13.645935 eta: 2 days, 9:53:13 batch_cost: 0.4771 data_cost: 0.0013 ips: 8.3844 images/s [04/08 21:58:17] ppdet.engine INFO: Epoch: [29] [4600/7329] learning_rate: 0.000100 loss_class: 0.575240 loss_bbox: 0.139235 loss_giou: 0.421182 loss_class_aux: 3.657552 loss_bbox_aux: 0.902167 loss_giou_aux: 2.571948 loss_class_dn: 0.339657 loss_bbox_dn: 0.157771 loss_giou_dn: 0.389239 loss_class_aux_dn: 1.792557 loss_bbox_aux_dn: 0.927500 loss_giou_aux_dn: 2.134506 loss: 15.341917 eta: 2 days, 9:52:15 batch_cost: 0.4925 data_cost: 0.0018 ips: 8.1219 images/s [04/08 21:59:14] ppdet.engine INFO: Epoch: [29] [4700/7329] learning_rate: 0.000100 loss_class: 0.564755 loss_bbox: 0.142686 loss_giou: 0.371353 loss_class_aux: 3.557291 loss_bbox_aux: 0.960955 loss_giou_aux: 2.386416 loss_class_dn: 0.346293 loss_bbox_dn: 0.163624 loss_giou_dn: 0.386386 loss_class_aux_dn: 1.836390 loss_bbox_aux_dn: 0.982094 loss_giou_aux_dn: 2.112670 loss: 14.533595 eta: 2 days, 9:51:19 batch_cost: 0.4987 data_cost: 0.0015 ips: 8.0211 images/s [04/08 22:00:16] ppdet.engine INFO: Epoch: [29] [4800/7329] learning_rate: 0.000100 loss_class: 0.624999 loss_bbox: 0.156020 loss_giou: 0.430393 loss_class_aux: 3.947335 loss_bbox_aux: 1.015212 loss_giou_aux: 2.888264 loss_class_dn: 0.382140 loss_bbox_dn: 0.156501 loss_giou_dn: 0.450962 loss_class_aux_dn: 2.065272 loss_bbox_aux_dn: 0.932972 loss_giou_aux_dn: 2.442321 loss: 17.094280 eta: 2 days, 9:50:31 batch_cost: 0.5461 data_cost: 0.0019 ips: 7.3249 images/s [04/08 22:01:11] ppdet.engine INFO: Epoch: [29] [4900/7329] learning_rate: 0.000100 loss_class: 0.575094 loss_bbox: 0.146886 loss_giou: 0.416745 loss_class_aux: 3.704464 loss_bbox_aux: 0.999071 loss_giou_aux: 2.636683 loss_class_dn: 0.337549 loss_bbox_dn: 0.151456 loss_giou_dn: 0.378405 loss_class_aux_dn: 1.763461 loss_bbox_aux_dn: 0.856465 loss_giou_aux_dn: 2.119729 loss: 14.567062 eta: 2 days, 9:49:31 batch_cost: 0.4827 data_cost: 0.0014 ips: 8.2864 images/s [04/08 22:02:05] ppdet.engine INFO: Epoch: [29] [5000/7329] learning_rate: 0.000100 loss_class: 0.641770 loss_bbox: 0.149533 loss_giou: 0.525214 loss_class_aux: 4.053090 loss_bbox_aux: 1.006880 loss_giou_aux: 3.428643 loss_class_dn: 0.381409 loss_bbox_dn: 0.162851 loss_giou_dn: 0.443248 loss_class_aux_dn: 2.029174 loss_bbox_aux_dn: 0.959051 loss_giou_aux_dn: 2.522631 loss: 17.163973 eta: 2 days, 9:48:31 batch_cost: 0.4808 data_cost: 0.0014 ips: 8.3194 images/s [04/08 22:02:59] ppdet.engine INFO: Epoch: [29] [5100/7329] learning_rate: 0.000100 loss_class: 0.608068 loss_bbox: 0.140104 loss_giou: 0.381707 loss_class_aux: 3.948713 loss_bbox_aux: 0.939881 loss_giou_aux: 2.418814 loss_class_dn: 0.353990 loss_bbox_dn: 0.158206 loss_giou_dn: 0.377182 loss_class_aux_dn: 1.917505 loss_bbox_aux_dn: 0.921788 loss_giou_aux_dn: 2.106558 loss: 14.826693 eta: 2 days, 9:47:30 batch_cost: 0.4761 data_cost: 0.0013 ips: 8.4014 images/s [04/08 22:03:54] ppdet.engine INFO: Epoch: [29] [5200/7329] learning_rate: 0.000100 loss_class: 0.590772 loss_bbox: 0.131716 loss_giou: 0.423066 loss_class_aux: 3.706321 loss_bbox_aux: 0.863724 loss_giou_aux: 2.540057 loss_class_dn: 0.330558 loss_bbox_dn: 0.149500 loss_giou_dn: 0.420961 loss_class_aux_dn: 1.746178 loss_bbox_aux_dn: 0.877440 loss_giou_aux_dn: 2.309168 loss: 14.672975 eta: 2 days, 9:46:32 batch_cost: 0.4877 data_cost: 0.0015 ips: 8.2016 images/s [04/08 22:04:48] ppdet.engine INFO: Epoch: [29] [5300/7329] learning_rate: 0.000100 loss_class: 0.562832 loss_bbox: 0.155541 loss_giou: 0.409755 loss_class_aux: 3.620947 loss_bbox_aux: 0.993042 loss_giou_aux: 2.570043 loss_class_dn: 0.317831 loss_bbox_dn: 0.164453 loss_giou_dn: 0.401873 loss_class_aux_dn: 1.692070 loss_bbox_aux_dn: 0.922734 loss_giou_aux_dn: 2.204790 loss: 14.326174 eta: 2 days, 9:45:33 batch_cost: 0.4852 data_cost: 0.0014 ips: 8.2439 images/s [04/08 22:05:46] ppdet.engine INFO: Epoch: [29] [5400/7329] learning_rate: 0.000100 loss_class: 0.582937 loss_bbox: 0.144015 loss_giou: 0.411511 loss_class_aux: 3.741818 loss_bbox_aux: 0.904258 loss_giou_aux: 2.603489 loss_class_dn: 0.334829 loss_bbox_dn: 0.151806 loss_giou_dn: 0.386162 loss_class_aux_dn: 1.835675 loss_bbox_aux_dn: 0.851464 loss_giou_aux_dn: 2.160411 loss: 15.051535 eta: 2 days, 9:44:39 batch_cost: 0.5148 data_cost: 0.0014 ips: 7.7706 images/s [04/08 22:06:43] ppdet.engine INFO: Epoch: [29] [5500/7329] learning_rate: 0.000100 loss_class: 0.643373 loss_bbox: 0.144223 loss_giou: 0.436174 loss_class_aux: 4.104229 loss_bbox_aux: 0.946433 loss_giou_aux: 2.730241 loss_class_dn: 0.348522 loss_bbox_dn: 0.154504 loss_giou_dn: 0.434295 loss_class_aux_dn: 1.876493 loss_bbox_aux_dn: 0.944008 loss_giou_aux_dn: 2.332649 loss: 15.142679 eta: 2 days, 9:43:44 batch_cost: 0.5064 data_cost: 0.0013 ips: 7.8989 images/s [04/08 22:07:46] ppdet.engine INFO: Epoch: [29] [5600/7329] learning_rate: 0.000100 loss_class: 0.648516 loss_bbox: 0.161082 loss_giou: 0.400426 loss_class_aux: 4.118113 loss_bbox_aux: 1.063090 loss_giou_aux: 2.589663 loss_class_dn: 0.367228 loss_bbox_dn: 0.172660 loss_giou_dn: 0.432484 loss_class_aux_dn: 1.974536 loss_bbox_aux_dn: 1.030554 loss_giou_aux_dn: 2.449386 loss: 16.039394 eta: 2 days, 9:42:57 batch_cost: 0.5542 data_cost: 0.0018 ips: 7.2180 images/s [04/08 22:08:42] ppdet.engine INFO: Epoch: [29] [5700/7329] learning_rate: 0.000100 loss_class: 0.663677 loss_bbox: 0.153053 loss_giou: 0.395610 loss_class_aux: 4.061817 loss_bbox_aux: 1.051690 loss_giou_aux: 2.488364 loss_class_dn: 0.369466 loss_bbox_dn: 0.160218 loss_giou_dn: 0.403414 loss_class_aux_dn: 1.970529 loss_bbox_aux_dn: 0.958142 loss_giou_aux_dn: 2.173086 loss: 16.229240 eta: 2 days, 9:42:01 batch_cost: 0.5008 data_cost: 0.0014 ips: 7.9874 images/s [04/08 22:09:39] ppdet.engine INFO: Epoch: [29] [5800/7329] learning_rate: 0.000100 loss_class: 0.588562 loss_bbox: 0.148906 loss_giou: 0.348013 loss_class_aux: 3.698094 loss_bbox_aux: 0.967034 loss_giou_aux: 2.317198 loss_class_dn: 0.321559 loss_bbox_dn: 0.152547 loss_giou_dn: 0.355458 loss_class_aux_dn: 1.777083 loss_bbox_aux_dn: 0.953297 loss_giou_aux_dn: 1.984946 loss: 14.055670 eta: 2 days, 9:41:06 batch_cost: 0.5063 data_cost: 0.0014 ips: 7.8999 images/s [04/08 22:10:41] ppdet.engine INFO: Epoch: [29] [5900/7329] learning_rate: 0.000100 loss_class: 0.622578 loss_bbox: 0.145106 loss_giou: 0.398966 loss_class_aux: 3.927918 loss_bbox_aux: 0.950123 loss_giou_aux: 2.505212 loss_class_dn: 0.340832 loss_bbox_dn: 0.156408 loss_giou_dn: 0.397599 loss_class_aux_dn: 1.824201 loss_bbox_aux_dn: 0.946708 loss_giou_aux_dn: 2.204380 loss: 16.073696 eta: 2 days, 9:40:21 batch_cost: 0.5640 data_cost: 0.0013 ips: 7.0921 images/s [04/08 22:11:42] ppdet.engine INFO: Epoch: [29] [6000/7329] learning_rate: 0.000100 loss_class: 0.573128 loss_bbox: 0.135908 loss_giou: 0.360892 loss_class_aux: 3.659521 loss_bbox_aux: 0.891275 loss_giou_aux: 2.340023 loss_class_dn: 0.316422 loss_bbox_dn: 0.162395 loss_giou_dn: 0.342096 loss_class_aux_dn: 1.723519 loss_bbox_aux_dn: 0.956252 loss_giou_aux_dn: 1.920941 loss: 13.677750 eta: 2 days, 9:39:33 batch_cost: 0.5458 data_cost: 0.0013 ips: 7.3288 images/s [04/08 22:12:50] ppdet.engine INFO: Epoch: [29] [6100/7329] learning_rate: 0.000100 loss_class: 0.593758 loss_bbox: 0.147807 loss_giou: 0.381633 loss_class_aux: 3.793747 loss_bbox_aux: 0.954192 loss_giou_aux: 2.472753 loss_class_dn: 0.333951 loss_bbox_dn: 0.146209 loss_giou_dn: 0.376056 loss_class_aux_dn: 1.804377 loss_bbox_aux_dn: 0.833939 loss_giou_aux_dn: 2.044889 loss: 14.156607 eta: 2 days, 9:38:52 batch_cost: 0.5890 data_cost: 0.0016 ips: 6.7906 images/s [04/08 22:13:47] ppdet.engine INFO: Epoch: [29] [6200/7329] learning_rate: 0.000100 loss_class: 0.605967 loss_bbox: 0.141090 loss_giou: 0.386250 loss_class_aux: 3.777775 loss_bbox_aux: 0.945414 loss_giou_aux: 2.460703 loss_class_dn: 0.340322 loss_bbox_dn: 0.159432 loss_giou_dn: 0.376164 loss_class_aux_dn: 1.843870 loss_bbox_aux_dn: 0.909819 loss_giou_aux_dn: 2.113483 loss: 14.441010 eta: 2 days, 9:37:57 batch_cost: 0.5047 data_cost: 0.0016 ips: 7.9249 images/s [04/08 22:14:53] ppdet.engine INFO: Epoch: [29] [6300/7329] learning_rate: 0.000100 loss_class: 0.568039 loss_bbox: 0.139558 loss_giou: 0.347883 loss_class_aux: 3.502978 loss_bbox_aux: 0.913430 loss_giou_aux: 2.261666 loss_class_dn: 0.299528 loss_bbox_dn: 0.162395 loss_giou_dn: 0.342196 loss_class_aux_dn: 1.644434 loss_bbox_aux_dn: 0.953066 loss_giou_aux_dn: 1.908584 loss: 13.041512 eta: 2 days, 9:37:16 batch_cost: 0.5851 data_cost: 0.0018 ips: 6.8363 images/s [04/08 22:15:54] ppdet.engine INFO: Epoch: [29] [6400/7329] learning_rate: 0.000100 loss_class: 0.600912 loss_bbox: 0.134105 loss_giou: 0.378664 loss_class_aux: 3.821024 loss_bbox_aux: 0.906649 loss_giou_aux: 2.371455 loss_class_dn: 0.334480 loss_bbox_dn: 0.168182 loss_giou_dn: 0.379098 loss_class_aux_dn: 1.785940 loss_bbox_aux_dn: 0.974594 loss_giou_aux_dn: 2.115500 loss: 14.584300 eta: 2 days, 9:36:29 batch_cost: 0.5501 data_cost: 0.0013 ips: 7.2711 images/s [04/08 22:16:59] ppdet.engine INFO: Epoch: [29] [6500/7329] learning_rate: 0.000100 loss_class: 0.612843 loss_bbox: 0.146604 loss_giou: 0.422892 loss_class_aux: 3.900172 loss_bbox_aux: 0.982572 loss_giou_aux: 2.616343 loss_class_dn: 0.335637 loss_bbox_dn: 0.153305 loss_giou_dn: 0.408493 loss_class_aux_dn: 1.804508 loss_bbox_aux_dn: 0.951120 loss_giou_aux_dn: 2.285049 loss: 15.319083 eta: 2 days, 9:35:47 batch_cost: 0.5789 data_cost: 0.0014 ips: 6.9093 images/s [04/08 22:18:00] ppdet.engine INFO: Epoch: [29] [6600/7329] learning_rate: 0.000100 loss_class: 0.602491 loss_bbox: 0.138055 loss_giou: 0.385816 loss_class_aux: 3.733221 loss_bbox_aux: 0.944746 loss_giou_aux: 2.474844 loss_class_dn: 0.316447 loss_bbox_dn: 0.156746 loss_giou_dn: 0.378376 loss_class_aux_dn: 1.714041 loss_bbox_aux_dn: 0.956622 loss_giou_aux_dn: 2.161309 loss: 13.910793 eta: 2 days, 9:34:57 batch_cost: 0.5401 data_cost: 0.0013 ips: 7.4057 images/s [04/08 22:18:56] ppdet.engine INFO: Epoch: [29] [6700/7329] learning_rate: 0.000100 loss_class: 0.673899 loss_bbox: 0.151604 loss_giou: 0.435372 loss_class_aux: 4.181800 loss_bbox_aux: 1.004973 loss_giou_aux: 2.752153 loss_class_dn: 0.392114 loss_bbox_dn: 0.168292 loss_giou_dn: 0.439894 loss_class_aux_dn: 2.106328 loss_bbox_aux_dn: 0.982056 loss_giou_aux_dn: 2.431481 loss: 16.916157 eta: 2 days, 9:34:01 batch_cost: 0.5011 data_cost: 0.0014 ips: 7.9819 images/s [04/08 22:19:58] ppdet.engine INFO: Epoch: [29] [6800/7329] learning_rate: 0.000100 loss_class: 0.555138 loss_bbox: 0.145504 loss_giou: 0.351674 loss_class_aux: 3.590180 loss_bbox_aux: 0.957645 loss_giou_aux: 2.233586 loss_class_dn: 0.325568 loss_bbox_dn: 0.164947 loss_giou_dn: 0.354370 loss_class_aux_dn: 1.731808 loss_bbox_aux_dn: 0.998558 loss_giou_aux_dn: 1.991774 loss: 13.803588 eta: 2 days, 9:33:14 batch_cost: 0.5498 data_cost: 0.0015 ips: 7.2758 images/s [04/08 22:21:00] ppdet.engine INFO: Epoch: [29] [6900/7329] learning_rate: 0.000100 loss_class: 0.616382 loss_bbox: 0.160051 loss_giou: 0.444065 loss_class_aux: 3.999372 loss_bbox_aux: 1.047740 loss_giou_aux: 2.755527 loss_class_dn: 0.357430 loss_bbox_dn: 0.171941 loss_giou_dn: 0.437269 loss_class_aux_dn: 1.905634 loss_bbox_aux_dn: 1.046007 loss_giou_aux_dn: 2.335748 loss: 15.799076 eta: 2 days, 9:32:28 batch_cost: 0.5578 data_cost: 0.0015 ips: 7.1712 images/s [04/08 22:22:00] ppdet.engine INFO: Epoch: [29] [7000/7329] learning_rate: 0.000100 loss_class: 0.629901 loss_bbox: 0.146928 loss_giou: 0.423350 loss_class_aux: 4.018051 loss_bbox_aux: 0.994255 loss_giou_aux: 2.732651 loss_class_dn: 0.362111 loss_bbox_dn: 0.156459 loss_giou_dn: 0.419385 loss_class_aux_dn: 1.945105 loss_bbox_aux_dn: 0.910797 loss_giou_aux_dn: 2.283336 loss: 15.444736 eta: 2 days, 9:31:36 batch_cost: 0.5277 data_cost: 0.0015 ips: 7.5805 images/s [04/08 22:22:58] ppdet.engine INFO: Epoch: [29] [7100/7329] learning_rate: 0.000100 loss_class: 0.603131 loss_bbox: 0.137343 loss_giou: 0.414584 loss_class_aux: 3.825884 loss_bbox_aux: 0.898025 loss_giou_aux: 2.663964 loss_class_dn: 0.335538 loss_bbox_dn: 0.145423 loss_giou_dn: 0.380010 loss_class_aux_dn: 1.827812 loss_bbox_aux_dn: 0.850791 loss_giou_aux_dn: 2.095850 loss: 15.436255 eta: 2 days, 9:30:42 batch_cost: 0.5123 data_cost: 0.0014 ips: 7.8084 images/s [04/08 22:23:54] ppdet.engine INFO: Epoch: [29] [7200/7329] learning_rate: 0.000100 loss_class: 0.630386 loss_bbox: 0.153397 loss_giou: 0.411373 loss_class_aux: 3.868640 loss_bbox_aux: 1.009432 loss_giou_aux: 2.666595 loss_class_dn: 0.345931 loss_bbox_dn: 0.165408 loss_giou_dn: 0.401387 loss_class_aux_dn: 1.864176 loss_bbox_aux_dn: 0.979166 loss_giou_aux_dn: 2.300834 loss: 15.377628 eta: 2 days, 9:29:46 batch_cost: 0.4990 data_cost: 0.0014 ips: 8.0153 images/s [04/08 22:24:54] ppdet.engine INFO: Epoch: [29] [7300/7329] learning_rate: 0.000100 loss_class: 0.637223 loss_bbox: 0.128578 loss_giou: 0.384803 loss_class_aux: 4.019473 loss_bbox_aux: 0.863561 loss_giou_aux: 2.400810 loss_class_dn: 0.350927 loss_bbox_dn: 0.145414 loss_giou_dn: 0.384810 loss_class_aux_dn: 1.883144 loss_bbox_aux_dn: 0.881801 loss_giou_aux_dn: 2.113747 loss: 14.691131 eta: 2 days, 9:28:55 batch_cost: 0.5349 data_cost: 0.0014 ips: 7.4787 images/s [04/08 22:25:20] ppdet.engine INFO: Eval iter: 0 [04/08 22:25:47] ppdet.engine INFO: Eval iter: 100 [04/08 22:26:13] ppdet.engine INFO: Eval iter: 200 [04/08 22:26:39] ppdet.engine INFO: Eval iter: 300 [04/08 22:27:06] ppdet.engine INFO: Eval iter: 400 [04/08 22:27:33] ppdet.engine INFO: Eval iter: 500 [04/08 22:28:01] ppdet.engine INFO: Eval iter: 600 [04/08 22:28:34] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/08 22:28:34] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=19.05s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=110.28s). Accumulating evaluation results... DONE (t=27.59s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.516 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.699 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.555 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.317 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.643 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.531 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.754 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/08 22:31:17] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.703346882091736 [04/08 22:31:17] ppdet.engine INFO: Best test bbox ap is 0.516. [04/08 22:31:20] ppdet.engine INFO: Epoch: [30] [ 0/7329] learning_rate: 0.000100 loss_class: 0.603010 loss_bbox: 0.146997 loss_giou: 0.346681 loss_class_aux: 3.816440 loss_bbox_aux: 0.939425 loss_giou_aux: 2.272015 loss_class_dn: 0.322526 loss_bbox_dn: 0.152290 loss_giou_dn: 0.373772 loss_class_aux_dn: 1.712214 loss_bbox_aux_dn: 0.919541 loss_giou_aux_dn: 2.060353 loss: 14.303215 eta: 2 days, 9:28:46 batch_cost: 0.5735 data_cost: 0.0017 ips: 6.9753 images/s [04/08 22:32:16] ppdet.engine INFO: Epoch: [30] [ 100/7329] learning_rate: 0.000100 loss_class: 0.534121 loss_bbox: 0.134338 loss_giou: 0.357419 loss_class_aux: 3.367585 loss_bbox_aux: 0.875061 loss_giou_aux: 2.250739 loss_class_dn: 0.286996 loss_bbox_dn: 0.156977 loss_giou_dn: 0.350678 loss_class_aux_dn: 1.551252 loss_bbox_aux_dn: 0.879030 loss_giou_aux_dn: 1.941991 loss: 13.584064 eta: 2 days, 9:27:48 batch_cost: 0.4939 data_cost: 0.0014 ips: 8.0981 images/s [04/08 22:33:18] ppdet.engine INFO: Epoch: [30] [ 200/7329] learning_rate: 0.000100 loss_class: 0.608889 loss_bbox: 0.152246 loss_giou: 0.420225 loss_class_aux: 3.773830 loss_bbox_aux: 1.047335 loss_giou_aux: 2.622508 loss_class_dn: 0.326012 loss_bbox_dn: 0.140151 loss_giou_dn: 0.401752 loss_class_aux_dn: 1.747608 loss_bbox_aux_dn: 0.865552 loss_giou_aux_dn: 2.246465 loss: 15.171291 eta: 2 days, 9:27:00 batch_cost: 0.5485 data_cost: 0.0016 ips: 7.2922 images/s [04/08 22:34:20] ppdet.engine INFO: Epoch: [30] [ 300/7329] learning_rate: 0.000100 loss_class: 0.583818 loss_bbox: 0.152095 loss_giou: 0.400962 loss_class_aux: 3.712939 loss_bbox_aux: 0.978013 loss_giou_aux: 2.542919 loss_class_dn: 0.340252 loss_bbox_dn: 0.160895 loss_giou_dn: 0.405862 loss_class_aux_dn: 1.807629 loss_bbox_aux_dn: 0.964082 loss_giou_aux_dn: 2.208049 loss: 15.253574 eta: 2 days, 9:26:14 batch_cost: 0.5578 data_cost: 0.0016 ips: 7.1707 images/s [04/08 22:35:19] ppdet.engine INFO: Epoch: [30] [ 400/7329] learning_rate: 0.000100 loss_class: 0.588284 loss_bbox: 0.141264 loss_giou: 0.405421 loss_class_aux: 3.709732 loss_bbox_aux: 0.981497 loss_giou_aux: 2.617663 loss_class_dn: 0.353888 loss_bbox_dn: 0.166336 loss_giou_dn: 0.407998 loss_class_aux_dn: 1.910383 loss_bbox_aux_dn: 0.970248 loss_giou_aux_dn: 2.313525 loss: 15.433699 eta: 2 days, 9:25:23 batch_cost: 0.5301 data_cost: 0.0013 ips: 7.5454 images/s [04/08 22:36:20] ppdet.engine INFO: Epoch: [30] [ 500/7329] learning_rate: 0.000100 loss_class: 0.601912 loss_bbox: 0.140865 loss_giou: 0.409511 loss_class_aux: 3.639844 loss_bbox_aux: 0.927806 loss_giou_aux: 2.609825 loss_class_dn: 0.329272 loss_bbox_dn: 0.142153 loss_giou_dn: 0.375457 loss_class_aux_dn: 1.799041 loss_bbox_aux_dn: 0.849534 loss_giou_aux_dn: 2.107051 loss: 14.314734 eta: 2 days, 9:24:36 batch_cost: 0.5510 data_cost: 0.0013 ips: 7.2595 images/s [04/08 22:37:20] ppdet.engine INFO: Epoch: [30] [ 600/7329] learning_rate: 0.000100 loss_class: 0.634582 loss_bbox: 0.152664 loss_giou: 0.387134 loss_class_aux: 3.849236 loss_bbox_aux: 1.018043 loss_giou_aux: 2.480632 loss_class_dn: 0.363900 loss_bbox_dn: 0.172836 loss_giou_dn: 0.394745 loss_class_aux_dn: 1.934374 loss_bbox_aux_dn: 1.045352 loss_giou_aux_dn: 2.190194 loss: 15.139555 eta: 2 days, 9:23:46 batch_cost: 0.5366 data_cost: 0.0013 ips: 7.4540 images/s [04/08 22:38:17] ppdet.engine INFO: Epoch: [30] [ 700/7329] learning_rate: 0.000100 loss_class: 0.512185 loss_bbox: 0.132809 loss_giou: 0.383785 loss_class_aux: 3.265459 loss_bbox_aux: 0.880163 loss_giou_aux: 2.359922 loss_class_dn: 0.309389 loss_bbox_dn: 0.159753 loss_giou_dn: 0.368208 loss_class_aux_dn: 1.646651 loss_bbox_aux_dn: 0.900002 loss_giou_aux_dn: 2.076446 loss: 13.077707 eta: 2 days, 9:22:51 batch_cost: 0.5072 data_cost: 0.0014 ips: 7.8868 images/s [04/08 22:39:12] ppdet.engine INFO: Epoch: [30] [ 800/7329] learning_rate: 0.000100 loss_class: 0.496193 loss_bbox: 0.145114 loss_giou: 0.322196 loss_class_aux: 3.162571 loss_bbox_aux: 0.983454 loss_giou_aux: 1.993449 loss_class_dn: 0.279194 loss_bbox_dn: 0.170808 loss_giou_dn: 0.314073 loss_class_aux_dn: 1.499187 loss_bbox_aux_dn: 1.023631 loss_giou_aux_dn: 1.721877 loss: 12.328095 eta: 2 days, 9:21:53 batch_cost: 0.4873 data_cost: 0.0013 ips: 8.2085 images/s [04/08 22:40:09] ppdet.engine INFO: Epoch: [30] [ 900/7329] learning_rate: 0.000100 loss_class: 0.622893 loss_bbox: 0.158504 loss_giou: 0.504881 loss_class_aux: 3.955329 loss_bbox_aux: 1.010388 loss_giou_aux: 3.207844 loss_class_dn: 0.368072 loss_bbox_dn: 0.141727 loss_giou_dn: 0.461947 loss_class_aux_dn: 1.988092 loss_bbox_aux_dn: 0.833731 loss_giou_aux_dn: 2.557012 loss: 16.361010 eta: 2 days, 9:20:57 batch_cost: 0.5035 data_cost: 0.0015 ips: 7.9441 images/s [04/08 22:41:04] ppdet.engine INFO: Epoch: [30] [1000/7329] learning_rate: 0.000100 loss_class: 0.590999 loss_bbox: 0.132443 loss_giou: 0.415679 loss_class_aux: 3.698366 loss_bbox_aux: 0.906964 loss_giou_aux: 2.585029 loss_class_dn: 0.341118 loss_bbox_dn: 0.148755 loss_giou_dn: 0.375023 loss_class_aux_dn: 1.818092 loss_bbox_aux_dn: 0.913440 loss_giou_aux_dn: 2.096361 loss: 14.075180 eta: 2 days, 9:19:58 batch_cost: 0.4875 data_cost: 0.0014 ips: 8.2058 images/s [04/08 22:42:01] ppdet.engine INFO: Epoch: [30] [1100/7329] learning_rate: 0.000100 loss_class: 0.514954 loss_bbox: 0.131426 loss_giou: 0.326426 loss_class_aux: 3.282223 loss_bbox_aux: 0.882622 loss_giou_aux: 2.050378 loss_class_dn: 0.273633 loss_bbox_dn: 0.150019 loss_giou_dn: 0.309143 loss_class_aux_dn: 1.487311 loss_bbox_aux_dn: 0.922310 loss_giou_aux_dn: 1.724966 loss: 12.448524 eta: 2 days, 9:19:03 batch_cost: 0.5060 data_cost: 0.0016 ips: 7.9053 images/s [04/08 22:42:58] ppdet.engine INFO: Epoch: [30] [1200/7329] learning_rate: 0.000100 loss_class: 0.535853 loss_bbox: 0.129251 loss_giou: 0.426424 loss_class_aux: 3.378428 loss_bbox_aux: 0.817455 loss_giou_aux: 2.624763 loss_class_dn: 0.308850 loss_bbox_dn: 0.130035 loss_giou_dn: 0.379529 loss_class_aux_dn: 1.663773 loss_bbox_aux_dn: 0.781913 loss_giou_aux_dn: 2.061947 loss: 13.208511 eta: 2 days, 9:18:07 batch_cost: 0.5040 data_cost: 0.0016 ips: 7.9372 images/s [04/08 22:44:00] ppdet.engine INFO: Epoch: [30] [1300/7329] learning_rate: 0.000100 loss_class: 0.530477 loss_bbox: 0.137544 loss_giou: 0.333802 loss_class_aux: 3.599648 loss_bbox_aux: 0.875907 loss_giou_aux: 2.060398 loss_class_dn: 0.290931 loss_bbox_dn: 0.135321 loss_giou_dn: 0.310180 loss_class_aux_dn: 1.617873 loss_bbox_aux_dn: 0.871128 loss_giou_aux_dn: 1.755694 loss: 13.353815 eta: 2 days, 9:17:21 batch_cost: 0.5547 data_cost: 0.0014 ips: 7.2113 images/s [04/08 22:44:57] ppdet.engine INFO: Epoch: [30] [1400/7329] learning_rate: 0.000100 loss_class: 0.627297 loss_bbox: 0.156836 loss_giou: 0.403226 loss_class_aux: 3.863521 loss_bbox_aux: 1.037068 loss_giou_aux: 2.606878 loss_class_dn: 0.331952 loss_bbox_dn: 0.160233 loss_giou_dn: 0.365875 loss_class_aux_dn: 1.760401 loss_bbox_aux_dn: 0.935303 loss_giou_aux_dn: 2.109354 loss: 14.874362 eta: 2 days, 9:16:24 batch_cost: 0.4979 data_cost: 0.0014 ips: 8.0344 images/s [04/08 22:45:52] ppdet.engine INFO: Epoch: [30] [1500/7329] learning_rate: 0.000100 loss_class: 0.646067 loss_bbox: 0.150066 loss_giou: 0.460468 loss_class_aux: 4.134978 loss_bbox_aux: 1.023345 loss_giou_aux: 2.913707 loss_class_dn: 0.357101 loss_bbox_dn: 0.166549 loss_giou_dn: 0.453804 loss_class_aux_dn: 1.946291 loss_bbox_aux_dn: 0.983461 loss_giou_aux_dn: 2.470552 loss: 16.163872 eta: 2 days, 9:15:26 batch_cost: 0.4925 data_cost: 0.0014 ips: 8.1211 images/s [04/08 22:46:52] ppdet.engine INFO: Epoch: [30] [1600/7329] learning_rate: 0.000100 loss_class: 0.506233 loss_bbox: 0.115671 loss_giou: 0.312849 loss_class_aux: 3.292174 loss_bbox_aux: 0.803261 loss_giou_aux: 1.941385 loss_class_dn: 0.295229 loss_bbox_dn: 0.139916 loss_giou_dn: 0.307252 loss_class_aux_dn: 1.601525 loss_bbox_aux_dn: 0.852367 loss_giou_aux_dn: 1.715954 loss: 12.215696 eta: 2 days, 9:14:36 batch_cost: 0.5360 data_cost: 0.0013 ips: 7.4628 images/s [04/08 22:47:53] ppdet.engine INFO: Epoch: [30] [1700/7329] learning_rate: 0.000100 loss_class: 0.597861 loss_bbox: 0.133406 loss_giou: 0.354307 loss_class_aux: 3.912407 loss_bbox_aux: 0.928431 loss_giou_aux: 2.329253 loss_class_dn: 0.318221 loss_bbox_dn: 0.134538 loss_giou_dn: 0.356563 loss_class_aux_dn: 1.766449 loss_bbox_aux_dn: 0.836338 loss_giou_aux_dn: 2.020916 loss: 14.921432 eta: 2 days, 9:13:47 batch_cost: 0.5401 data_cost: 0.0016 ips: 7.4063 images/s [04/08 22:48:49] ppdet.engine INFO: Epoch: [30] [1800/7329] learning_rate: 0.000100 loss_class: 0.611754 loss_bbox: 0.148439 loss_giou: 0.431574 loss_class_aux: 3.849175 loss_bbox_aux: 0.953538 loss_giou_aux: 2.716148 loss_class_dn: 0.348330 loss_bbox_dn: 0.178697 loss_giou_dn: 0.388961 loss_class_aux_dn: 1.842149 loss_bbox_aux_dn: 1.011845 loss_giou_aux_dn: 2.143714 loss: 15.720230 eta: 2 days, 9:12:50 batch_cost: 0.4969 data_cost: 0.0014 ips: 8.0496 images/s [04/08 22:49:45] ppdet.engine INFO: Epoch: [30] [1900/7329] learning_rate: 0.000100 loss_class: 0.586511 loss_bbox: 0.155665 loss_giou: 0.371761 loss_class_aux: 3.715588 loss_bbox_aux: 1.000223 loss_giou_aux: 2.375891 loss_class_dn: 0.318698 loss_bbox_dn: 0.183991 loss_giou_dn: 0.389538 loss_class_aux_dn: 1.681043 loss_bbox_aux_dn: 1.062115 loss_giou_aux_dn: 2.096260 loss: 14.486410 eta: 2 days, 9:11:53 batch_cost: 0.4928 data_cost: 0.0013 ips: 8.1161 images/s [04/08 22:50:43] ppdet.engine INFO: Epoch: [30] [2000/7329] learning_rate: 0.000100 loss_class: 0.648624 loss_bbox: 0.157339 loss_giou: 0.514408 loss_class_aux: 4.134711 loss_bbox_aux: 0.984977 loss_giou_aux: 3.299006 loss_class_dn: 0.387989 loss_bbox_dn: 0.167313 loss_giou_dn: 0.490511 loss_class_aux_dn: 2.046546 loss_bbox_aux_dn: 0.968213 loss_giou_aux_dn: 2.660197 loss: 16.905386 eta: 2 days, 9:11:00 batch_cost: 0.5190 data_cost: 0.0014 ips: 7.7065 images/s [04/08 22:51:43] ppdet.engine INFO: Epoch: [30] [2100/7329] learning_rate: 0.000100 loss_class: 0.582895 loss_bbox: 0.140302 loss_giou: 0.412479 loss_class_aux: 3.577519 loss_bbox_aux: 0.924793 loss_giou_aux: 2.569259 loss_class_dn: 0.307567 loss_bbox_dn: 0.154235 loss_giou_dn: 0.370720 loss_class_aux_dn: 1.683924 loss_bbox_aux_dn: 0.907780 loss_giou_aux_dn: 2.104536 loss: 13.894487 eta: 2 days, 9:10:10 batch_cost: 0.5393 data_cost: 0.0016 ips: 7.4168 images/s [04/08 22:52:43] ppdet.engine INFO: Epoch: [30] [2200/7329] learning_rate: 0.000100 loss_class: 0.542582 loss_bbox: 0.123576 loss_giou: 0.366540 loss_class_aux: 3.453466 loss_bbox_aux: 0.832876 loss_giou_aux: 2.312244 loss_class_dn: 0.328071 loss_bbox_dn: 0.148422 loss_giou_dn: 0.362338 loss_class_aux_dn: 1.745947 loss_bbox_aux_dn: 0.864591 loss_giou_aux_dn: 2.081834 loss: 14.478502 eta: 2 days, 9:09:21 batch_cost: 0.5392 data_cost: 0.0013 ips: 7.4181 images/s [04/08 22:53:43] ppdet.engine INFO: Epoch: [30] [2300/7329] learning_rate: 0.000100 loss_class: 0.620026 loss_bbox: 0.146150 loss_giou: 0.359837 loss_class_aux: 3.784270 loss_bbox_aux: 0.979673 loss_giou_aux: 2.271695 loss_class_dn: 0.326811 loss_bbox_dn: 0.172767 loss_giou_dn: 0.359923 loss_class_aux_dn: 1.777394 loss_bbox_aux_dn: 1.022154 loss_giou_aux_dn: 2.062672 loss: 14.170490 eta: 2 days, 9:08:30 batch_cost: 0.5327 data_cost: 0.0013 ips: 7.5087 images/s [04/08 22:54:39] ppdet.engine INFO: Epoch: [30] [2400/7329] learning_rate: 0.000100 loss_class: 0.581691 loss_bbox: 0.143883 loss_giou: 0.398252 loss_class_aux: 3.738352 loss_bbox_aux: 0.960571 loss_giou_aux: 2.480226 loss_class_dn: 0.342171 loss_bbox_dn: 0.157164 loss_giou_dn: 0.374503 loss_class_aux_dn: 1.861889 loss_bbox_aux_dn: 0.909896 loss_giou_aux_dn: 2.072425 loss: 14.149456 eta: 2 days, 9:07:35 batch_cost: 0.5031 data_cost: 0.0013 ips: 7.9510 images/s [04/08 22:55:34] ppdet.engine INFO: Epoch: [30] [2500/7329] learning_rate: 0.000100 loss_class: 0.674385 loss_bbox: 0.144808 loss_giou: 0.463788 loss_class_aux: 4.032976 loss_bbox_aux: 0.965065 loss_giou_aux: 2.924405 loss_class_dn: 0.369138 loss_bbox_dn: 0.157205 loss_giou_dn: 0.437739 loss_class_aux_dn: 2.020713 loss_bbox_aux_dn: 0.955312 loss_giou_aux_dn: 2.419398 loss: 16.048988 eta: 2 days, 9:06:36 batch_cost: 0.4864 data_cost: 0.0016 ips: 8.2229 images/s [04/08 22:56:29] ppdet.engine INFO: Epoch: [30] [2600/7329] learning_rate: 0.000100 loss_class: 0.581993 loss_bbox: 0.139786 loss_giou: 0.370026 loss_class_aux: 3.669770 loss_bbox_aux: 0.958002 loss_giou_aux: 2.500908 loss_class_dn: 0.344370 loss_bbox_dn: 0.157771 loss_giou_dn: 0.371148 loss_class_aux_dn: 1.838764 loss_bbox_aux_dn: 0.995878 loss_giou_aux_dn: 2.058521 loss: 14.695272 eta: 2 days, 9:05:37 batch_cost: 0.4844 data_cost: 0.0014 ips: 8.2571 images/s [04/08 22:57:22] ppdet.engine INFO: Epoch: [30] [2700/7329] learning_rate: 0.000100 loss_class: 0.595752 loss_bbox: 0.137048 loss_giou: 0.415673 loss_class_aux: 3.885484 loss_bbox_aux: 0.907612 loss_giou_aux: 2.593099 loss_class_dn: 0.368658 loss_bbox_dn: 0.156140 loss_giou_dn: 0.415618 loss_class_aux_dn: 1.932108 loss_bbox_aux_dn: 0.910332 loss_giou_aux_dn: 2.278089 loss: 15.518108 eta: 2 days, 9:04:36 batch_cost: 0.4770 data_cost: 0.0013 ips: 8.3859 images/s [04/08 22:58:20] ppdet.engine INFO: Epoch: [30] [2800/7329] learning_rate: 0.000100 loss_class: 0.616388 loss_bbox: 0.142327 loss_giou: 0.471008 loss_class_aux: 4.032378 loss_bbox_aux: 0.914852 loss_giou_aux: 3.048804 loss_class_dn: 0.361168 loss_bbox_dn: 0.146292 loss_giou_dn: 0.429720 loss_class_aux_dn: 1.929492 loss_bbox_aux_dn: 0.859061 loss_giou_aux_dn: 2.335466 loss: 16.186943 eta: 2 days, 9:03:43 batch_cost: 0.5160 data_cost: 0.0014 ips: 7.7519 images/s [04/08 22:59:19] ppdet.engine INFO: Epoch: [30] [2900/7329] learning_rate: 0.000100 loss_class: 0.617743 loss_bbox: 0.137774 loss_giou: 0.370757 loss_class_aux: 3.849794 loss_bbox_aux: 0.890954 loss_giou_aux: 2.387515 loss_class_dn: 0.322627 loss_bbox_dn: 0.145632 loss_giou_dn: 0.362944 loss_class_aux_dn: 1.728353 loss_bbox_aux_dn: 0.865591 loss_giou_aux_dn: 2.014242 loss: 14.588282 eta: 2 days, 9:02:51 batch_cost: 0.5265 data_cost: 0.0014 ips: 7.5980 images/s [04/08 23:00:22] ppdet.engine INFO: Epoch: [30] [3000/7329] learning_rate: 0.000100 loss_class: 0.582076 loss_bbox: 0.135418 loss_giou: 0.385242 loss_class_aux: 3.794704 loss_bbox_aux: 0.902378 loss_giou_aux: 2.411794 loss_class_dn: 0.327045 loss_bbox_dn: 0.145847 loss_giou_dn: 0.376564 loss_class_aux_dn: 1.750181 loss_bbox_aux_dn: 0.858828 loss_giou_aux_dn: 2.100523 loss: 14.161920 eta: 2 days, 9:02:07 batch_cost: 0.5647 data_cost: 0.0016 ips: 7.0835 images/s [04/08 23:01:21] ppdet.engine INFO: Epoch: [30] [3100/7329] learning_rate: 0.000100 loss_class: 0.685649 loss_bbox: 0.163960 loss_giou: 0.459903 loss_class_aux: 4.310454 loss_bbox_aux: 1.097565 loss_giou_aux: 2.847004 loss_class_dn: 0.385992 loss_bbox_dn: 0.180819 loss_giou_dn: 0.449352 loss_class_aux_dn: 2.061717 loss_bbox_aux_dn: 1.040734 loss_giou_aux_dn: 2.464590 loss: 16.458824 eta: 2 days, 9:01:14 batch_cost: 0.5187 data_cost: 0.0015 ips: 7.7120 images/s [04/08 23:02:18] ppdet.engine INFO: Epoch: [30] [3200/7329] learning_rate: 0.000100 loss_class: 0.536990 loss_bbox: 0.138631 loss_giou: 0.371306 loss_class_aux: 3.472914 loss_bbox_aux: 0.942230 loss_giou_aux: 2.362181 loss_class_dn: 0.319795 loss_bbox_dn: 0.156712 loss_giou_dn: 0.356638 loss_class_aux_dn: 1.739118 loss_bbox_aux_dn: 0.943772 loss_giou_aux_dn: 1.992556 loss: 13.591035 eta: 2 days, 9:00:19 batch_cost: 0.5086 data_cost: 0.0014 ips: 7.8646 images/s [04/08 23:03:13] ppdet.engine INFO: Epoch: [30] [3300/7329] learning_rate: 0.000100 loss_class: 0.595257 loss_bbox: 0.153386 loss_giou: 0.423839 loss_class_aux: 3.808750 loss_bbox_aux: 0.951874 loss_giou_aux: 2.666776 loss_class_dn: 0.340515 loss_bbox_dn: 0.168528 loss_giou_dn: 0.403303 loss_class_aux_dn: 1.848137 loss_bbox_aux_dn: 0.983627 loss_giou_aux_dn: 2.219675 loss: 14.956556 eta: 2 days, 8:59:20 batch_cost: 0.4886 data_cost: 0.0013 ips: 8.1866 images/s [04/08 23:04:12] ppdet.engine INFO: Epoch: [30] [3400/7329] learning_rate: 0.000100 loss_class: 0.597693 loss_bbox: 0.131476 loss_giou: 0.369284 loss_class_aux: 3.832113 loss_bbox_aux: 0.885404 loss_giou_aux: 2.395064 loss_class_dn: 0.332586 loss_bbox_dn: 0.144367 loss_giou_dn: 0.366116 loss_class_aux_dn: 1.777014 loss_bbox_aux_dn: 0.884466 loss_giou_aux_dn: 2.035969 loss: 13.662528 eta: 2 days, 8:58:29 batch_cost: 0.5248 data_cost: 0.0014 ips: 7.6217 images/s [04/08 23:05:09] ppdet.engine INFO: Epoch: [30] [3500/7329] learning_rate: 0.000100 loss_class: 0.580703 loss_bbox: 0.146955 loss_giou: 0.383348 loss_class_aux: 3.757930 loss_bbox_aux: 0.989210 loss_giou_aux: 2.472143 loss_class_dn: 0.329748 loss_bbox_dn: 0.185905 loss_giou_dn: 0.376884 loss_class_aux_dn: 1.783841 loss_bbox_aux_dn: 1.088205 loss_giou_aux_dn: 2.031737 loss: 15.102199 eta: 2 days, 8:57:34 batch_cost: 0.5071 data_cost: 0.0013 ips: 7.8883 images/s [04/08 23:06:04] ppdet.engine INFO: Epoch: [30] [3600/7329] learning_rate: 0.000100 loss_class: 0.586780 loss_bbox: 0.149330 loss_giou: 0.331371 loss_class_aux: 3.851514 loss_bbox_aux: 1.015245 loss_giou_aux: 2.195861 loss_class_dn: 0.308991 loss_bbox_dn: 0.172896 loss_giou_dn: 0.349964 loss_class_aux_dn: 1.672702 loss_bbox_aux_dn: 1.038343 loss_giou_aux_dn: 1.935556 loss: 13.920954 eta: 2 days, 8:56:35 batch_cost: 0.4866 data_cost: 0.0014 ips: 8.2196 images/s [04/08 23:07:00] ppdet.engine INFO: Epoch: [30] [3700/7329] learning_rate: 0.000100 loss_class: 0.597318 loss_bbox: 0.148204 loss_giou: 0.406282 loss_class_aux: 3.699304 loss_bbox_aux: 0.970344 loss_giou_aux: 2.626253 loss_class_dn: 0.335997 loss_bbox_dn: 0.147893 loss_giou_dn: 0.394615 loss_class_aux_dn: 1.811508 loss_bbox_aux_dn: 0.844522 loss_giou_aux_dn: 2.248638 loss: 15.013169 eta: 2 days, 8:55:39 batch_cost: 0.5001 data_cost: 0.0014 ips: 7.9977 images/s [04/08 23:07:58] ppdet.engine INFO: Epoch: [30] [3800/7329] learning_rate: 0.000100 loss_class: 0.551305 loss_bbox: 0.136196 loss_giou: 0.348375 loss_class_aux: 3.538863 loss_bbox_aux: 0.955839 loss_giou_aux: 2.197182 loss_class_dn: 0.332495 loss_bbox_dn: 0.162845 loss_giou_dn: 0.337221 loss_class_aux_dn: 1.763470 loss_bbox_aux_dn: 0.997364 loss_giou_aux_dn: 1.870318 loss: 13.688912 eta: 2 days, 8:54:43 batch_cost: 0.5053 data_cost: 0.0015 ips: 7.9167 images/s [04/08 23:08:53] ppdet.engine INFO: Epoch: [30] [3900/7329] learning_rate: 0.000100 loss_class: 0.599863 loss_bbox: 0.131464 loss_giou: 0.426171 loss_class_aux: 3.893970 loss_bbox_aux: 0.879361 loss_giou_aux: 2.797497 loss_class_dn: 0.331534 loss_bbox_dn: 0.149677 loss_giou_dn: 0.428531 loss_class_aux_dn: 1.748511 loss_bbox_aux_dn: 0.898020 loss_giou_aux_dn: 2.331372 loss: 14.045321 eta: 2 days, 8:53:45 batch_cost: 0.4861 data_cost: 0.0014 ips: 8.2284 images/s [04/08 23:09:48] ppdet.engine INFO: Epoch: [30] [4000/7329] learning_rate: 0.000100 loss_class: 0.615618 loss_bbox: 0.143108 loss_giou: 0.432883 loss_class_aux: 3.851194 loss_bbox_aux: 0.950860 loss_giou_aux: 2.719950 loss_class_dn: 0.358914 loss_bbox_dn: 0.143065 loss_giou_dn: 0.422105 loss_class_aux_dn: 1.897724 loss_bbox_aux_dn: 0.815924 loss_giou_aux_dn: 2.275544 loss: 14.973623 eta: 2 days, 8:52:46 batch_cost: 0.4879 data_cost: 0.0013 ips: 8.1989 images/s [04/08 23:10:42] ppdet.engine INFO: Epoch: [30] [4100/7329] learning_rate: 0.000100 loss_class: 0.548663 loss_bbox: 0.135622 loss_giou: 0.369780 loss_class_aux: 3.484485 loss_bbox_aux: 0.910316 loss_giou_aux: 2.248288 loss_class_dn: 0.303001 loss_bbox_dn: 0.141975 loss_giou_dn: 0.356722 loss_class_aux_dn: 1.654250 loss_bbox_aux_dn: 0.835299 loss_giou_aux_dn: 1.943345 loss: 12.810414 eta: 2 days, 8:51:47 batch_cost: 0.4838 data_cost: 0.0013 ips: 8.2681 images/s [04/08 23:11:38] ppdet.engine INFO: Epoch: [30] [4200/7329] learning_rate: 0.000100 loss_class: 0.687092 loss_bbox: 0.144445 loss_giou: 0.428930 loss_class_aux: 4.322606 loss_bbox_aux: 0.898315 loss_giou_aux: 2.772790 loss_class_dn: 0.349490 loss_bbox_dn: 0.170579 loss_giou_dn: 0.416430 loss_class_aux_dn: 1.888648 loss_bbox_aux_dn: 1.015904 loss_giou_aux_dn: 2.345995 loss: 15.876764 eta: 2 days, 8:50:51 batch_cost: 0.4986 data_cost: 0.0015 ips: 8.0223 images/s [04/08 23:12:48] ppdet.engine INFO: Epoch: [30] [4300/7329] learning_rate: 0.000100 loss_class: 0.579646 loss_bbox: 0.129453 loss_giou: 0.331047 loss_class_aux: 3.664630 loss_bbox_aux: 0.855545 loss_giou_aux: 2.181347 loss_class_dn: 0.329831 loss_bbox_dn: 0.141256 loss_giou_dn: 0.339693 loss_class_aux_dn: 1.754197 loss_bbox_aux_dn: 0.859928 loss_giou_aux_dn: 1.896156 loss: 13.847439 eta: 2 days, 8:50:17 batch_cost: 0.6303 data_cost: 0.0013 ips: 6.3457 images/s [04/08 23:13:51] ppdet.engine INFO: Epoch: [30] [4400/7329] learning_rate: 0.000100 loss_class: 0.546623 loss_bbox: 0.128473 loss_giou: 0.334530 loss_class_aux: 3.425103 loss_bbox_aux: 0.835766 loss_giou_aux: 2.116701 loss_class_dn: 0.307938 loss_bbox_dn: 0.141984 loss_giou_dn: 0.321633 loss_class_aux_dn: 1.624157 loss_bbox_aux_dn: 0.882058 loss_giou_aux_dn: 1.844004 loss: 13.117635 eta: 2 days, 8:49:32 batch_cost: 0.5650 data_cost: 0.0014 ips: 7.0794 images/s [04/08 23:14:50] ppdet.engine INFO: Epoch: [30] [4500/7329] learning_rate: 0.000100 loss_class: 0.639028 loss_bbox: 0.147093 loss_giou: 0.443984 loss_class_aux: 4.168080 loss_bbox_aux: 0.955574 loss_giou_aux: 2.815425 loss_class_dn: 0.352964 loss_bbox_dn: 0.159632 loss_giou_dn: 0.416610 loss_class_aux_dn: 1.911100 loss_bbox_aux_dn: 0.934442 loss_giou_aux_dn: 2.248646 loss: 15.190289 eta: 2 days, 8:48:41 batch_cost: 0.5298 data_cost: 0.0014 ips: 7.5495 images/s [04/08 23:15:47] ppdet.engine INFO: Epoch: [30] [4600/7329] learning_rate: 0.000100 loss_class: 0.502423 loss_bbox: 0.132628 loss_giou: 0.326963 loss_class_aux: 3.243075 loss_bbox_aux: 0.878383 loss_giou_aux: 2.091408 loss_class_dn: 0.299814 loss_bbox_dn: 0.151420 loss_giou_dn: 0.321165 loss_class_aux_dn: 1.623841 loss_bbox_aux_dn: 0.886812 loss_giou_aux_dn: 1.822833 loss: 13.178844 eta: 2 days, 8:47:46 batch_cost: 0.5048 data_cost: 0.0014 ips: 7.9244 images/s [04/08 23:16:50] ppdet.engine INFO: Epoch: [30] [4700/7329] learning_rate: 0.000100 loss_class: 0.637025 loss_bbox: 0.145278 loss_giou: 0.377378 loss_class_aux: 3.989180 loss_bbox_aux: 0.972077 loss_giou_aux: 2.344969 loss_class_dn: 0.334872 loss_bbox_dn: 0.163109 loss_giou_dn: 0.367409 loss_class_aux_dn: 1.793806 loss_bbox_aux_dn: 0.991594 loss_giou_aux_dn: 2.030138 loss: 14.520717 eta: 2 days, 8:47:00 batch_cost: 0.5572 data_cost: 0.0018 ips: 7.1784 images/s [04/08 23:17:50] ppdet.engine INFO: Epoch: [30] [4800/7329] learning_rate: 0.000100 loss_class: 0.578610 loss_bbox: 0.155021 loss_giou: 0.369282 loss_class_aux: 3.718151 loss_bbox_aux: 1.026023 loss_giou_aux: 2.402742 loss_class_dn: 0.340146 loss_bbox_dn: 0.163195 loss_giou_dn: 0.362162 loss_class_aux_dn: 1.800249 loss_bbox_aux_dn: 0.988232 loss_giou_aux_dn: 1.995644 loss: 14.004541 eta: 2 days, 8:46:11 batch_cost: 0.5404 data_cost: 0.0013 ips: 7.4024 images/s [04/08 23:18:45] ppdet.engine INFO: Epoch: [30] [4900/7329] learning_rate: 0.000100 loss_class: 0.590068 loss_bbox: 0.158769 loss_giou: 0.436333 loss_class_aux: 3.825911 loss_bbox_aux: 0.996853 loss_giou_aux: 2.668853 loss_class_dn: 0.346450 loss_bbox_dn: 0.169726 loss_giou_dn: 0.413399 loss_class_aux_dn: 1.864331 loss_bbox_aux_dn: 1.033255 loss_giou_aux_dn: 2.238045 loss: 15.526335 eta: 2 days, 8:45:13 batch_cost: 0.4904 data_cost: 0.0013 ips: 8.1562 images/s [04/08 23:19:49] ppdet.engine INFO: Epoch: [30] [5000/7329] learning_rate: 0.000100 loss_class: 0.549757 loss_bbox: 0.130785 loss_giou: 0.459049 loss_class_aux: 3.680749 loss_bbox_aux: 0.875730 loss_giou_aux: 2.893122 loss_class_dn: 0.357324 loss_bbox_dn: 0.138633 loss_giou_dn: 0.427435 loss_class_aux_dn: 1.934932 loss_bbox_aux_dn: 0.822139 loss_giou_aux_dn: 2.346897 loss: 15.457205 eta: 2 days, 8:44:29 batch_cost: 0.5696 data_cost: 0.0014 ips: 7.0229 images/s [04/08 23:20:45] ppdet.engine INFO: Epoch: [30] [5100/7329] learning_rate: 0.000100 loss_class: 0.644899 loss_bbox: 0.157196 loss_giou: 0.407889 loss_class_aux: 3.898280 loss_bbox_aux: 1.019883 loss_giou_aux: 2.709066 loss_class_dn: 0.356645 loss_bbox_dn: 0.178278 loss_giou_dn: 0.422674 loss_class_aux_dn: 1.911174 loss_bbox_aux_dn: 1.024407 loss_giou_aux_dn: 2.288047 loss: 15.268730 eta: 2 days, 8:43:32 batch_cost: 0.4996 data_cost: 0.0014 ips: 8.0060 images/s [04/08 23:21:43] ppdet.engine INFO: Epoch: [30] [5200/7329] learning_rate: 0.000100 loss_class: 0.664509 loss_bbox: 0.165173 loss_giou: 0.468305 loss_class_aux: 4.185821 loss_bbox_aux: 1.097970 loss_giou_aux: 2.957960 loss_class_dn: 0.363734 loss_bbox_dn: 0.170170 loss_giou_dn: 0.447179 loss_class_aux_dn: 1.976213 loss_bbox_aux_dn: 0.987100 loss_giou_aux_dn: 2.420726 loss: 16.212461 eta: 2 days, 8:42:39 batch_cost: 0.5146 data_cost: 0.0014 ips: 7.7735 images/s [04/08 23:22:44] ppdet.engine INFO: Epoch: [30] [5300/7329] learning_rate: 0.000100 loss_class: 0.570280 loss_bbox: 0.154638 loss_giou: 0.424270 loss_class_aux: 3.701330 loss_bbox_aux: 1.001026 loss_giou_aux: 2.659696 loss_class_dn: 0.340080 loss_bbox_dn: 0.158165 loss_giou_dn: 0.399468 loss_class_aux_dn: 1.803282 loss_bbox_aux_dn: 0.908884 loss_giou_aux_dn: 2.197586 loss: 14.414395 eta: 2 days, 8:41:50 batch_cost: 0.5452 data_cost: 0.0013 ips: 7.3365 images/s [04/08 23:23:40] ppdet.engine INFO: Epoch: [30] [5400/7329] learning_rate: 0.000100 loss_class: 0.549307 loss_bbox: 0.134160 loss_giou: 0.342430 loss_class_aux: 3.328617 loss_bbox_aux: 0.912178 loss_giou_aux: 2.195480 loss_class_dn: 0.327513 loss_bbox_dn: 0.145638 loss_giou_dn: 0.359496 loss_class_aux_dn: 1.737348 loss_bbox_aux_dn: 0.851442 loss_giou_aux_dn: 1.990772 loss: 13.900963 eta: 2 days, 8:40:54 batch_cost: 0.5000 data_cost: 0.0013 ips: 8.0002 images/s [04/08 23:24:34] ppdet.engine INFO: Epoch: [30] [5500/7329] learning_rate: 0.000100 loss_class: 0.603526 loss_bbox: 0.156741 loss_giou: 0.394370 loss_class_aux: 4.047812 loss_bbox_aux: 1.023530 loss_giou_aux: 2.449858 loss_class_dn: 0.330898 loss_bbox_dn: 0.175867 loss_giou_dn: 0.375551 loss_class_aux_dn: 1.756866 loss_bbox_aux_dn: 1.062227 loss_giou_aux_dn: 2.098396 loss: 14.516146 eta: 2 days, 8:39:55 batch_cost: 0.4844 data_cost: 0.0014 ips: 8.2574 images/s [04/08 23:25:34] ppdet.engine INFO: Epoch: [30] [5600/7329] learning_rate: 0.000100 loss_class: 0.678587 loss_bbox: 0.134940 loss_giou: 0.487462 loss_class_aux: 4.278005 loss_bbox_aux: 0.941787 loss_giou_aux: 3.034505 loss_class_dn: 0.376331 loss_bbox_dn: 0.150156 loss_giou_dn: 0.472278 loss_class_aux_dn: 1.990780 loss_bbox_aux_dn: 0.918374 loss_giou_aux_dn: 2.575494 loss: 16.471149 eta: 2 days, 8:39:03 batch_cost: 0.5265 data_cost: 0.0014 ips: 7.5978 images/s [04/08 23:26:28] ppdet.engine INFO: Epoch: [30] [5700/7329] learning_rate: 0.000100 loss_class: 0.593259 loss_bbox: 0.145366 loss_giou: 0.376987 loss_class_aux: 3.792955 loss_bbox_aux: 0.981976 loss_giou_aux: 2.435259 loss_class_dn: 0.330645 loss_bbox_dn: 0.143721 loss_giou_dn: 0.378218 loss_class_aux_dn: 1.821465 loss_bbox_aux_dn: 0.848456 loss_giou_aux_dn: 2.067086 loss: 14.715813 eta: 2 days, 8:38:04 batch_cost: 0.4793 data_cost: 0.0013 ips: 8.3461 images/s [04/08 23:27:25] ppdet.engine INFO: Epoch: [30] [5800/7329] learning_rate: 0.000100 loss_class: 0.550127 loss_bbox: 0.125581 loss_giou: 0.337535 loss_class_aux: 3.476967 loss_bbox_aux: 0.819893 loss_giou_aux: 2.188685 loss_class_dn: 0.281404 loss_bbox_dn: 0.138352 loss_giou_dn: 0.324076 loss_class_aux_dn: 1.546881 loss_bbox_aux_dn: 0.832819 loss_giou_aux_dn: 1.817486 loss: 12.493123 eta: 2 days, 8:37:08 batch_cost: 0.5055 data_cost: 0.0013 ips: 7.9131 images/s [04/08 23:28:29] ppdet.engine INFO: Epoch: [30] [5900/7329] learning_rate: 0.000100 loss_class: 0.543218 loss_bbox: 0.121973 loss_giou: 0.366390 loss_class_aux: 3.448541 loss_bbox_aux: 0.801530 loss_giou_aux: 2.316508 loss_class_dn: 0.297220 loss_bbox_dn: 0.129717 loss_giou_dn: 0.347835 loss_class_aux_dn: 1.589904 loss_bbox_aux_dn: 0.805148 loss_giou_aux_dn: 1.920247 loss: 12.600451 eta: 2 days, 8:36:23 batch_cost: 0.5636 data_cost: 0.0018 ips: 7.0976 images/s [04/08 23:29:25] ppdet.engine INFO: Epoch: [30] [6000/7329] learning_rate: 0.000100 loss_class: 0.571691 loss_bbox: 0.150309 loss_giou: 0.353456 loss_class_aux: 3.658134 loss_bbox_aux: 0.988336 loss_giou_aux: 2.172572 loss_class_dn: 0.310001 loss_bbox_dn: 0.156660 loss_giou_dn: 0.325735 loss_class_aux_dn: 1.689132 loss_bbox_aux_dn: 0.915268 loss_giou_aux_dn: 1.835252 loss: 13.698875 eta: 2 days, 8:35:27 batch_cost: 0.4974 data_cost: 0.0014 ips: 8.0426 images/s [04/08 23:30:24] ppdet.engine INFO: Epoch: [30] [6100/7329] learning_rate: 0.000100 loss_class: 0.653335 loss_bbox: 0.137009 loss_giou: 0.398586 loss_class_aux: 4.131256 loss_bbox_aux: 0.892804 loss_giou_aux: 2.578461 loss_class_dn: 0.350791 loss_bbox_dn: 0.143041 loss_giou_dn: 0.403392 loss_class_aux_dn: 1.866811 loss_bbox_aux_dn: 0.857423 loss_giou_aux_dn: 2.211841 loss: 15.491461 eta: 2 days, 8:34:35 batch_cost: 0.5246 data_cost: 0.0015 ips: 7.6254 images/s [04/08 23:31:20] ppdet.engine INFO: Epoch: [30] [6200/7329] learning_rate: 0.000100 loss_class: 0.580694 loss_bbox: 0.121889 loss_giou: 0.386057 loss_class_aux: 3.778234 loss_bbox_aux: 0.808506 loss_giou_aux: 2.375692 loss_class_dn: 0.338868 loss_bbox_dn: 0.149817 loss_giou_dn: 0.367671 loss_class_aux_dn: 1.831593 loss_bbox_aux_dn: 0.867190 loss_giou_aux_dn: 2.043844 loss: 14.504833 eta: 2 days, 8:33:37 batch_cost: 0.4930 data_cost: 0.0014 ips: 8.1128 images/s [04/08 23:32:18] ppdet.engine INFO: Epoch: [30] [6300/7329] learning_rate: 0.000100 loss_class: 0.657155 loss_bbox: 0.167406 loss_giou: 0.425639 loss_class_aux: 4.182137 loss_bbox_aux: 1.075091 loss_giou_aux: 2.677205 loss_class_dn: 0.356286 loss_bbox_dn: 0.184827 loss_giou_dn: 0.390361 loss_class_aux_dn: 1.920314 loss_bbox_aux_dn: 1.035165 loss_giou_aux_dn: 2.166295 loss: 16.555862 eta: 2 days, 8:32:45 batch_cost: 0.5224 data_cost: 0.0013 ips: 7.6569 images/s [04/08 23:33:15] ppdet.engine INFO: Epoch: [30] [6400/7329] learning_rate: 0.000100 loss_class: 0.552130 loss_bbox: 0.156607 loss_giou: 0.412918 loss_class_aux: 3.583707 loss_bbox_aux: 1.013310 loss_giou_aux: 2.658313 loss_class_dn: 0.332675 loss_bbox_dn: 0.156865 loss_giou_dn: 0.385778 loss_class_aux_dn: 1.794962 loss_bbox_aux_dn: 0.882312 loss_giou_aux_dn: 2.114667 loss: 13.745844 eta: 2 days, 8:31:50 batch_cost: 0.5063 data_cost: 0.0014 ips: 7.9004 images/s [04/08 23:34:14] ppdet.engine INFO: Epoch: [30] [6500/7329] learning_rate: 0.000100 loss_class: 0.597140 loss_bbox: 0.150797 loss_giou: 0.432728 loss_class_aux: 3.834580 loss_bbox_aux: 0.963994 loss_giou_aux: 2.722219 loss_class_dn: 0.355512 loss_bbox_dn: 0.165605 loss_giou_dn: 0.400400 loss_class_aux_dn: 1.868080 loss_bbox_aux_dn: 0.983672 loss_giou_aux_dn: 2.182119 loss: 15.478951 eta: 2 days, 8:30:58 batch_cost: 0.5253 data_cost: 0.0014 ips: 7.6143 images/s [04/08 23:35:12] ppdet.engine INFO: Epoch: [30] [6600/7329] learning_rate: 0.000100 loss_class: 0.618968 loss_bbox: 0.147104 loss_giou: 0.392894 loss_class_aux: 3.858811 loss_bbox_aux: 0.993685 loss_giou_aux: 2.594988 loss_class_dn: 0.329175 loss_bbox_dn: 0.160226 loss_giou_dn: 0.379874 loss_class_aux_dn: 1.788110 loss_bbox_aux_dn: 0.932007 loss_giou_aux_dn: 2.091124 loss: 15.097711 eta: 2 days, 8:30:05 batch_cost: 0.5199 data_cost: 0.0013 ips: 7.6931 images/s [04/08 23:36:09] ppdet.engine INFO: Epoch: [30] [6700/7329] learning_rate: 0.000100 loss_class: 0.619140 loss_bbox: 0.142437 loss_giou: 0.352691 loss_class_aux: 3.963111 loss_bbox_aux: 0.999160 loss_giou_aux: 2.278187 loss_class_dn: 0.329509 loss_bbox_dn: 0.166099 loss_giou_dn: 0.358874 loss_class_aux_dn: 1.740058 loss_bbox_aux_dn: 1.016949 loss_giou_aux_dn: 2.077188 loss: 14.485771 eta: 2 days, 8:29:11 batch_cost: 0.5082 data_cost: 0.0015 ips: 7.8704 images/s [04/08 23:37:03] ppdet.engine INFO: Epoch: [30] [6800/7329] learning_rate: 0.000100 loss_class: 0.573317 loss_bbox: 0.139530 loss_giou: 0.442699 loss_class_aux: 3.798654 loss_bbox_aux: 0.896929 loss_giou_aux: 2.785330 loss_class_dn: 0.337597 loss_bbox_dn: 0.149533 loss_giou_dn: 0.411753 loss_class_aux_dn: 1.868374 loss_bbox_aux_dn: 0.862402 loss_giou_aux_dn: 2.280406 loss: 14.663416 eta: 2 days, 8:28:11 batch_cost: 0.4811 data_cost: 0.0014 ips: 8.3147 images/s [04/08 23:38:05] ppdet.engine INFO: Epoch: [30] [6900/7329] learning_rate: 0.000100 loss_class: 0.595715 loss_bbox: 0.127335 loss_giou: 0.395968 loss_class_aux: 3.860346 loss_bbox_aux: 0.783478 loss_giou_aux: 2.517008 loss_class_dn: 0.356008 loss_bbox_dn: 0.131816 loss_giou_dn: 0.395321 loss_class_aux_dn: 1.909235 loss_bbox_aux_dn: 0.819970 loss_giou_aux_dn: 2.198161 loss: 14.879927 eta: 2 days, 8:27:25 batch_cost: 0.5601 data_cost: 0.0013 ips: 7.1414 images/s [04/08 23:39:08] ppdet.engine INFO: Epoch: [30] [7000/7329] learning_rate: 0.000100 loss_class: 0.709515 loss_bbox: 0.173992 loss_giou: 0.448992 loss_class_aux: 4.525901 loss_bbox_aux: 1.149671 loss_giou_aux: 2.944324 loss_class_dn: 0.379618 loss_bbox_dn: 0.195809 loss_giou_dn: 0.450097 loss_class_aux_dn: 2.015149 loss_bbox_aux_dn: 1.097183 loss_giou_aux_dn: 2.433929 loss: 17.345734 eta: 2 days, 8:26:40 batch_cost: 0.5620 data_cost: 0.0012 ips: 7.1171 images/s [04/08 23:40:08] ppdet.engine INFO: Epoch: [30] [7100/7329] learning_rate: 0.000100 loss_class: 0.591236 loss_bbox: 0.152222 loss_giou: 0.400245 loss_class_aux: 3.734818 loss_bbox_aux: 1.027691 loss_giou_aux: 2.548790 loss_class_dn: 0.321310 loss_bbox_dn: 0.176099 loss_giou_dn: 0.384377 loss_class_aux_dn: 1.759924 loss_bbox_aux_dn: 1.020820 loss_giou_aux_dn: 2.127920 loss: 14.446886 eta: 2 days, 8:25:51 batch_cost: 0.5422 data_cost: 0.0013 ips: 7.3772 images/s [04/08 23:41:07] ppdet.engine INFO: Epoch: [30] [7200/7329] learning_rate: 0.000100 loss_class: 0.556048 loss_bbox: 0.141397 loss_giou: 0.304111 loss_class_aux: 3.408650 loss_bbox_aux: 0.931132 loss_giou_aux: 1.873530 loss_class_dn: 0.291221 loss_bbox_dn: 0.156803 loss_giou_dn: 0.327756 loss_class_aux_dn: 1.539894 loss_bbox_aux_dn: 0.942634 loss_giou_aux_dn: 1.862358 loss: 12.925901 eta: 2 days, 8:25:00 batch_cost: 0.5324 data_cost: 0.0012 ips: 7.5135 images/s [04/08 23:42:04] ppdet.engine INFO: Epoch: [30] [7300/7329] learning_rate: 0.000100 loss_class: 0.559815 loss_bbox: 0.128252 loss_giou: 0.391490 loss_class_aux: 3.582146 loss_bbox_aux: 0.806214 loss_giou_aux: 2.506164 loss_class_dn: 0.319185 loss_bbox_dn: 0.145254 loss_giou_dn: 0.356184 loss_class_aux_dn: 1.729367 loss_bbox_aux_dn: 0.844898 loss_giou_aux_dn: 1.918805 loss: 12.869556 eta: 2 days, 8:24:06 batch_cost: 0.5136 data_cost: 0.0014 ips: 7.7889 images/s [04/08 23:42:28] ppdet.engine INFO: Eval iter: 0 [04/08 23:42:56] ppdet.engine INFO: Eval iter: 100 [04/08 23:43:22] ppdet.engine INFO: Eval iter: 200 [04/08 23:43:49] ppdet.engine INFO: Eval iter: 300 [04/08 23:44:17] ppdet.engine INFO: Eval iter: 400 [04/08 23:44:45] ppdet.engine INFO: Eval iter: 500 [04/08 23:45:12] ppdet.engine INFO: Eval iter: 600 [04/08 23:45:41] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/08 23:45:42] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.04s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.24s). Accumulating evaluation results... DONE (t=27.66s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.517 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.700 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.557 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.320 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.701 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.642 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.538 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.752 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/08 23:48:22] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.296532265478696 [04/08 23:48:22] ppdet.engine INFO: Best test bbox ap is 0.517. [04/08 23:48:25] ppdet.engine INFO: Epoch: [31] [ 0/7329] learning_rate: 0.000100 loss_class: 0.554530 loss_bbox: 0.121585 loss_giou: 0.371454 loss_class_aux: 3.479296 loss_bbox_aux: 0.763231 loss_giou_aux: 2.460992 loss_class_dn: 0.311172 loss_bbox_dn: 0.137656 loss_giou_dn: 0.346937 loss_class_aux_dn: 1.680533 loss_bbox_aux_dn: 0.809370 loss_giou_aux_dn: 1.865341 loss: 12.561659 eta: 2 days, 8:23:56 batch_cost: 0.5410 data_cost: 0.0015 ips: 7.3935 images/s [04/08 23:49:29] ppdet.engine INFO: Epoch: [31] [ 100/7329] learning_rate: 0.000100 loss_class: 0.624707 loss_bbox: 0.146481 loss_giou: 0.372538 loss_class_aux: 4.041070 loss_bbox_aux: 0.960875 loss_giou_aux: 2.429628 loss_class_dn: 0.320040 loss_bbox_dn: 0.164992 loss_giou_dn: 0.389093 loss_class_aux_dn: 1.736388 loss_bbox_aux_dn: 1.012916 loss_giou_aux_dn: 2.159633 loss: 14.449847 eta: 2 days, 8:23:13 batch_cost: 0.5810 data_cost: 0.0015 ips: 6.8841 images/s [04/08 23:50:33] ppdet.engine INFO: Epoch: [31] [ 200/7329] learning_rate: 0.000100 loss_class: 0.649632 loss_bbox: 0.155136 loss_giou: 0.422976 loss_class_aux: 4.070832 loss_bbox_aux: 0.935161 loss_giou_aux: 2.729342 loss_class_dn: 0.343485 loss_bbox_dn: 0.159457 loss_giou_dn: 0.395158 loss_class_aux_dn: 1.846498 loss_bbox_aux_dn: 0.897659 loss_giou_aux_dn: 2.187315 loss: 15.083548 eta: 2 days, 8:22:29 batch_cost: 0.5717 data_cost: 0.0015 ips: 6.9967 images/s [04/08 23:51:33] ppdet.engine INFO: Epoch: [31] [ 300/7329] learning_rate: 0.000100 loss_class: 0.610412 loss_bbox: 0.140183 loss_giou: 0.395254 loss_class_aux: 3.984197 loss_bbox_aux: 0.907920 loss_giou_aux: 2.526559 loss_class_dn: 0.340491 loss_bbox_dn: 0.150626 loss_giou_dn: 0.373650 loss_class_aux_dn: 1.844324 loss_bbox_aux_dn: 0.891431 loss_giou_aux_dn: 2.081722 loss: 14.903009 eta: 2 days, 8:21:39 batch_cost: 0.5327 data_cost: 0.0014 ips: 7.5087 images/s [04/08 23:52:33] ppdet.engine INFO: Epoch: [31] [ 400/7329] learning_rate: 0.000100 loss_class: 0.581196 loss_bbox: 0.143427 loss_giou: 0.402429 loss_class_aux: 3.657563 loss_bbox_aux: 0.889731 loss_giou_aux: 2.674512 loss_class_dn: 0.317885 loss_bbox_dn: 0.158840 loss_giou_dn: 0.387289 loss_class_aux_dn: 1.741999 loss_bbox_aux_dn: 0.928869 loss_giou_aux_dn: 2.136549 loss: 15.102417 eta: 2 days, 8:20:49 batch_cost: 0.5386 data_cost: 0.0013 ips: 7.4266 images/s [04/08 23:53:29] ppdet.engine INFO: Epoch: [31] [ 500/7329] learning_rate: 0.000100 loss_class: 0.560745 loss_bbox: 0.142001 loss_giou: 0.392394 loss_class_aux: 3.605447 loss_bbox_aux: 0.926294 loss_giou_aux: 2.498378 loss_class_dn: 0.309887 loss_bbox_dn: 0.145949 loss_giou_dn: 0.383454 loss_class_aux_dn: 1.699332 loss_bbox_aux_dn: 0.863877 loss_giou_aux_dn: 2.104588 loss: 14.325989 eta: 2 days, 8:19:54 batch_cost: 0.5048 data_cost: 0.0013 ips: 7.9243 images/s [04/08 23:54:25] ppdet.engine INFO: Epoch: [31] [ 600/7329] learning_rate: 0.000100 loss_class: 0.648064 loss_bbox: 0.162636 loss_giou: 0.409177 loss_class_aux: 4.191813 loss_bbox_aux: 1.051886 loss_giou_aux: 2.571419 loss_class_dn: 0.340854 loss_bbox_dn: 0.207326 loss_giou_dn: 0.389888 loss_class_aux_dn: 1.858299 loss_bbox_aux_dn: 1.182563 loss_giou_aux_dn: 2.162234 loss: 15.458998 eta: 2 days, 8:18:57 batch_cost: 0.4928 data_cost: 0.0013 ips: 8.1170 images/s [04/08 23:55:26] ppdet.engine INFO: Epoch: [31] [ 700/7329] learning_rate: 0.000100 loss_class: 0.607113 loss_bbox: 0.144382 loss_giou: 0.398656 loss_class_aux: 3.834543 loss_bbox_aux: 0.961659 loss_giou_aux: 2.546432 loss_class_dn: 0.354946 loss_bbox_dn: 0.146609 loss_giou_dn: 0.416837 loss_class_aux_dn: 1.840711 loss_bbox_aux_dn: 0.858313 loss_giou_aux_dn: 2.351759 loss: 15.133110 eta: 2 days, 8:18:09 batch_cost: 0.5478 data_cost: 0.0017 ips: 7.3021 images/s [04/08 23:56:24] ppdet.engine INFO: Epoch: [31] [ 800/7329] learning_rate: 0.000100 loss_class: 0.657383 loss_bbox: 0.145415 loss_giou: 0.460164 loss_class_aux: 4.020158 loss_bbox_aux: 0.967022 loss_giou_aux: 2.935894 loss_class_dn: 0.379445 loss_bbox_dn: 0.141630 loss_giou_dn: 0.446078 loss_class_aux_dn: 2.070178 loss_bbox_aux_dn: 0.844424 loss_giou_aux_dn: 2.430198 loss: 16.419918 eta: 2 days, 8:17:15 batch_cost: 0.5156 data_cost: 0.0018 ips: 7.7574 images/s [04/08 23:57:22] ppdet.engine INFO: Epoch: [31] [ 900/7329] learning_rate: 0.000100 loss_class: 0.572362 loss_bbox: 0.131482 loss_giou: 0.373321 loss_class_aux: 3.639856 loss_bbox_aux: 0.834477 loss_giou_aux: 2.320505 loss_class_dn: 0.336546 loss_bbox_dn: 0.136580 loss_giou_dn: 0.355753 loss_class_aux_dn: 1.826150 loss_bbox_aux_dn: 0.834170 loss_giou_aux_dn: 1.940692 loss: 13.672691 eta: 2 days, 8:16:21 batch_cost: 0.5096 data_cost: 0.0016 ips: 7.8499 images/s [04/08 23:58:19] ppdet.engine INFO: Epoch: [31] [1000/7329] learning_rate: 0.000100 loss_class: 0.579459 loss_bbox: 0.145106 loss_giou: 0.405284 loss_class_aux: 3.759662 loss_bbox_aux: 0.994809 loss_giou_aux: 2.421169 loss_class_dn: 0.324731 loss_bbox_dn: 0.156780 loss_giou_dn: 0.388705 loss_class_aux_dn: 1.758343 loss_bbox_aux_dn: 0.914877 loss_giou_aux_dn: 2.126053 loss: 14.163013 eta: 2 days, 8:15:27 batch_cost: 0.5132 data_cost: 0.0013 ips: 7.7944 images/s [04/08 23:59:17] ppdet.engine INFO: Epoch: [31] [1100/7329] learning_rate: 0.000100 loss_class: 0.631578 loss_bbox: 0.152579 loss_giou: 0.421260 loss_class_aux: 3.829778 loss_bbox_aux: 0.994674 loss_giou_aux: 2.674752 loss_class_dn: 0.368938 loss_bbox_dn: 0.168649 loss_giou_dn: 0.420329 loss_class_aux_dn: 1.978036 loss_bbox_aux_dn: 0.954167 loss_giou_aux_dn: 2.376436 loss: 16.949886 eta: 2 days, 8:14:33 batch_cost: 0.5154 data_cost: 0.0013 ips: 7.7615 images/s [04/09 00:00:12] ppdet.engine INFO: Epoch: [31] [1200/7329] learning_rate: 0.000100 loss_class: 0.554458 loss_bbox: 0.144143 loss_giou: 0.406901 loss_class_aux: 3.535819 loss_bbox_aux: 0.933078 loss_giou_aux: 2.656974 loss_class_dn: 0.335467 loss_bbox_dn: 0.148357 loss_giou_dn: 0.394172 loss_class_aux_dn: 1.778962 loss_bbox_aux_dn: 0.904259 loss_giou_aux_dn: 2.246824 loss: 14.389393 eta: 2 days, 8:13:36 batch_cost: 0.4918 data_cost: 0.0014 ips: 8.1340 images/s [04/09 00:01:08] ppdet.engine INFO: Epoch: [31] [1300/7329] learning_rate: 0.000100 loss_class: 0.579617 loss_bbox: 0.146852 loss_giou: 0.423318 loss_class_aux: 3.741874 loss_bbox_aux: 0.966042 loss_giou_aux: 2.655812 loss_class_dn: 0.338363 loss_bbox_dn: 0.140859 loss_giou_dn: 0.385900 loss_class_aux_dn: 1.803970 loss_bbox_aux_dn: 0.852082 loss_giou_aux_dn: 2.118153 loss: 14.984770 eta: 2 days, 8:12:39 batch_cost: 0.4951 data_cost: 0.0013 ips: 8.0794 images/s [04/09 00:02:14] ppdet.engine INFO: Epoch: [31] [1400/7329] learning_rate: 0.000100 loss_class: 0.628330 loss_bbox: 0.152309 loss_giou: 0.390336 loss_class_aux: 3.942615 loss_bbox_aux: 1.057889 loss_giou_aux: 2.403403 loss_class_dn: 0.343263 loss_bbox_dn: 0.162737 loss_giou_dn: 0.375792 loss_class_aux_dn: 1.845167 loss_bbox_aux_dn: 0.962361 loss_giou_aux_dn: 2.057645 loss: 15.105469 eta: 2 days, 8:11:55 batch_cost: 0.5743 data_cost: 0.0016 ips: 6.9649 images/s [04/09 00:03:15] ppdet.engine INFO: Epoch: [31] [1500/7329] learning_rate: 0.000100 loss_class: 0.573358 loss_bbox: 0.143944 loss_giou: 0.409621 loss_class_aux: 3.563577 loss_bbox_aux: 0.906844 loss_giou_aux: 2.532670 loss_class_dn: 0.312859 loss_bbox_dn: 0.150376 loss_giou_dn: 0.368337 loss_class_aux_dn: 1.695393 loss_bbox_aux_dn: 0.871161 loss_giou_aux_dn: 2.033034 loss: 13.904943 eta: 2 days, 8:11:07 batch_cost: 0.5445 data_cost: 0.0015 ips: 7.3464 images/s [04/09 00:04:09] ppdet.engine INFO: Epoch: [31] [1600/7329] learning_rate: 0.000100 loss_class: 0.537172 loss_bbox: 0.128729 loss_giou: 0.347708 loss_class_aux: 3.343678 loss_bbox_aux: 0.861046 loss_giou_aux: 2.225900 loss_class_dn: 0.291241 loss_bbox_dn: 0.147953 loss_giou_dn: 0.366886 loss_class_aux_dn: 1.588035 loss_bbox_aux_dn: 0.906146 loss_giou_aux_dn: 1.984489 loss: 12.960575 eta: 2 days, 8:10:08 batch_cost: 0.4835 data_cost: 0.0014 ips: 8.2728 images/s [04/09 00:05:11] ppdet.engine INFO: Epoch: [31] [1700/7329] learning_rate: 0.000100 loss_class: 0.503201 loss_bbox: 0.150195 loss_giou: 0.326731 loss_class_aux: 3.412851 loss_bbox_aux: 0.942620 loss_giou_aux: 2.098305 loss_class_dn: 0.291924 loss_bbox_dn: 0.159311 loss_giou_dn: 0.318317 loss_class_aux_dn: 1.575845 loss_bbox_aux_dn: 0.937325 loss_giou_aux_dn: 1.806364 loss: 12.815503 eta: 2 days, 8:09:21 batch_cost: 0.5546 data_cost: 0.0013 ips: 7.2125 images/s [04/09 00:06:15] ppdet.engine INFO: Epoch: [31] [1800/7329] learning_rate: 0.000100 loss_class: 0.689009 loss_bbox: 0.168442 loss_giou: 0.510989 loss_class_aux: 4.370442 loss_bbox_aux: 1.085645 loss_giou_aux: 3.170740 loss_class_dn: 0.402620 loss_bbox_dn: 0.165191 loss_giou_dn: 0.498438 loss_class_aux_dn: 2.146389 loss_bbox_aux_dn: 0.998030 loss_giou_aux_dn: 2.671320 loss: 17.356804 eta: 2 days, 8:08:38 batch_cost: 0.5760 data_cost: 0.0014 ips: 6.9441 images/s [04/09 00:07:15] ppdet.engine INFO: Epoch: [31] [1900/7329] learning_rate: 0.000100 loss_class: 0.631467 loss_bbox: 0.159006 loss_giou: 0.445606 loss_class_aux: 4.163929 loss_bbox_aux: 1.006780 loss_giou_aux: 2.707420 loss_class_dn: 0.376352 loss_bbox_dn: 0.169060 loss_giou_dn: 0.438801 loss_class_aux_dn: 2.010424 loss_bbox_aux_dn: 1.021295 loss_giou_aux_dn: 2.491952 loss: 16.120441 eta: 2 days, 8:07:46 batch_cost: 0.5290 data_cost: 0.0016 ips: 7.5610 images/s [04/09 00:08:13] ppdet.engine INFO: Epoch: [31] [2000/7329] learning_rate: 0.000100 loss_class: 0.606901 loss_bbox: 0.144350 loss_giou: 0.403122 loss_class_aux: 3.708766 loss_bbox_aux: 0.960996 loss_giou_aux: 2.565290 loss_class_dn: 0.353780 loss_bbox_dn: 0.146957 loss_giou_dn: 0.408843 loss_class_aux_dn: 1.863911 loss_bbox_aux_dn: 0.947019 loss_giou_aux_dn: 2.254414 loss: 15.298820 eta: 2 days, 8:06:54 batch_cost: 0.5203 data_cost: 0.0014 ips: 7.6875 images/s [04/09 00:09:11] ppdet.engine INFO: Epoch: [31] [2100/7329] learning_rate: 0.000100 loss_class: 0.594401 loss_bbox: 0.150687 loss_giou: 0.392654 loss_class_aux: 3.743131 loss_bbox_aux: 0.996892 loss_giou_aux: 2.551497 loss_class_dn: 0.323127 loss_bbox_dn: 0.173473 loss_giou_dn: 0.398018 loss_class_aux_dn: 1.770605 loss_bbox_aux_dn: 0.998743 loss_giou_aux_dn: 2.228749 loss: 15.018312 eta: 2 days, 8:06:00 batch_cost: 0.5119 data_cost: 0.0015 ips: 7.8140 images/s [04/09 00:10:07] ppdet.engine INFO: Epoch: [31] [2200/7329] learning_rate: 0.000100 loss_class: 0.607614 loss_bbox: 0.146921 loss_giou: 0.425800 loss_class_aux: 3.930540 loss_bbox_aux: 0.965809 loss_giou_aux: 2.730276 loss_class_dn: 0.339377 loss_bbox_dn: 0.171668 loss_giou_dn: 0.437881 loss_class_aux_dn: 1.850966 loss_bbox_aux_dn: 1.039104 loss_giou_aux_dn: 2.405748 loss: 14.541453 eta: 2 days, 8:05:03 batch_cost: 0.4963 data_cost: 0.0014 ips: 8.0592 images/s [04/09 00:11:04] ppdet.engine INFO: Epoch: [31] [2300/7329] learning_rate: 0.000100 loss_class: 0.559288 loss_bbox: 0.138563 loss_giou: 0.390785 loss_class_aux: 3.533821 loss_bbox_aux: 0.914899 loss_giou_aux: 2.504180 loss_class_dn: 0.300191 loss_bbox_dn: 0.145715 loss_giou_dn: 0.360975 loss_class_aux_dn: 1.617390 loss_bbox_aux_dn: 0.916374 loss_giou_aux_dn: 1.962186 loss: 13.072872 eta: 2 days, 8:04:08 batch_cost: 0.5064 data_cost: 0.0014 ips: 7.8988 images/s [04/09 00:12:02] ppdet.engine INFO: Epoch: [31] [2400/7329] learning_rate: 0.000100 loss_class: 0.598900 loss_bbox: 0.155754 loss_giou: 0.404065 loss_class_aux: 3.717925 loss_bbox_aux: 1.018148 loss_giou_aux: 2.474680 loss_class_dn: 0.326211 loss_bbox_dn: 0.174497 loss_giou_dn: 0.376468 loss_class_aux_dn: 1.752228 loss_bbox_aux_dn: 1.043431 loss_giou_aux_dn: 2.067799 loss: 14.673510 eta: 2 days, 8:03:14 batch_cost: 0.5142 data_cost: 0.0014 ips: 7.7788 images/s [04/09 00:12:56] ppdet.engine INFO: Epoch: [31] [2500/7329] learning_rate: 0.000100 loss_class: 0.626510 loss_bbox: 0.152943 loss_giou: 0.455559 loss_class_aux: 3.977875 loss_bbox_aux: 0.967272 loss_giou_aux: 2.884363 loss_class_dn: 0.370640 loss_bbox_dn: 0.154536 loss_giou_dn: 0.429901 loss_class_aux_dn: 1.987415 loss_bbox_aux_dn: 0.913423 loss_giou_aux_dn: 2.359851 loss: 16.060286 eta: 2 days, 8:02:15 batch_cost: 0.4820 data_cost: 0.0013 ips: 8.2991 images/s [04/09 00:13:52] ppdet.engine INFO: Epoch: [31] [2600/7329] learning_rate: 0.000100 loss_class: 0.597924 loss_bbox: 0.152745 loss_giou: 0.401053 loss_class_aux: 3.732287 loss_bbox_aux: 0.983506 loss_giou_aux: 2.647682 loss_class_dn: 0.334639 loss_bbox_dn: 0.150717 loss_giou_dn: 0.416011 loss_class_aux_dn: 1.788864 loss_bbox_aux_dn: 0.861233 loss_giou_aux_dn: 2.241072 loss: 15.204102 eta: 2 days, 8:01:17 batch_cost: 0.4905 data_cost: 0.0013 ips: 8.1556 images/s [04/09 00:14:52] ppdet.engine INFO: Epoch: [31] [2700/7329] learning_rate: 0.000100 loss_class: 0.645532 loss_bbox: 0.146006 loss_giou: 0.411617 loss_class_aux: 4.085896 loss_bbox_aux: 0.988493 loss_giou_aux: 2.628846 loss_class_dn: 0.367025 loss_bbox_dn: 0.158262 loss_giou_dn: 0.407933 loss_class_aux_dn: 1.955627 loss_bbox_aux_dn: 0.961440 loss_giou_aux_dn: 2.256926 loss: 16.019043 eta: 2 days, 8:00:27 batch_cost: 0.5358 data_cost: 0.0015 ips: 7.4657 images/s [04/09 00:15:52] ppdet.engine INFO: Epoch: [31] [2800/7329] learning_rate: 0.000100 loss_class: 0.617374 loss_bbox: 0.155993 loss_giou: 0.432544 loss_class_aux: 3.948932 loss_bbox_aux: 1.001291 loss_giou_aux: 2.712538 loss_class_dn: 0.345517 loss_bbox_dn: 0.179870 loss_giou_dn: 0.419574 loss_class_aux_dn: 1.829259 loss_bbox_aux_dn: 1.051228 loss_giou_aux_dn: 2.335127 loss: 15.715778 eta: 2 days, 7:59:38 batch_cost: 0.5382 data_cost: 0.0014 ips: 7.4319 images/s [04/09 00:16:59] ppdet.engine INFO: Epoch: [31] [2900/7329] learning_rate: 0.000100 loss_class: 0.565977 loss_bbox: 0.134322 loss_giou: 0.404351 loss_class_aux: 3.512365 loss_bbox_aux: 0.864646 loss_giou_aux: 2.459949 loss_class_dn: 0.314027 loss_bbox_dn: 0.154244 loss_giou_dn: 0.372665 loss_class_aux_dn: 1.690891 loss_bbox_aux_dn: 0.905206 loss_giou_aux_dn: 2.093706 loss: 14.132983 eta: 2 days, 7:58:57 batch_cost: 0.5956 data_cost: 0.0014 ips: 6.7162 images/s [04/09 00:18:01] ppdet.engine INFO: Epoch: [31] [3000/7329] learning_rate: 0.000100 loss_class: 0.595160 loss_bbox: 0.159016 loss_giou: 0.390405 loss_class_aux: 3.745924 loss_bbox_aux: 0.963914 loss_giou_aux: 2.444855 loss_class_dn: 0.352727 loss_bbox_dn: 0.156413 loss_giou_dn: 0.373028 loss_class_aux_dn: 1.875445 loss_bbox_aux_dn: 0.916398 loss_giou_aux_dn: 2.068374 loss: 15.121137 eta: 2 days, 7:58:10 batch_cost: 0.5491 data_cost: 0.0016 ips: 7.2845 images/s [04/09 00:18:57] ppdet.engine INFO: Epoch: [31] [3100/7329] learning_rate: 0.000100 loss_class: 0.567866 loss_bbox: 0.133323 loss_giou: 0.402419 loss_class_aux: 3.688436 loss_bbox_aux: 0.902739 loss_giou_aux: 2.539261 loss_class_dn: 0.318584 loss_bbox_dn: 0.145810 loss_giou_dn: 0.385131 loss_class_aux_dn: 1.666072 loss_bbox_aux_dn: 0.860009 loss_giou_aux_dn: 2.092436 loss: 13.363492 eta: 2 days, 7:57:13 batch_cost: 0.4998 data_cost: 0.0013 ips: 8.0040 images/s [04/09 00:19:53] ppdet.engine INFO: Epoch: [31] [3200/7329] learning_rate: 0.000100 loss_class: 0.582242 loss_bbox: 0.138795 loss_giou: 0.410934 loss_class_aux: 3.726313 loss_bbox_aux: 0.938590 loss_giou_aux: 2.511558 loss_class_dn: 0.299720 loss_bbox_dn: 0.160863 loss_giou_dn: 0.370050 loss_class_aux_dn: 1.640018 loss_bbox_aux_dn: 0.967346 loss_giou_aux_dn: 1.999894 loss: 14.282948 eta: 2 days, 7:56:17 batch_cost: 0.4991 data_cost: 0.0013 ips: 8.0151 images/s [04/09 00:20:48] ppdet.engine INFO: Epoch: [31] [3300/7329] learning_rate: 0.000100 loss_class: 0.591379 loss_bbox: 0.142169 loss_giou: 0.417423 loss_class_aux: 3.748177 loss_bbox_aux: 0.934674 loss_giou_aux: 2.732523 loss_class_dn: 0.326690 loss_bbox_dn: 0.148286 loss_giou_dn: 0.404127 loss_class_aux_dn: 1.732664 loss_bbox_aux_dn: 0.914491 loss_giou_aux_dn: 2.187534 loss: 13.985026 eta: 2 days, 7:55:19 batch_cost: 0.4889 data_cost: 0.0013 ips: 8.1810 images/s [04/09 00:21:45] ppdet.engine INFO: Epoch: [31] [3400/7329] learning_rate: 0.000100 loss_class: 0.592042 loss_bbox: 0.154614 loss_giou: 0.401731 loss_class_aux: 3.843206 loss_bbox_aux: 0.995885 loss_giou_aux: 2.534714 loss_class_dn: 0.306574 loss_bbox_dn: 0.180641 loss_giou_dn: 0.377161 loss_class_aux_dn: 1.687675 loss_bbox_aux_dn: 1.021096 loss_giou_aux_dn: 2.123774 loss: 14.642029 eta: 2 days, 7:54:24 batch_cost: 0.5032 data_cost: 0.0016 ips: 7.9494 images/s [04/09 00:22:44] ppdet.engine INFO: Epoch: [31] [3500/7329] learning_rate: 0.000100 loss_class: 0.633660 loss_bbox: 0.143543 loss_giou: 0.386269 loss_class_aux: 3.981936 loss_bbox_aux: 0.887008 loss_giou_aux: 2.604423 loss_class_dn: 0.357875 loss_bbox_dn: 0.146831 loss_giou_dn: 0.401477 loss_class_aux_dn: 1.916821 loss_bbox_aux_dn: 0.913981 loss_giou_aux_dn: 2.266956 loss: 15.435308 eta: 2 days, 7:53:32 batch_cost: 0.5272 data_cost: 0.0013 ips: 7.5868 images/s [04/09 00:23:39] ppdet.engine INFO: Epoch: [31] [3600/7329] learning_rate: 0.000100 loss_class: 0.587306 loss_bbox: 0.141648 loss_giou: 0.415691 loss_class_aux: 3.681369 loss_bbox_aux: 0.929606 loss_giou_aux: 2.597523 loss_class_dn: 0.341337 loss_bbox_dn: 0.159602 loss_giou_dn: 0.403974 loss_class_aux_dn: 1.854165 loss_bbox_aux_dn: 0.977391 loss_giou_aux_dn: 2.234722 loss: 14.808554 eta: 2 days, 7:52:34 batch_cost: 0.4891 data_cost: 0.0013 ips: 8.1791 images/s [04/09 00:24:40] ppdet.engine INFO: Epoch: [31] [3700/7329] learning_rate: 0.000100 loss_class: 0.578482 loss_bbox: 0.152772 loss_giou: 0.361536 loss_class_aux: 3.706554 loss_bbox_aux: 0.988322 loss_giou_aux: 2.259285 loss_class_dn: 0.345147 loss_bbox_dn: 0.161796 loss_giou_dn: 0.358221 loss_class_aux_dn: 1.895612 loss_bbox_aux_dn: 0.978706 loss_giou_aux_dn: 1.986766 loss: 14.894642 eta: 2 days, 7:51:47 batch_cost: 0.5494 data_cost: 0.0018 ips: 7.2810 images/s [04/09 00:25:39] ppdet.engine INFO: Epoch: [31] [3800/7329] learning_rate: 0.000100 loss_class: 0.597875 loss_bbox: 0.155854 loss_giou: 0.423800 loss_class_aux: 3.935901 loss_bbox_aux: 1.030017 loss_giou_aux: 2.846051 loss_class_dn: 0.361156 loss_bbox_dn: 0.182904 loss_giou_dn: 0.425762 loss_class_aux_dn: 1.956341 loss_bbox_aux_dn: 1.096924 loss_giou_aux_dn: 2.290339 loss: 15.800269 eta: 2 days, 7:50:54 batch_cost: 0.5215 data_cost: 0.0014 ips: 7.6705 images/s [04/09 00:26:39] ppdet.engine INFO: Epoch: [31] [3900/7329] learning_rate: 0.000100 loss_class: 0.542129 loss_bbox: 0.140011 loss_giou: 0.357529 loss_class_aux: 3.472643 loss_bbox_aux: 0.900630 loss_giou_aux: 2.277048 loss_class_dn: 0.308350 loss_bbox_dn: 0.143465 loss_giou_dn: 0.363758 loss_class_aux_dn: 1.689308 loss_bbox_aux_dn: 0.863784 loss_giou_aux_dn: 1.949381 loss: 13.607395 eta: 2 days, 7:50:04 batch_cost: 0.5384 data_cost: 0.0014 ips: 7.4301 images/s [04/09 00:27:39] ppdet.engine INFO: Epoch: [31] [4000/7329] learning_rate: 0.000100 loss_class: 0.614858 loss_bbox: 0.161197 loss_giou: 0.390863 loss_class_aux: 4.000991 loss_bbox_aux: 1.046427 loss_giou_aux: 2.563278 loss_class_dn: 0.348003 loss_bbox_dn: 0.167154 loss_giou_dn: 0.367661 loss_class_aux_dn: 1.921340 loss_bbox_aux_dn: 0.981292 loss_giou_aux_dn: 2.056528 loss: 14.957047 eta: 2 days, 7:49:15 batch_cost: 0.5422 data_cost: 0.0016 ips: 7.3776 images/s [04/09 00:28:36] ppdet.engine INFO: Epoch: [31] [4100/7329] learning_rate: 0.000100 loss_class: 0.590690 loss_bbox: 0.147195 loss_giou: 0.449462 loss_class_aux: 3.862918 loss_bbox_aux: 0.970689 loss_giou_aux: 2.931990 loss_class_dn: 0.350815 loss_bbox_dn: 0.154912 loss_giou_dn: 0.411521 loss_class_aux_dn: 1.849234 loss_bbox_aux_dn: 0.893944 loss_giou_aux_dn: 2.278822 loss: 15.025570 eta: 2 days, 7:48:21 batch_cost: 0.5081 data_cost: 0.0013 ips: 7.8725 images/s [04/09 00:29:31] ppdet.engine INFO: Epoch: [31] [4200/7329] learning_rate: 0.000100 loss_class: 0.614179 loss_bbox: 0.141733 loss_giou: 0.400505 loss_class_aux: 3.913957 loss_bbox_aux: 0.914388 loss_giou_aux: 2.616421 loss_class_dn: 0.338319 loss_bbox_dn: 0.140030 loss_giou_dn: 0.410691 loss_class_aux_dn: 1.795540 loss_bbox_aux_dn: 0.840824 loss_giou_aux_dn: 2.312750 loss: 15.360651 eta: 2 days, 7:47:23 batch_cost: 0.4920 data_cost: 0.0013 ips: 8.1296 images/s [04/09 00:30:27] ppdet.engine INFO: Epoch: [31] [4300/7329] learning_rate: 0.000100 loss_class: 0.608037 loss_bbox: 0.149725 loss_giou: 0.442647 loss_class_aux: 3.897701 loss_bbox_aux: 0.975571 loss_giou_aux: 2.702192 loss_class_dn: 0.360536 loss_bbox_dn: 0.154357 loss_giou_dn: 0.409837 loss_class_aux_dn: 1.935629 loss_bbox_aux_dn: 0.935341 loss_giou_aux_dn: 2.246571 loss: 15.424209 eta: 2 days, 7:46:27 batch_cost: 0.4987 data_cost: 0.0013 ips: 8.0212 images/s [04/09 00:31:33] ppdet.engine INFO: Epoch: [31] [4400/7329] learning_rate: 0.000100 loss_class: 0.548368 loss_bbox: 0.141914 loss_giou: 0.389165 loss_class_aux: 3.503275 loss_bbox_aux: 0.936033 loss_giou_aux: 2.507748 loss_class_dn: 0.295104 loss_bbox_dn: 0.149817 loss_giou_dn: 0.363661 loss_class_aux_dn: 1.611472 loss_bbox_aux_dn: 0.887418 loss_giou_aux_dn: 2.011071 loss: 13.205685 eta: 2 days, 7:45:47 batch_cost: 0.5979 data_cost: 0.0014 ips: 6.6904 images/s [04/09 00:32:36] ppdet.engine INFO: Epoch: [31] [4500/7329] learning_rate: 0.000100 loss_class: 0.556408 loss_bbox: 0.152782 loss_giou: 0.399644 loss_class_aux: 3.560772 loss_bbox_aux: 0.997300 loss_giou_aux: 2.481351 loss_class_dn: 0.322617 loss_bbox_dn: 0.166635 loss_giou_dn: 0.374879 loss_class_aux_dn: 1.737914 loss_bbox_aux_dn: 1.023523 loss_giou_aux_dn: 2.080276 loss: 14.703649 eta: 2 days, 7:45:00 batch_cost: 0.5528 data_cost: 0.0015 ips: 7.2356 images/s [04/09 00:33:37] ppdet.engine INFO: Epoch: [31] [4600/7329] learning_rate: 0.000100 loss_class: 0.606447 loss_bbox: 0.143057 loss_giou: 0.363923 loss_class_aux: 3.793707 loss_bbox_aux: 0.946976 loss_giou_aux: 2.304702 loss_class_dn: 0.325830 loss_bbox_dn: 0.158882 loss_giou_dn: 0.342951 loss_class_aux_dn: 1.769086 loss_bbox_aux_dn: 0.929511 loss_giou_aux_dn: 1.936002 loss: 13.717533 eta: 2 days, 7:44:12 batch_cost: 0.5486 data_cost: 0.0013 ips: 7.2914 images/s [04/09 00:34:37] ppdet.engine INFO: Epoch: [31] [4700/7329] learning_rate: 0.000100 loss_class: 0.604614 loss_bbox: 0.155004 loss_giou: 0.437295 loss_class_aux: 3.781141 loss_bbox_aux: 1.030473 loss_giou_aux: 2.785678 loss_class_dn: 0.366735 loss_bbox_dn: 0.161062 loss_giou_dn: 0.432113 loss_class_aux_dn: 1.941766 loss_bbox_aux_dn: 0.970223 loss_giou_aux_dn: 2.445664 loss: 15.996483 eta: 2 days, 7:43:22 batch_cost: 0.5391 data_cost: 0.0013 ips: 7.4198 images/s [04/09 00:35:37] ppdet.engine INFO: Epoch: [31] [4800/7329] learning_rate: 0.000100 loss_class: 0.588107 loss_bbox: 0.143949 loss_giou: 0.484492 loss_class_aux: 3.772098 loss_bbox_aux: 0.923325 loss_giou_aux: 3.028557 loss_class_dn: 0.363320 loss_bbox_dn: 0.145755 loss_giou_dn: 0.423970 loss_class_aux_dn: 1.930942 loss_bbox_aux_dn: 0.866572 loss_giou_aux_dn: 2.284121 loss: 15.262191 eta: 2 days, 7:42:33 batch_cost: 0.5381 data_cost: 0.0014 ips: 7.4331 images/s [04/09 00:36:33] ppdet.engine INFO: Epoch: [31] [4900/7329] learning_rate: 0.000100 loss_class: 0.523243 loss_bbox: 0.124062 loss_giou: 0.320235 loss_class_aux: 3.269866 loss_bbox_aux: 0.852571 loss_giou_aux: 2.084150 loss_class_dn: 0.285576 loss_bbox_dn: 0.152130 loss_giou_dn: 0.344457 loss_class_aux_dn: 1.545606 loss_bbox_aux_dn: 0.903066 loss_giou_aux_dn: 1.932794 loss: 13.155619 eta: 2 days, 7:41:35 batch_cost: 0.4923 data_cost: 0.0015 ips: 8.1257 images/s [04/09 00:37:36] ppdet.engine INFO: Epoch: [31] [5000/7329] learning_rate: 0.000100 loss_class: 0.546032 loss_bbox: 0.131898 loss_giou: 0.353356 loss_class_aux: 3.634716 loss_bbox_aux: 0.922971 loss_giou_aux: 2.313319 loss_class_dn: 0.302291 loss_bbox_dn: 0.159656 loss_giou_dn: 0.342333 loss_class_aux_dn: 1.637897 loss_bbox_aux_dn: 0.934404 loss_giou_aux_dn: 1.911627 loss: 13.138420 eta: 2 days, 7:40:49 batch_cost: 0.5594 data_cost: 0.0015 ips: 7.1508 images/s [04/09 00:38:37] ppdet.engine INFO: Epoch: [31] [5100/7329] learning_rate: 0.000100 loss_class: 0.625294 loss_bbox: 0.144475 loss_giou: 0.391821 loss_class_aux: 3.996703 loss_bbox_aux: 0.916361 loss_giou_aux: 2.530296 loss_class_dn: 0.303625 loss_bbox_dn: 0.156859 loss_giou_dn: 0.365865 loss_class_aux_dn: 1.707637 loss_bbox_aux_dn: 0.938683 loss_giou_aux_dn: 2.020439 loss: 13.862492 eta: 2 days, 7:39:59 batch_cost: 0.5372 data_cost: 0.0016 ips: 7.4456 images/s [04/09 00:39:36] ppdet.engine INFO: Epoch: [31] [5200/7329] learning_rate: 0.000100 loss_class: 0.566163 loss_bbox: 0.139148 loss_giou: 0.376330 loss_class_aux: 3.494688 loss_bbox_aux: 0.902207 loss_giou_aux: 2.427036 loss_class_dn: 0.321987 loss_bbox_dn: 0.143876 loss_giou_dn: 0.386243 loss_class_aux_dn: 1.736562 loss_bbox_aux_dn: 0.869011 loss_giou_aux_dn: 2.144596 loss: 14.565063 eta: 2 days, 7:39:07 batch_cost: 0.5256 data_cost: 0.0013 ips: 7.6109 images/s [04/09 00:40:39] ppdet.engine INFO: Epoch: [31] [5300/7329] learning_rate: 0.000100 loss_class: 0.596494 loss_bbox: 0.150900 loss_giou: 0.395485 loss_class_aux: 3.634366 loss_bbox_aux: 0.950622 loss_giou_aux: 2.410810 loss_class_dn: 0.325729 loss_bbox_dn: 0.159121 loss_giou_dn: 0.365210 loss_class_aux_dn: 1.735873 loss_bbox_aux_dn: 0.927414 loss_giou_aux_dn: 1.992711 loss: 13.770908 eta: 2 days, 7:38:21 batch_cost: 0.5563 data_cost: 0.0017 ips: 7.1905 images/s [04/09 00:41:41] ppdet.engine INFO: Epoch: [31] [5400/7329] learning_rate: 0.000100 loss_class: 0.647911 loss_bbox: 0.150406 loss_giou: 0.432463 loss_class_aux: 4.127489 loss_bbox_aux: 1.005937 loss_giou_aux: 2.837613 loss_class_dn: 0.382087 loss_bbox_dn: 0.171411 loss_giou_dn: 0.454155 loss_class_aux_dn: 2.072409 loss_bbox_aux_dn: 0.958557 loss_giou_aux_dn: 2.491527 loss: 16.338173 eta: 2 days, 7:37:34 batch_cost: 0.5558 data_cost: 0.0015 ips: 7.1969 images/s [04/09 00:42:39] ppdet.engine INFO: Epoch: [31] [5500/7329] learning_rate: 0.000100 loss_class: 0.628631 loss_bbox: 0.148547 loss_giou: 0.395524 loss_class_aux: 3.907829 loss_bbox_aux: 0.996255 loss_giou_aux: 2.483229 loss_class_dn: 0.353447 loss_bbox_dn: 0.156750 loss_giou_dn: 0.393571 loss_class_aux_dn: 1.864569 loss_bbox_aux_dn: 0.910201 loss_giou_aux_dn: 2.193886 loss: 15.038164 eta: 2 days, 7:36:42 batch_cost: 0.5252 data_cost: 0.0013 ips: 7.6156 images/s [04/09 00:43:42] ppdet.engine INFO: Epoch: [31] [5600/7329] learning_rate: 0.000100 loss_class: 0.617065 loss_bbox: 0.135921 loss_giou: 0.424133 loss_class_aux: 3.978174 loss_bbox_aux: 0.901995 loss_giou_aux: 2.681991 loss_class_dn: 0.365523 loss_bbox_dn: 0.146546 loss_giou_dn: 0.457731 loss_class_aux_dn: 2.000991 loss_bbox_aux_dn: 0.869678 loss_giou_aux_dn: 2.513701 loss: 16.543533 eta: 2 days, 7:35:56 batch_cost: 0.5596 data_cost: 0.0014 ips: 7.1477 images/s [04/09 00:44:38] ppdet.engine INFO: Epoch: [31] [5700/7329] learning_rate: 0.000100 loss_class: 0.606149 loss_bbox: 0.142754 loss_giou: 0.395152 loss_class_aux: 3.740520 loss_bbox_aux: 0.961263 loss_giou_aux: 2.509769 loss_class_dn: 0.354780 loss_bbox_dn: 0.155677 loss_giou_dn: 0.401644 loss_class_aux_dn: 1.866776 loss_bbox_aux_dn: 0.956094 loss_giou_aux_dn: 2.281842 loss: 15.829922 eta: 2 days, 7:34:59 batch_cost: 0.4952 data_cost: 0.0014 ips: 8.0770 images/s [04/09 00:45:38] ppdet.engine INFO: Epoch: [31] [5800/7329] learning_rate: 0.000100 loss_class: 0.605501 loss_bbox: 0.136222 loss_giou: 0.352643 loss_class_aux: 3.981675 loss_bbox_aux: 0.893051 loss_giou_aux: 2.225285 loss_class_dn: 0.316820 loss_bbox_dn: 0.163567 loss_giou_dn: 0.359329 loss_class_aux_dn: 1.715224 loss_bbox_aux_dn: 0.978271 loss_giou_aux_dn: 2.004962 loss: 14.184523 eta: 2 days, 7:34:08 batch_cost: 0.5332 data_cost: 0.0016 ips: 7.5022 images/s [04/09 00:46:33] ppdet.engine INFO: Epoch: [31] [5900/7329] learning_rate: 0.000100 loss_class: 0.588008 loss_bbox: 0.136327 loss_giou: 0.337561 loss_class_aux: 3.632956 loss_bbox_aux: 0.925247 loss_giou_aux: 2.228092 loss_class_dn: 0.315095 loss_bbox_dn: 0.149001 loss_giou_dn: 0.359095 loss_class_aux_dn: 1.721636 loss_bbox_aux_dn: 0.895979 loss_giou_aux_dn: 2.064816 loss: 13.533188 eta: 2 days, 7:33:11 batch_cost: 0.4921 data_cost: 0.0013 ips: 8.1286 images/s [04/09 00:47:31] ppdet.engine INFO: Epoch: [31] [6000/7329] learning_rate: 0.000100 loss_class: 0.602689 loss_bbox: 0.125954 loss_giou: 0.386219 loss_class_aux: 3.904349 loss_bbox_aux: 0.836426 loss_giou_aux: 2.435556 loss_class_dn: 0.329647 loss_bbox_dn: 0.147804 loss_giou_dn: 0.376417 loss_class_aux_dn: 1.792760 loss_bbox_aux_dn: 0.871098 loss_giou_aux_dn: 2.064749 loss: 14.784328 eta: 2 days, 7:32:18 batch_cost: 0.5169 data_cost: 0.0014 ips: 7.7378 images/s [04/09 00:48:35] ppdet.engine INFO: Epoch: [31] [6100/7329] learning_rate: 0.000100 loss_class: 0.597132 loss_bbox: 0.138284 loss_giou: 0.407442 loss_class_aux: 3.855911 loss_bbox_aux: 0.920487 loss_giou_aux: 2.539804 loss_class_dn: 0.323996 loss_bbox_dn: 0.161496 loss_giou_dn: 0.372848 loss_class_aux_dn: 1.726838 loss_bbox_aux_dn: 0.939178 loss_giou_aux_dn: 2.091996 loss: 13.960678 eta: 2 days, 7:31:33 batch_cost: 0.5707 data_cost: 0.0013 ips: 7.0093 images/s [04/09 00:49:34] ppdet.engine INFO: Epoch: [31] [6200/7329] learning_rate: 0.000100 loss_class: 0.584061 loss_bbox: 0.149151 loss_giou: 0.337549 loss_class_aux: 3.908647 loss_bbox_aux: 0.931945 loss_giou_aux: 2.131480 loss_class_dn: 0.326734 loss_bbox_dn: 0.169858 loss_giou_dn: 0.368171 loss_class_aux_dn: 1.786245 loss_bbox_aux_dn: 0.990451 loss_giou_aux_dn: 2.037438 loss: 14.636244 eta: 2 days, 7:30:40 batch_cost: 0.5146 data_cost: 0.0016 ips: 7.7734 images/s [04/09 00:50:29] ppdet.engine INFO: Epoch: [31] [6300/7329] learning_rate: 0.000100 loss_class: 0.586652 loss_bbox: 0.127497 loss_giou: 0.414655 loss_class_aux: 3.697528 loss_bbox_aux: 0.879439 loss_giou_aux: 2.562414 loss_class_dn: 0.319071 loss_bbox_dn: 0.158532 loss_giou_dn: 0.382190 loss_class_aux_dn: 1.739473 loss_bbox_aux_dn: 0.915641 loss_giou_aux_dn: 2.076262 loss: 13.955223 eta: 2 days, 7:29:42 batch_cost: 0.4909 data_cost: 0.0013 ips: 8.1485 images/s [04/09 00:51:31] ppdet.engine INFO: Epoch: [31] [6400/7329] learning_rate: 0.000100 loss_class: 0.595640 loss_bbox: 0.167989 loss_giou: 0.505068 loss_class_aux: 3.705946 loss_bbox_aux: 1.032655 loss_giou_aux: 3.110588 loss_class_dn: 0.359422 loss_bbox_dn: 0.177381 loss_giou_dn: 0.459895 loss_class_aux_dn: 1.933901 loss_bbox_aux_dn: 1.047471 loss_giou_aux_dn: 2.466594 loss: 16.532551 eta: 2 days, 7:28:55 batch_cost: 0.5522 data_cost: 0.0014 ips: 7.2431 images/s [04/09 00:52:32] ppdet.engine INFO: Epoch: [31] [6500/7329] learning_rate: 0.000100 loss_class: 0.561476 loss_bbox: 0.128872 loss_giou: 0.361538 loss_class_aux: 3.700806 loss_bbox_aux: 0.875724 loss_giou_aux: 2.354154 loss_class_dn: 0.316136 loss_bbox_dn: 0.137245 loss_giou_dn: 0.353393 loss_class_aux_dn: 1.658390 loss_bbox_aux_dn: 0.858837 loss_giou_aux_dn: 1.957202 loss: 13.874594 eta: 2 days, 7:28:04 batch_cost: 0.5349 data_cost: 0.0014 ips: 7.4780 images/s [04/09 00:53:38] ppdet.engine INFO: Epoch: [31] [6600/7329] learning_rate: 0.000100 loss_class: 0.571947 loss_bbox: 0.136323 loss_giou: 0.368869 loss_class_aux: 3.884079 loss_bbox_aux: 0.901420 loss_giou_aux: 2.279272 loss_class_dn: 0.315291 loss_bbox_dn: 0.143997 loss_giou_dn: 0.370636 loss_class_aux_dn: 1.694816 loss_bbox_aux_dn: 0.844393 loss_giou_aux_dn: 2.075024 loss: 13.947964 eta: 2 days, 7:27:25 batch_cost: 0.6013 data_cost: 0.0013 ips: 6.6524 images/s [04/09 00:54:41] ppdet.engine INFO: Epoch: [31] [6700/7329] learning_rate: 0.000100 loss_class: 0.616253 loss_bbox: 0.147285 loss_giou: 0.455432 loss_class_aux: 4.003265 loss_bbox_aux: 0.930997 loss_giou_aux: 2.927612 loss_class_dn: 0.365947 loss_bbox_dn: 0.150266 loss_giou_dn: 0.434629 loss_class_aux_dn: 1.987111 loss_bbox_aux_dn: 0.870822 loss_giou_aux_dn: 2.410978 loss: 15.720633 eta: 2 days, 7:26:38 batch_cost: 0.5585 data_cost: 0.0014 ips: 7.1619 images/s [04/09 00:55:42] ppdet.engine INFO: Epoch: [31] [6800/7329] learning_rate: 0.000100 loss_class: 0.581026 loss_bbox: 0.148306 loss_giou: 0.418589 loss_class_aux: 3.694179 loss_bbox_aux: 0.974873 loss_giou_aux: 2.536282 loss_class_dn: 0.332933 loss_bbox_dn: 0.157037 loss_giou_dn: 0.386750 loss_class_aux_dn: 1.779936 loss_bbox_aux_dn: 0.918394 loss_giou_aux_dn: 2.100153 loss: 14.353664 eta: 2 days, 7:25:51 batch_cost: 0.5520 data_cost: 0.0013 ips: 7.2466 images/s [04/09 00:56:45] ppdet.engine INFO: Epoch: [31] [6900/7329] learning_rate: 0.000100 loss_class: 0.619200 loss_bbox: 0.144220 loss_giou: 0.421838 loss_class_aux: 3.838425 loss_bbox_aux: 0.974617 loss_giou_aux: 2.637201 loss_class_dn: 0.353843 loss_bbox_dn: 0.154358 loss_giou_dn: 0.385987 loss_class_aux_dn: 1.879510 loss_bbox_aux_dn: 0.933755 loss_giou_aux_dn: 2.117047 loss: 15.406588 eta: 2 days, 7:25:03 batch_cost: 0.5504 data_cost: 0.0016 ips: 7.2680 images/s [04/09 00:57:48] ppdet.engine INFO: Epoch: [31] [7000/7329] learning_rate: 0.000100 loss_class: 0.568429 loss_bbox: 0.136333 loss_giou: 0.399155 loss_class_aux: 3.646220 loss_bbox_aux: 0.875716 loss_giou_aux: 2.499772 loss_class_dn: 0.315484 loss_bbox_dn: 0.159183 loss_giou_dn: 0.374965 loss_class_aux_dn: 1.740811 loss_bbox_aux_dn: 0.943779 loss_giou_aux_dn: 2.103461 loss: 13.636066 eta: 2 days, 7:24:15 batch_cost: 0.5481 data_cost: 0.0015 ips: 7.2974 images/s [04/09 00:58:48] ppdet.engine INFO: Epoch: [31] [7100/7329] learning_rate: 0.000100 loss_class: 0.645527 loss_bbox: 0.143259 loss_giou: 0.474006 loss_class_aux: 4.085579 loss_bbox_aux: 1.003033 loss_giou_aux: 2.992737 loss_class_dn: 0.357717 loss_bbox_dn: 0.159791 loss_giou_dn: 0.429233 loss_class_aux_dn: 1.917701 loss_bbox_aux_dn: 0.958310 loss_giou_aux_dn: 2.367714 loss: 15.361208 eta: 2 days, 7:23:24 batch_cost: 0.5329 data_cost: 0.0013 ips: 7.5065 images/s [04/09 00:59:47] ppdet.engine INFO: Epoch: [31] [7200/7329] learning_rate: 0.000100 loss_class: 0.625269 loss_bbox: 0.153406 loss_giou: 0.453604 loss_class_aux: 4.026072 loss_bbox_aux: 1.012669 loss_giou_aux: 2.865148 loss_class_dn: 0.356755 loss_bbox_dn: 0.153202 loss_giou_dn: 0.415826 loss_class_aux_dn: 1.902802 loss_bbox_aux_dn: 0.921064 loss_giou_aux_dn: 2.286962 loss: 15.644239 eta: 2 days, 7:22:33 batch_cost: 0.5312 data_cost: 0.0014 ips: 7.5296 images/s [04/09 01:00:45] ppdet.engine INFO: Epoch: [31] [7300/7329] learning_rate: 0.000100 loss_class: 0.602875 loss_bbox: 0.153644 loss_giou: 0.411978 loss_class_aux: 3.981040 loss_bbox_aux: 0.983317 loss_giou_aux: 2.597134 loss_class_dn: 0.353367 loss_bbox_dn: 0.162217 loss_giou_dn: 0.428653 loss_class_aux_dn: 1.893912 loss_bbox_aux_dn: 0.947437 loss_giou_aux_dn: 2.293364 loss: 15.631941 eta: 2 days, 7:21:39 batch_cost: 0.5116 data_cost: 0.0014 ips: 7.8181 images/s [04/09 01:01:08] ppdet.engine INFO: Eval iter: 0 [04/09 01:01:37] ppdet.engine INFO: Eval iter: 100 [04/09 01:02:04] ppdet.engine INFO: Eval iter: 200 [04/09 01:02:32] ppdet.engine INFO: Eval iter: 300 [04/09 01:02:59] ppdet.engine INFO: Eval iter: 400 [04/09 01:03:27] ppdet.engine INFO: Eval iter: 500 [04/09 01:03:54] ppdet.engine INFO: Eval iter: 600 [04/09 01:04:24] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/09 01:04:25] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.52s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=113.33s). Accumulating evaluation results... DONE (t=27.49s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.517 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.700 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.558 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.323 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.704 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.643 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.752 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/09 01:07:08] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.76924701121192 [04/09 01:07:08] ppdet.engine INFO: Best test bbox ap is 0.517. [04/09 01:07:11] ppdet.engine INFO: Epoch: [32] [ 0/7329] learning_rate: 0.000100 loss_class: 0.614598 loss_bbox: 0.148361 loss_giou: 0.360480 loss_class_aux: 4.092374 loss_bbox_aux: 0.969939 loss_giou_aux: 2.345022 loss_class_dn: 0.351250 loss_bbox_dn: 0.153425 loss_giou_dn: 0.393993 loss_class_aux_dn: 1.887969 loss_bbox_aux_dn: 0.943434 loss_giou_aux_dn: 2.114766 loss: 15.134035 eta: 2 days, 7:21:27 batch_cost: 0.5454 data_cost: 0.0015 ips: 7.3335 images/s [04/09 01:08:14] ppdet.engine INFO: Epoch: [32] [ 100/7329] learning_rate: 0.000100 loss_class: 0.594220 loss_bbox: 0.138703 loss_giou: 0.427420 loss_class_aux: 3.797535 loss_bbox_aux: 0.954153 loss_giou_aux: 2.713643 loss_class_dn: 0.357593 loss_bbox_dn: 0.145290 loss_giou_dn: 0.424017 loss_class_aux_dn: 1.919816 loss_bbox_aux_dn: 0.883791 loss_giou_aux_dn: 2.366895 loss: 16.038879 eta: 2 days, 7:20:42 batch_cost: 0.5640 data_cost: 0.0015 ips: 7.0927 images/s [04/09 01:09:11] ppdet.engine INFO: Epoch: [32] [ 200/7329] learning_rate: 0.000100 loss_class: 0.590293 loss_bbox: 0.144321 loss_giou: 0.428817 loss_class_aux: 3.813567 loss_bbox_aux: 0.953771 loss_giou_aux: 2.675863 loss_class_dn: 0.342106 loss_bbox_dn: 0.153709 loss_giou_dn: 0.396923 loss_class_aux_dn: 1.870864 loss_bbox_aux_dn: 0.899680 loss_giou_aux_dn: 2.211407 loss: 15.172871 eta: 2 days, 7:19:46 batch_cost: 0.5038 data_cost: 0.0014 ips: 7.9401 images/s [04/09 01:10:12] ppdet.engine INFO: Epoch: [32] [ 300/7329] learning_rate: 0.000100 loss_class: 0.623865 loss_bbox: 0.149426 loss_giou: 0.432949 loss_class_aux: 4.020515 loss_bbox_aux: 0.980425 loss_giou_aux: 2.759366 loss_class_dn: 0.359625 loss_bbox_dn: 0.162222 loss_giou_dn: 0.422091 loss_class_aux_dn: 1.891033 loss_bbox_aux_dn: 0.922759 loss_giou_aux_dn: 2.292363 loss: 15.344740 eta: 2 days, 7:18:59 batch_cost: 0.5542 data_cost: 0.0013 ips: 7.2173 images/s [04/09 01:11:08] ppdet.engine INFO: Epoch: [32] [ 400/7329] learning_rate: 0.000100 loss_class: 0.565713 loss_bbox: 0.143322 loss_giou: 0.390172 loss_class_aux: 3.678072 loss_bbox_aux: 0.916479 loss_giou_aux: 2.532488 loss_class_dn: 0.317717 loss_bbox_dn: 0.158576 loss_giou_dn: 0.367121 loss_class_aux_dn: 1.662184 loss_bbox_aux_dn: 0.958868 loss_giou_aux_dn: 1.991051 loss: 14.293199 eta: 2 days, 7:18:01 batch_cost: 0.4907 data_cost: 0.0014 ips: 8.1517 images/s [04/09 01:12:03] ppdet.engine INFO: Epoch: [32] [ 500/7329] learning_rate: 0.000100 loss_class: 0.608772 loss_bbox: 0.154693 loss_giou: 0.417716 loss_class_aux: 4.036040 loss_bbox_aux: 1.026472 loss_giou_aux: 2.747538 loss_class_dn: 0.319606 loss_bbox_dn: 0.183889 loss_giou_dn: 0.400976 loss_class_aux_dn: 1.693915 loss_bbox_aux_dn: 1.102104 loss_giou_aux_dn: 2.143047 loss: 14.377346 eta: 2 days, 7:17:04 batch_cost: 0.4896 data_cost: 0.0014 ips: 8.1703 images/s [04/09 01:12:57] ppdet.engine INFO: Epoch: [32] [ 600/7329] learning_rate: 0.000100 loss_class: 0.590750 loss_bbox: 0.138811 loss_giou: 0.374029 loss_class_aux: 3.777133 loss_bbox_aux: 0.925055 loss_giou_aux: 2.482318 loss_class_dn: 0.345710 loss_bbox_dn: 0.160021 loss_giou_dn: 0.365286 loss_class_aux_dn: 1.857533 loss_bbox_aux_dn: 0.939222 loss_giou_aux_dn: 2.063284 loss: 13.823652 eta: 2 days, 7:16:05 batch_cost: 0.4835 data_cost: 0.0014 ips: 8.2737 images/s [04/09 01:13:53] ppdet.engine INFO: Epoch: [32] [ 700/7329] learning_rate: 0.000100 loss_class: 0.596176 loss_bbox: 0.133506 loss_giou: 0.421772 loss_class_aux: 3.754645 loss_bbox_aux: 0.910530 loss_giou_aux: 2.768751 loss_class_dn: 0.332705 loss_bbox_dn: 0.149089 loss_giou_dn: 0.415218 loss_class_aux_dn: 1.750839 loss_bbox_aux_dn: 0.857187 loss_giou_aux_dn: 2.322966 loss: 14.820984 eta: 2 days, 7:15:08 batch_cost: 0.4922 data_cost: 0.0014 ips: 8.1272 images/s [04/09 01:14:56] ppdet.engine INFO: Epoch: [32] [ 800/7329] learning_rate: 0.000100 loss_class: 0.538201 loss_bbox: 0.129069 loss_giou: 0.337851 loss_class_aux: 3.385768 loss_bbox_aux: 0.892079 loss_giou_aux: 2.196580 loss_class_dn: 0.297048 loss_bbox_dn: 0.157331 loss_giou_dn: 0.336170 loss_class_aux_dn: 1.629101 loss_bbox_aux_dn: 0.905128 loss_giou_aux_dn: 1.865481 loss: 12.913643 eta: 2 days, 7:14:22 batch_cost: 0.5645 data_cost: 0.0017 ips: 7.0857 images/s [04/09 01:16:01] ppdet.engine INFO: Epoch: [32] [ 900/7329] learning_rate: 0.000100 loss_class: 0.605717 loss_bbox: 0.145346 loss_giou: 0.421096 loss_class_aux: 3.893530 loss_bbox_aux: 0.965926 loss_giou_aux: 2.585625 loss_class_dn: 0.358428 loss_bbox_dn: 0.162903 loss_giou_dn: 0.390747 loss_class_aux_dn: 1.874615 loss_bbox_aux_dn: 0.949991 loss_giou_aux_dn: 2.214142 loss: 15.174410 eta: 2 days, 7:13:40 batch_cost: 0.5826 data_cost: 0.0014 ips: 6.8661 images/s [04/09 01:17:05] ppdet.engine INFO: Epoch: [32] [1000/7329] learning_rate: 0.000100 loss_class: 0.619445 loss_bbox: 0.129604 loss_giou: 0.403046 loss_class_aux: 4.046287 loss_bbox_aux: 0.924354 loss_giou_aux: 2.577873 loss_class_dn: 0.343124 loss_bbox_dn: 0.166170 loss_giou_dn: 0.427481 loss_class_aux_dn: 1.852237 loss_bbox_aux_dn: 0.918133 loss_giou_aux_dn: 2.331993 loss: 15.343621 eta: 2 days, 7:12:54 batch_cost: 0.5642 data_cost: 0.0015 ips: 7.0893 images/s [04/09 01:18:01] ppdet.engine INFO: Epoch: [32] [1100/7329] learning_rate: 0.000100 loss_class: 0.551022 loss_bbox: 0.137013 loss_giou: 0.409983 loss_class_aux: 3.584474 loss_bbox_aux: 0.928219 loss_giou_aux: 2.527237 loss_class_dn: 0.324635 loss_bbox_dn: 0.147676 loss_giou_dn: 0.390036 loss_class_aux_dn: 1.741900 loss_bbox_aux_dn: 0.894432 loss_giou_aux_dn: 2.064009 loss: 14.028782 eta: 2 days, 7:11:58 batch_cost: 0.5000 data_cost: 0.0013 ips: 7.9996 images/s [04/09 01:18:57] ppdet.engine INFO: Epoch: [32] [1200/7329] learning_rate: 0.000100 loss_class: 0.631228 loss_bbox: 0.145018 loss_giou: 0.413621 loss_class_aux: 4.009892 loss_bbox_aux: 0.993943 loss_giou_aux: 2.636906 loss_class_dn: 0.362392 loss_bbox_dn: 0.170425 loss_giou_dn: 0.387749 loss_class_aux_dn: 1.942185 loss_bbox_aux_dn: 1.038586 loss_giou_aux_dn: 2.242924 loss: 15.728495 eta: 2 days, 7:11:01 batch_cost: 0.4954 data_cost: 0.0014 ips: 8.0738 images/s [04/09 01:19:57] ppdet.engine INFO: Epoch: [32] [1300/7329] learning_rate: 0.000100 loss_class: 0.638667 loss_bbox: 0.158255 loss_giou: 0.367652 loss_class_aux: 4.108374 loss_bbox_aux: 1.050285 loss_giou_aux: 2.412108 loss_class_dn: 0.323460 loss_bbox_dn: 0.169790 loss_giou_dn: 0.353430 loss_class_aux_dn: 1.786355 loss_bbox_aux_dn: 0.982230 loss_giou_aux_dn: 1.966090 loss: 14.098362 eta: 2 days, 7:10:10 batch_cost: 0.5306 data_cost: 0.0014 ips: 7.5392 images/s [04/09 01:20:56] ppdet.engine INFO: Epoch: [32] [1400/7329] learning_rate: 0.000100 loss_class: 0.567677 loss_bbox: 0.132140 loss_giou: 0.440103 loss_class_aux: 3.654206 loss_bbox_aux: 0.884365 loss_giou_aux: 2.819196 loss_class_dn: 0.356934 loss_bbox_dn: 0.141460 loss_giou_dn: 0.420456 loss_class_aux_dn: 1.866477 loss_bbox_aux_dn: 0.857796 loss_giou_aux_dn: 2.354901 loss: 14.843635 eta: 2 days, 7:09:19 batch_cost: 0.5284 data_cost: 0.0015 ips: 7.5694 images/s [04/09 01:21:54] ppdet.engine INFO: Epoch: [32] [1500/7329] learning_rate: 0.000100 loss_class: 0.634315 loss_bbox: 0.150761 loss_giou: 0.402834 loss_class_aux: 4.096125 loss_bbox_aux: 0.973920 loss_giou_aux: 2.547961 loss_class_dn: 0.350920 loss_bbox_dn: 0.175881 loss_giou_dn: 0.397428 loss_class_aux_dn: 1.909805 loss_bbox_aux_dn: 1.006978 loss_giou_aux_dn: 2.180771 loss: 15.812662 eta: 2 days, 7:08:25 batch_cost: 0.5139 data_cost: 0.0013 ips: 7.7840 images/s [04/09 01:22:57] ppdet.engine INFO: Epoch: [32] [1600/7329] learning_rate: 0.000100 loss_class: 0.596895 loss_bbox: 0.154217 loss_giou: 0.437775 loss_class_aux: 3.778165 loss_bbox_aux: 0.963475 loss_giou_aux: 2.808394 loss_class_dn: 0.336708 loss_bbox_dn: 0.149311 loss_giou_dn: 0.395375 loss_class_aux_dn: 1.842968 loss_bbox_aux_dn: 0.871815 loss_giou_aux_dn: 2.225647 loss: 15.264202 eta: 2 days, 7:07:39 batch_cost: 0.5598 data_cost: 0.0015 ips: 7.1449 images/s [04/09 01:23:52] ppdet.engine INFO: Epoch: [32] [1700/7329] learning_rate: 0.000100 loss_class: 0.639263 loss_bbox: 0.146742 loss_giou: 0.431875 loss_class_aux: 4.006917 loss_bbox_aux: 1.022264 loss_giou_aux: 2.667346 loss_class_dn: 0.353394 loss_bbox_dn: 0.170300 loss_giou_dn: 0.438547 loss_class_aux_dn: 1.868670 loss_bbox_aux_dn: 1.023200 loss_giou_aux_dn: 2.372336 loss: 15.372444 eta: 2 days, 7:06:40 batch_cost: 0.4840 data_cost: 0.0013 ips: 8.2642 images/s [04/09 01:24:45] ppdet.engine INFO: Epoch: [32] [1800/7329] learning_rate: 0.000100 loss_class: 0.590473 loss_bbox: 0.149781 loss_giou: 0.396050 loss_class_aux: 3.894430 loss_bbox_aux: 0.985285 loss_giou_aux: 2.441742 loss_class_dn: 0.336056 loss_bbox_dn: 0.168080 loss_giou_dn: 0.379763 loss_class_aux_dn: 1.783230 loss_bbox_aux_dn: 0.994625 loss_giou_aux_dn: 2.132602 loss: 14.258345 eta: 2 days, 7:05:40 batch_cost: 0.4762 data_cost: 0.0013 ips: 8.3995 images/s [04/09 01:25:39] ppdet.engine INFO: Epoch: [32] [1900/7329] learning_rate: 0.000100 loss_class: 0.546697 loss_bbox: 0.136610 loss_giou: 0.346950 loss_class_aux: 3.419934 loss_bbox_aux: 0.919992 loss_giou_aux: 2.208947 loss_class_dn: 0.304174 loss_bbox_dn: 0.147647 loss_giou_dn: 0.366531 loss_class_aux_dn: 1.607644 loss_bbox_aux_dn: 0.876520 loss_giou_aux_dn: 1.980402 loss: 13.202013 eta: 2 days, 7:04:41 batch_cost: 0.4799 data_cost: 0.0013 ips: 8.3353 images/s [04/09 01:26:38] ppdet.engine INFO: Epoch: [32] [2000/7329] learning_rate: 0.000100 loss_class: 0.594499 loss_bbox: 0.152345 loss_giou: 0.425732 loss_class_aux: 3.848600 loss_bbox_aux: 1.006052 loss_giou_aux: 2.767104 loss_class_dn: 0.350722 loss_bbox_dn: 0.171230 loss_giou_dn: 0.434347 loss_class_aux_dn: 1.873962 loss_bbox_aux_dn: 0.959071 loss_giou_aux_dn: 2.396800 loss: 16.011593 eta: 2 days, 7:03:50 batch_cost: 0.5284 data_cost: 0.0012 ips: 7.5696 images/s [04/09 01:27:44] ppdet.engine INFO: Epoch: [32] [2100/7329] learning_rate: 0.000100 loss_class: 0.597761 loss_bbox: 0.137092 loss_giou: 0.431032 loss_class_aux: 3.779545 loss_bbox_aux: 0.879493 loss_giou_aux: 2.702445 loss_class_dn: 0.351530 loss_bbox_dn: 0.149324 loss_giou_dn: 0.410620 loss_class_aux_dn: 1.901533 loss_bbox_aux_dn: 0.893876 loss_giou_aux_dn: 2.245878 loss: 15.161617 eta: 2 days, 7:03:08 batch_cost: 0.5892 data_cost: 0.0014 ips: 6.7887 images/s [04/09 01:28:40] ppdet.engine INFO: Epoch: [32] [2200/7329] learning_rate: 0.000100 loss_class: 0.570010 loss_bbox: 0.143050 loss_giou: 0.347810 loss_class_aux: 3.411006 loss_bbox_aux: 0.934733 loss_giou_aux: 2.198226 loss_class_dn: 0.307657 loss_bbox_dn: 0.147801 loss_giou_dn: 0.360990 loss_class_aux_dn: 1.676499 loss_bbox_aux_dn: 0.902703 loss_giou_aux_dn: 2.022365 loss: 13.670216 eta: 2 days, 7:02:12 batch_cost: 0.5019 data_cost: 0.0013 ips: 7.9702 images/s [04/09 01:29:41] ppdet.engine INFO: Epoch: [32] [2300/7329] learning_rate: 0.000100 loss_class: 0.528551 loss_bbox: 0.124469 loss_giou: 0.355268 loss_class_aux: 3.446210 loss_bbox_aux: 0.827031 loss_giou_aux: 2.205907 loss_class_dn: 0.295380 loss_bbox_dn: 0.143011 loss_giou_dn: 0.331808 loss_class_aux_dn: 1.571906 loss_bbox_aux_dn: 0.864160 loss_giou_aux_dn: 1.889245 loss: 12.639263 eta: 2 days, 7:01:23 batch_cost: 0.5377 data_cost: 0.0013 ips: 7.4385 images/s [04/09 01:30:37] ppdet.engine INFO: Epoch: [32] [2400/7329] learning_rate: 0.000100 loss_class: 0.565661 loss_bbox: 0.141905 loss_giou: 0.360902 loss_class_aux: 3.563234 loss_bbox_aux: 0.971808 loss_giou_aux: 2.312866 loss_class_dn: 0.311781 loss_bbox_dn: 0.160411 loss_giou_dn: 0.361636 loss_class_aux_dn: 1.668704 loss_bbox_aux_dn: 0.951966 loss_giou_aux_dn: 2.049763 loss: 13.836110 eta: 2 days, 7:00:27 batch_cost: 0.5044 data_cost: 0.0013 ips: 7.9301 images/s [04/09 01:31:37] ppdet.engine INFO: Epoch: [32] [2500/7329] learning_rate: 0.000100 loss_class: 0.598506 loss_bbox: 0.146037 loss_giou: 0.430187 loss_class_aux: 3.935355 loss_bbox_aux: 0.938244 loss_giou_aux: 2.719014 loss_class_dn: 0.351094 loss_bbox_dn: 0.139729 loss_giou_dn: 0.398580 loss_class_aux_dn: 1.879852 loss_bbox_aux_dn: 0.865315 loss_giou_aux_dn: 2.194753 loss: 15.007187 eta: 2 days, 6:59:36 batch_cost: 0.5287 data_cost: 0.0014 ips: 7.5654 images/s [04/09 01:32:33] ppdet.engine INFO: Epoch: [32] [2600/7329] learning_rate: 0.000100 loss_class: 0.640856 loss_bbox: 0.152315 loss_giou: 0.397294 loss_class_aux: 4.115695 loss_bbox_aux: 0.987688 loss_giou_aux: 2.551954 loss_class_dn: 0.391904 loss_bbox_dn: 0.172526 loss_giou_dn: 0.415209 loss_class_aux_dn: 2.080492 loss_bbox_aux_dn: 1.026137 loss_giou_aux_dn: 2.296857 loss: 15.887036 eta: 2 days, 6:58:40 batch_cost: 0.5025 data_cost: 0.0014 ips: 7.9610 images/s [04/09 01:33:31] ppdet.engine INFO: Epoch: [32] [2700/7329] learning_rate: 0.000100 loss_class: 0.621990 loss_bbox: 0.142465 loss_giou: 0.401563 loss_class_aux: 3.946957 loss_bbox_aux: 0.964358 loss_giou_aux: 2.527144 loss_class_dn: 0.355615 loss_bbox_dn: 0.158417 loss_giou_dn: 0.376539 loss_class_aux_dn: 1.910828 loss_bbox_aux_dn: 0.909114 loss_giou_aux_dn: 2.112845 loss: 14.836616 eta: 2 days, 6:57:47 batch_cost: 0.5142 data_cost: 0.0014 ips: 7.7788 images/s [04/09 01:34:26] ppdet.engine INFO: Epoch: [32] [2800/7329] learning_rate: 0.000100 loss_class: 0.660076 loss_bbox: 0.168107 loss_giou: 0.426750 loss_class_aux: 4.102287 loss_bbox_aux: 1.069789 loss_giou_aux: 2.820065 loss_class_dn: 0.373497 loss_bbox_dn: 0.172081 loss_giou_dn: 0.441776 loss_class_aux_dn: 1.969565 loss_bbox_aux_dn: 1.010800 loss_giou_aux_dn: 2.477091 loss: 15.453175 eta: 2 days, 6:56:50 batch_cost: 0.4939 data_cost: 0.0015 ips: 8.0987 images/s [04/09 01:35:25] ppdet.engine INFO: Epoch: [32] [2900/7329] learning_rate: 0.000100 loss_class: 0.614502 loss_bbox: 0.161351 loss_giou: 0.426778 loss_class_aux: 3.861000 loss_bbox_aux: 1.091943 loss_giou_aux: 2.610001 loss_class_dn: 0.346980 loss_bbox_dn: 0.168141 loss_giou_dn: 0.410814 loss_class_aux_dn: 1.864214 loss_bbox_aux_dn: 0.999653 loss_giou_aux_dn: 2.285365 loss: 15.710986 eta: 2 days, 6:55:58 batch_cost: 0.5232 data_cost: 0.0014 ips: 7.6452 images/s [04/09 01:36:21] ppdet.engine INFO: Epoch: [32] [3000/7329] learning_rate: 0.000100 loss_class: 0.632684 loss_bbox: 0.159942 loss_giou: 0.453091 loss_class_aux: 3.917970 loss_bbox_aux: 1.046432 loss_giou_aux: 2.818592 loss_class_dn: 0.357118 loss_bbox_dn: 0.162855 loss_giou_dn: 0.445694 loss_class_aux_dn: 1.935193 loss_bbox_aux_dn: 0.976196 loss_giou_aux_dn: 2.481822 loss: 15.702963 eta: 2 days, 6:55:01 batch_cost: 0.4974 data_cost: 0.0014 ips: 8.0414 images/s [04/09 01:37:15] ppdet.engine INFO: Epoch: [32] [3100/7329] learning_rate: 0.000100 loss_class: 0.572332 loss_bbox: 0.133942 loss_giou: 0.422454 loss_class_aux: 3.659187 loss_bbox_aux: 0.841388 loss_giou_aux: 2.765757 loss_class_dn: 0.328886 loss_bbox_dn: 0.143728 loss_giou_dn: 0.379888 loss_class_aux_dn: 1.774111 loss_bbox_aux_dn: 0.887608 loss_giou_aux_dn: 2.085613 loss: 14.421206 eta: 2 days, 6:54:01 batch_cost: 0.4758 data_cost: 0.0013 ips: 8.4077 images/s [04/09 01:38:12] ppdet.engine INFO: Epoch: [32] [3200/7329] learning_rate: 0.000100 loss_class: 0.591473 loss_bbox: 0.137910 loss_giou: 0.406309 loss_class_aux: 3.789368 loss_bbox_aux: 0.874867 loss_giou_aux: 2.545137 loss_class_dn: 0.333024 loss_bbox_dn: 0.144579 loss_giou_dn: 0.368675 loss_class_aux_dn: 1.809178 loss_bbox_aux_dn: 0.846278 loss_giou_aux_dn: 2.076632 loss: 13.767659 eta: 2 days, 6:53:07 batch_cost: 0.5122 data_cost: 0.0014 ips: 7.8095 images/s [04/09 01:39:12] ppdet.engine INFO: Epoch: [32] [3300/7329] learning_rate: 0.000100 loss_class: 0.642462 loss_bbox: 0.143761 loss_giou: 0.415065 loss_class_aux: 4.073712 loss_bbox_aux: 0.988933 loss_giou_aux: 2.653757 loss_class_dn: 0.349711 loss_bbox_dn: 0.168203 loss_giou_dn: 0.398668 loss_class_aux_dn: 1.851987 loss_bbox_aux_dn: 0.996952 loss_giou_aux_dn: 2.233678 loss: 15.406775 eta: 2 days, 6:52:17 batch_cost: 0.5317 data_cost: 0.0017 ips: 7.5229 images/s [04/09 01:40:19] ppdet.engine INFO: Epoch: [32] [3400/7329] learning_rate: 0.000100 loss_class: 0.582155 loss_bbox: 0.153742 loss_giou: 0.392949 loss_class_aux: 3.745388 loss_bbox_aux: 0.984099 loss_giou_aux: 2.555658 loss_class_dn: 0.342487 loss_bbox_dn: 0.157451 loss_giou_dn: 0.384921 loss_class_aux_dn: 1.849193 loss_bbox_aux_dn: 0.953468 loss_giou_aux_dn: 2.139300 loss: 14.829414 eta: 2 days, 6:51:37 batch_cost: 0.6006 data_cost: 0.0016 ips: 6.6603 images/s [04/09 01:41:17] ppdet.engine INFO: Epoch: [32] [3500/7329] learning_rate: 0.000100 loss_class: 0.623688 loss_bbox: 0.147982 loss_giou: 0.362437 loss_class_aux: 3.950315 loss_bbox_aux: 1.012475 loss_giou_aux: 2.333788 loss_class_dn: 0.322881 loss_bbox_dn: 0.155442 loss_giou_dn: 0.356547 loss_class_aux_dn: 1.732615 loss_bbox_aux_dn: 0.963283 loss_giou_aux_dn: 1.941515 loss: 14.653015 eta: 2 days, 6:50:43 batch_cost: 0.5168 data_cost: 0.0013 ips: 7.7406 images/s [04/09 01:42:14] ppdet.engine INFO: Epoch: [32] [3600/7329] learning_rate: 0.000100 loss_class: 0.513676 loss_bbox: 0.125167 loss_giou: 0.345091 loss_class_aux: 3.432055 loss_bbox_aux: 0.817443 loss_giou_aux: 2.210956 loss_class_dn: 0.290235 loss_bbox_dn: 0.144455 loss_giou_dn: 0.330616 loss_class_aux_dn: 1.557461 loss_bbox_aux_dn: 0.914453 loss_giou_aux_dn: 1.878459 loss: 12.878410 eta: 2 days, 6:49:50 batch_cost: 0.5157 data_cost: 0.0013 ips: 7.7562 images/s [04/09 01:43:09] ppdet.engine INFO: Epoch: [32] [3700/7329] learning_rate: 0.000100 loss_class: 0.572778 loss_bbox: 0.128012 loss_giou: 0.395352 loss_class_aux: 3.579920 loss_bbox_aux: 0.880655 loss_giou_aux: 2.535790 loss_class_dn: 0.322391 loss_bbox_dn: 0.151673 loss_giou_dn: 0.385571 loss_class_aux_dn: 1.762326 loss_bbox_aux_dn: 0.881109 loss_giou_aux_dn: 2.120014 loss: 14.103831 eta: 2 days, 6:48:52 batch_cost: 0.4861 data_cost: 0.0013 ips: 8.2293 images/s [04/09 01:44:03] ppdet.engine INFO: Epoch: [32] [3800/7329] learning_rate: 0.000100 loss_class: 0.601038 loss_bbox: 0.156815 loss_giou: 0.449884 loss_class_aux: 3.738262 loss_bbox_aux: 1.003055 loss_giou_aux: 2.826349 loss_class_dn: 0.349251 loss_bbox_dn: 0.155705 loss_giou_dn: 0.434562 loss_class_aux_dn: 1.867409 loss_bbox_aux_dn: 0.940063 loss_giou_aux_dn: 2.421719 loss: 16.064732 eta: 2 days, 6:47:52 batch_cost: 0.4771 data_cost: 0.0014 ips: 8.3846 images/s [04/09 01:45:02] ppdet.engine INFO: Epoch: [32] [3900/7329] learning_rate: 0.000100 loss_class: 0.675253 loss_bbox: 0.157987 loss_giou: 0.422083 loss_class_aux: 4.413588 loss_bbox_aux: 1.014348 loss_giou_aux: 2.749926 loss_class_dn: 0.365319 loss_bbox_dn: 0.164417 loss_giou_dn: 0.416105 loss_class_aux_dn: 1.938579 loss_bbox_aux_dn: 1.002349 loss_giou_aux_dn: 2.375978 loss: 15.851373 eta: 2 days, 6:47:02 batch_cost: 0.5328 data_cost: 0.0014 ips: 7.5072 images/s [04/09 01:46:01] ppdet.engine INFO: Epoch: [32] [4000/7329] learning_rate: 0.000100 loss_class: 0.572320 loss_bbox: 0.138220 loss_giou: 0.422095 loss_class_aux: 3.744127 loss_bbox_aux: 0.963770 loss_giou_aux: 2.558666 loss_class_dn: 0.334321 loss_bbox_dn: 0.153279 loss_giou_dn: 0.393164 loss_class_aux_dn: 1.792327 loss_bbox_aux_dn: 0.883958 loss_giou_aux_dn: 2.255971 loss: 14.867399 eta: 2 days, 6:46:09 batch_cost: 0.5235 data_cost: 0.0014 ips: 7.6405 images/s [04/09 01:46:59] ppdet.engine INFO: Epoch: [32] [4100/7329] learning_rate: 0.000100 loss_class: 0.549870 loss_bbox: 0.132291 loss_giou: 0.324493 loss_class_aux: 3.558295 loss_bbox_aux: 0.885562 loss_giou_aux: 2.086317 loss_class_dn: 0.301289 loss_bbox_dn: 0.146437 loss_giou_dn: 0.340041 loss_class_aux_dn: 1.654259 loss_bbox_aux_dn: 0.898412 loss_giou_aux_dn: 1.879621 loss: 13.074377 eta: 2 days, 6:45:17 batch_cost: 0.5219 data_cost: 0.0013 ips: 7.6649 images/s [04/09 01:47:59] ppdet.engine INFO: Epoch: [32] [4200/7329] learning_rate: 0.000100 loss_class: 0.639442 loss_bbox: 0.152201 loss_giou: 0.424916 loss_class_aux: 3.931050 loss_bbox_aux: 1.009495 loss_giou_aux: 2.661404 loss_class_dn: 0.359005 loss_bbox_dn: 0.154862 loss_giou_dn: 0.426843 loss_class_aux_dn: 1.891854 loss_bbox_aux_dn: 0.921947 loss_giou_aux_dn: 2.393234 loss: 16.434711 eta: 2 days, 6:44:28 batch_cost: 0.5411 data_cost: 0.0013 ips: 7.3920 images/s [04/09 01:49:02] ppdet.engine INFO: Epoch: [32] [4300/7329] learning_rate: 0.000100 loss_class: 0.511761 loss_bbox: 0.140835 loss_giou: 0.301298 loss_class_aux: 3.215347 loss_bbox_aux: 0.873825 loss_giou_aux: 1.950775 loss_class_dn: 0.276468 loss_bbox_dn: 0.146906 loss_giou_dn: 0.313149 loss_class_aux_dn: 1.522720 loss_bbox_aux_dn: 0.879775 loss_giou_aux_dn: 1.732281 loss: 11.599554 eta: 2 days, 6:43:38 batch_cost: 0.5399 data_cost: 0.0017 ips: 7.4091 images/s [04/09 01:49:55] ppdet.engine INFO: Epoch: [32] [4400/7329] learning_rate: 0.000100 loss_class: 0.556479 loss_bbox: 0.120304 loss_giou: 0.298083 loss_class_aux: 3.552383 loss_bbox_aux: 0.861828 loss_giou_aux: 1.998615 loss_class_dn: 0.293312 loss_bbox_dn: 0.134884 loss_giou_dn: 0.316610 loss_class_aux_dn: 1.611298 loss_bbox_aux_dn: 0.841233 loss_giou_aux_dn: 1.766050 loss: 12.271156 eta: 2 days, 6:42:38 batch_cost: 0.4758 data_cost: 0.0013 ips: 8.4069 images/s [04/09 01:50:51] ppdet.engine INFO: Epoch: [32] [4500/7329] learning_rate: 0.000100 loss_class: 0.613744 loss_bbox: 0.141095 loss_giou: 0.404838 loss_class_aux: 3.829818 loss_bbox_aux: 1.003709 loss_giou_aux: 2.496691 loss_class_dn: 0.329412 loss_bbox_dn: 0.157908 loss_giou_dn: 0.404189 loss_class_aux_dn: 1.764995 loss_bbox_aux_dn: 0.926714 loss_giou_aux_dn: 2.253441 loss: 15.475267 eta: 2 days, 6:41:42 batch_cost: 0.4977 data_cost: 0.0016 ips: 8.0362 images/s [04/09 01:51:48] ppdet.engine INFO: Epoch: [32] [4600/7329] learning_rate: 0.000100 loss_class: 0.559923 loss_bbox: 0.152508 loss_giou: 0.371721 loss_class_aux: 3.649657 loss_bbox_aux: 0.953817 loss_giou_aux: 2.314901 loss_class_dn: 0.317772 loss_bbox_dn: 0.169477 loss_giou_dn: 0.371493 loss_class_aux_dn: 1.747750 loss_bbox_aux_dn: 1.092752 loss_giou_aux_dn: 2.000038 loss: 14.658442 eta: 2 days, 6:40:48 batch_cost: 0.5089 data_cost: 0.0013 ips: 7.8604 images/s [04/09 01:52:50] ppdet.engine INFO: Epoch: [32] [4700/7329] learning_rate: 0.000100 loss_class: 0.583590 loss_bbox: 0.147914 loss_giou: 0.483746 loss_class_aux: 3.750263 loss_bbox_aux: 0.925941 loss_giou_aux: 3.006270 loss_class_dn: 0.341929 loss_bbox_dn: 0.155824 loss_giou_dn: 0.431680 loss_class_aux_dn: 1.814003 loss_bbox_aux_dn: 0.929594 loss_giou_aux_dn: 2.415350 loss: 15.380750 eta: 2 days, 6:40:00 batch_cost: 0.5555 data_cost: 0.0013 ips: 7.2008 images/s [04/09 01:53:46] ppdet.engine INFO: Epoch: [32] [4800/7329] learning_rate: 0.000100 loss_class: 0.602378 loss_bbox: 0.129450 loss_giou: 0.380905 loss_class_aux: 3.622005 loss_bbox_aux: 0.861324 loss_giou_aux: 2.476041 loss_class_dn: 0.331819 loss_bbox_dn: 0.137955 loss_giou_dn: 0.379124 loss_class_aux_dn: 1.772486 loss_bbox_aux_dn: 0.843951 loss_giou_aux_dn: 2.232980 loss: 13.806808 eta: 2 days, 6:39:03 batch_cost: 0.4929 data_cost: 0.0014 ips: 8.1152 images/s [04/09 01:54:40] ppdet.engine INFO: Epoch: [32] [4900/7329] learning_rate: 0.000100 loss_class: 0.540489 loss_bbox: 0.133081 loss_giou: 0.330811 loss_class_aux: 3.665968 loss_bbox_aux: 0.851252 loss_giou_aux: 2.147758 loss_class_dn: 0.321518 loss_bbox_dn: 0.134159 loss_giou_dn: 0.340925 loss_class_aux_dn: 1.710551 loss_bbox_aux_dn: 0.848578 loss_giou_aux_dn: 1.896380 loss: 13.986486 eta: 2 days, 6:38:04 batch_cost: 0.4790 data_cost: 0.0013 ips: 8.3502 images/s [04/09 01:55:38] ppdet.engine INFO: Epoch: [32] [5000/7329] learning_rate: 0.000100 loss_class: 0.533589 loss_bbox: 0.125341 loss_giou: 0.342835 loss_class_aux: 3.422173 loss_bbox_aux: 0.808002 loss_giou_aux: 2.280488 loss_class_dn: 0.307342 loss_bbox_dn: 0.129214 loss_giou_dn: 0.333923 loss_class_aux_dn: 1.659474 loss_bbox_aux_dn: 0.775545 loss_giou_aux_dn: 1.841580 loss: 13.144762 eta: 2 days, 6:37:12 batch_cost: 0.5223 data_cost: 0.0013 ips: 7.6580 images/s [04/09 01:56:34] ppdet.engine INFO: Epoch: [32] [5100/7329] learning_rate: 0.000100 loss_class: 0.581924 loss_bbox: 0.140465 loss_giou: 0.355006 loss_class_aux: 3.637379 loss_bbox_aux: 0.971195 loss_giou_aux: 2.228923 loss_class_dn: 0.305646 loss_bbox_dn: 0.156567 loss_giou_dn: 0.350191 loss_class_aux_dn: 1.652876 loss_bbox_aux_dn: 0.918687 loss_giou_aux_dn: 1.948215 loss: 14.000975 eta: 2 days, 6:36:16 batch_cost: 0.5015 data_cost: 0.0013 ips: 7.9755 images/s [04/09 01:57:35] ppdet.engine INFO: Epoch: [32] [5200/7329] learning_rate: 0.000100 loss_class: 0.549841 loss_bbox: 0.124753 loss_giou: 0.348408 loss_class_aux: 3.564406 loss_bbox_aux: 0.801624 loss_giou_aux: 2.209754 loss_class_dn: 0.314938 loss_bbox_dn: 0.153648 loss_giou_dn: 0.342845 loss_class_aux_dn: 1.706658 loss_bbox_aux_dn: 0.949934 loss_giou_aux_dn: 1.902429 loss: 13.745716 eta: 2 days, 6:35:26 batch_cost: 0.5386 data_cost: 0.0016 ips: 7.4265 images/s [04/09 01:58:33] ppdet.engine INFO: Epoch: [32] [5300/7329] learning_rate: 0.000100 loss_class: 0.567246 loss_bbox: 0.145126 loss_giou: 0.478280 loss_class_aux: 3.670086 loss_bbox_aux: 0.956217 loss_giou_aux: 2.966776 loss_class_dn: 0.345440 loss_bbox_dn: 0.150280 loss_giou_dn: 0.431620 loss_class_aux_dn: 1.857082 loss_bbox_aux_dn: 0.911631 loss_giou_aux_dn: 2.391792 loss: 15.460428 eta: 2 days, 6:34:34 batch_cost: 0.5206 data_cost: 0.0013 ips: 7.6832 images/s [04/09 01:59:27] ppdet.engine INFO: Epoch: [32] [5400/7329] learning_rate: 0.000100 loss_class: 0.524047 loss_bbox: 0.130677 loss_giou: 0.388137 loss_class_aux: 3.373275 loss_bbox_aux: 0.873543 loss_giou_aux: 2.418277 loss_class_dn: 0.301066 loss_bbox_dn: 0.142166 loss_giou_dn: 0.357107 loss_class_aux_dn: 1.625350 loss_bbox_aux_dn: 0.875394 loss_giou_aux_dn: 2.044998 loss: 13.153747 eta: 2 days, 6:33:34 batch_cost: 0.4754 data_cost: 0.0013 ips: 8.4132 images/s [04/09 02:00:23] ppdet.engine INFO: Epoch: [32] [5500/7329] learning_rate: 0.000100 loss_class: 0.541943 loss_bbox: 0.138364 loss_giou: 0.360400 loss_class_aux: 3.548934 loss_bbox_aux: 0.900748 loss_giou_aux: 2.382970 loss_class_dn: 0.316378 loss_bbox_dn: 0.147572 loss_giou_dn: 0.365164 loss_class_aux_dn: 1.695906 loss_bbox_aux_dn: 0.855427 loss_giou_aux_dn: 2.053871 loss: 14.550566 eta: 2 days, 6:32:38 batch_cost: 0.5000 data_cost: 0.0014 ips: 8.0004 images/s [04/09 02:01:25] ppdet.engine INFO: Epoch: [32] [5600/7329] learning_rate: 0.000100 loss_class: 0.677076 loss_bbox: 0.155004 loss_giou: 0.459350 loss_class_aux: 4.288130 loss_bbox_aux: 1.023595 loss_giou_aux: 2.837928 loss_class_dn: 0.383495 loss_bbox_dn: 0.162883 loss_giou_dn: 0.445166 loss_class_aux_dn: 2.039680 loss_bbox_aux_dn: 0.986206 loss_giou_aux_dn: 2.454329 loss: 16.755077 eta: 2 days, 6:31:51 batch_cost: 0.5568 data_cost: 0.0014 ips: 7.1834 images/s [04/09 02:02:24] ppdet.engine INFO: Epoch: [32] [5700/7329] learning_rate: 0.000100 loss_class: 0.582684 loss_bbox: 0.140448 loss_giou: 0.343575 loss_class_aux: 3.686031 loss_bbox_aux: 0.928330 loss_giou_aux: 2.252702 loss_class_dn: 0.334405 loss_bbox_dn: 0.162538 loss_giou_dn: 0.359707 loss_class_aux_dn: 1.795696 loss_bbox_aux_dn: 0.939164 loss_giou_aux_dn: 1.949104 loss: 14.224010 eta: 2 days, 6:30:58 batch_cost: 0.5163 data_cost: 0.0015 ips: 7.7471 images/s [04/09 02:03:26] ppdet.engine INFO: Epoch: [32] [5800/7329] learning_rate: 0.000100 loss_class: 0.604115 loss_bbox: 0.155837 loss_giou: 0.387255 loss_class_aux: 3.943373 loss_bbox_aux: 1.060984 loss_giou_aux: 2.633065 loss_class_dn: 0.340741 loss_bbox_dn: 0.178782 loss_giou_dn: 0.411318 loss_class_aux_dn: 1.809197 loss_bbox_aux_dn: 1.013752 loss_giou_aux_dn: 2.229839 loss: 15.735455 eta: 2 days, 6:30:09 batch_cost: 0.5446 data_cost: 0.0014 ips: 7.3446 images/s [04/09 02:04:26] ppdet.engine INFO: Epoch: [32] [5900/7329] learning_rate: 0.000100 loss_class: 0.644841 loss_bbox: 0.142421 loss_giou: 0.374673 loss_class_aux: 4.138198 loss_bbox_aux: 0.943632 loss_giou_aux: 2.375769 loss_class_dn: 0.348742 loss_bbox_dn: 0.146630 loss_giou_dn: 0.405832 loss_class_aux_dn: 1.921607 loss_bbox_aux_dn: 0.953879 loss_giou_aux_dn: 2.239901 loss: 15.377335 eta: 2 days, 6:29:18 batch_cost: 0.5289 data_cost: 0.0017 ips: 7.5632 images/s [04/09 02:05:19] ppdet.engine INFO: Epoch: [32] [6000/7329] learning_rate: 0.000100 loss_class: 0.537886 loss_bbox: 0.145786 loss_giou: 0.352652 loss_class_aux: 3.386232 loss_bbox_aux: 0.996423 loss_giou_aux: 2.344944 loss_class_dn: 0.300748 loss_bbox_dn: 0.157268 loss_giou_dn: 0.339573 loss_class_aux_dn: 1.631281 loss_bbox_aux_dn: 0.948633 loss_giou_aux_dn: 1.940836 loss: 13.221931 eta: 2 days, 6:28:18 batch_cost: 0.4771 data_cost: 0.0013 ips: 8.3844 images/s [04/09 02:06:18] ppdet.engine INFO: Epoch: [32] [6100/7329] learning_rate: 0.000100 loss_class: 0.598212 loss_bbox: 0.142370 loss_giou: 0.426003 loss_class_aux: 3.812002 loss_bbox_aux: 0.912349 loss_giou_aux: 2.680659 loss_class_dn: 0.336428 loss_bbox_dn: 0.151235 loss_giou_dn: 0.405876 loss_class_aux_dn: 1.796696 loss_bbox_aux_dn: 0.909906 loss_giou_aux_dn: 2.234164 loss: 13.951839 eta: 2 days, 6:27:26 batch_cost: 0.5219 data_cost: 0.0013 ips: 7.6637 images/s [04/09 02:07:18] ppdet.engine INFO: Epoch: [32] [6200/7329] learning_rate: 0.000100 loss_class: 0.589301 loss_bbox: 0.150431 loss_giou: 0.388654 loss_class_aux: 3.814785 loss_bbox_aux: 1.010396 loss_giou_aux: 2.493986 loss_class_dn: 0.344936 loss_bbox_dn: 0.164716 loss_giou_dn: 0.390459 loss_class_aux_dn: 1.841251 loss_bbox_aux_dn: 0.950923 loss_giou_aux_dn: 2.159476 loss: 14.886414 eta: 2 days, 6:26:36 batch_cost: 0.5341 data_cost: 0.0015 ips: 7.4898 images/s [04/09 02:08:15] ppdet.engine INFO: Epoch: [32] [6300/7329] learning_rate: 0.000100 loss_class: 0.531028 loss_bbox: 0.127572 loss_giou: 0.376177 loss_class_aux: 3.397978 loss_bbox_aux: 0.872094 loss_giou_aux: 2.363510 loss_class_dn: 0.329893 loss_bbox_dn: 0.142555 loss_giou_dn: 0.395666 loss_class_aux_dn: 1.764566 loss_bbox_aux_dn: 0.856379 loss_giou_aux_dn: 2.194499 loss: 13.887100 eta: 2 days, 6:25:40 batch_cost: 0.5014 data_cost: 0.0014 ips: 7.9781 images/s [04/09 02:09:11] ppdet.engine INFO: Epoch: [32] [6400/7329] learning_rate: 0.000100 loss_class: 0.542784 loss_bbox: 0.143979 loss_giou: 0.439042 loss_class_aux: 3.483049 loss_bbox_aux: 0.955342 loss_giou_aux: 2.693068 loss_class_dn: 0.344766 loss_bbox_dn: 0.152628 loss_giou_dn: 0.389328 loss_class_aux_dn: 1.830655 loss_bbox_aux_dn: 0.865141 loss_giou_aux_dn: 2.210199 loss: 13.946947 eta: 2 days, 6:24:44 batch_cost: 0.4978 data_cost: 0.0014 ips: 8.0358 images/s [04/09 02:10:12] ppdet.engine INFO: Epoch: [32] [6500/7329] learning_rate: 0.000100 loss_class: 0.573507 loss_bbox: 0.138347 loss_giou: 0.361079 loss_class_aux: 3.657695 loss_bbox_aux: 0.918070 loss_giou_aux: 2.278440 loss_class_dn: 0.313388 loss_bbox_dn: 0.160089 loss_giou_dn: 0.331073 loss_class_aux_dn: 1.710211 loss_bbox_aux_dn: 0.968912 loss_giou_aux_dn: 1.890754 loss: 13.385766 eta: 2 days, 6:23:53 batch_cost: 0.5300 data_cost: 0.0015 ips: 7.5470 images/s [04/09 02:11:10] ppdet.engine INFO: Epoch: [32] [6600/7329] learning_rate: 0.000100 loss_class: 0.591435 loss_bbox: 0.143667 loss_giou: 0.365688 loss_class_aux: 3.711719 loss_bbox_aux: 0.917073 loss_giou_aux: 2.295421 loss_class_dn: 0.321474 loss_bbox_dn: 0.148884 loss_giou_dn: 0.345180 loss_class_aux_dn: 1.755416 loss_bbox_aux_dn: 0.867666 loss_giou_aux_dn: 1.954865 loss: 13.712248 eta: 2 days, 6:22:59 batch_cost: 0.5162 data_cost: 0.0014 ips: 7.7493 images/s [04/09 02:12:07] ppdet.engine INFO: Epoch: [32] [6700/7329] learning_rate: 0.000100 loss_class: 0.634077 loss_bbox: 0.159130 loss_giou: 0.419491 loss_class_aux: 3.941095 loss_bbox_aux: 1.015180 loss_giou_aux: 2.683975 loss_class_dn: 0.352581 loss_bbox_dn: 0.165210 loss_giou_dn: 0.421340 loss_class_aux_dn: 1.936575 loss_bbox_aux_dn: 0.912610 loss_giou_aux_dn: 2.323885 loss: 15.580487 eta: 2 days, 6:22:04 batch_cost: 0.5059 data_cost: 0.0013 ips: 7.9068 images/s [04/09 02:13:02] ppdet.engine INFO: Epoch: [32] [6800/7329] learning_rate: 0.000100 loss_class: 0.675601 loss_bbox: 0.160530 loss_giou: 0.468931 loss_class_aux: 4.335088 loss_bbox_aux: 1.054638 loss_giou_aux: 2.827362 loss_class_dn: 0.375497 loss_bbox_dn: 0.162864 loss_giou_dn: 0.427482 loss_class_aux_dn: 2.004449 loss_bbox_aux_dn: 0.988050 loss_giou_aux_dn: 2.386152 loss: 16.447762 eta: 2 days, 6:21:06 batch_cost: 0.4863 data_cost: 0.0013 ips: 8.2261 images/s [04/09 02:14:02] ppdet.engine INFO: Epoch: [32] [6900/7329] learning_rate: 0.000100 loss_class: 0.547547 loss_bbox: 0.143635 loss_giou: 0.402099 loss_class_aux: 3.485302 loss_bbox_aux: 0.932290 loss_giou_aux: 2.647017 loss_class_dn: 0.329551 loss_bbox_dn: 0.172648 loss_giou_dn: 0.384231 loss_class_aux_dn: 1.800772 loss_bbox_aux_dn: 0.987336 loss_giou_aux_dn: 2.172803 loss: 14.723173 eta: 2 days, 6:20:16 batch_cost: 0.5345 data_cost: 0.0016 ips: 7.4840 images/s [04/09 02:15:03] ppdet.engine INFO: Epoch: [32] [7000/7329] learning_rate: 0.000100 loss_class: 0.611175 loss_bbox: 0.139666 loss_giou: 0.409064 loss_class_aux: 3.878032 loss_bbox_aux: 0.889658 loss_giou_aux: 2.533969 loss_class_dn: 0.338194 loss_bbox_dn: 0.144935 loss_giou_dn: 0.373104 loss_class_aux_dn: 1.804649 loss_bbox_aux_dn: 0.871807 loss_giou_aux_dn: 2.106139 loss: 14.883699 eta: 2 days, 6:19:26 batch_cost: 0.5378 data_cost: 0.0018 ips: 7.4377 images/s [04/09 02:16:01] ppdet.engine INFO: Epoch: [32] [7100/7329] learning_rate: 0.000100 loss_class: 0.644250 loss_bbox: 0.164842 loss_giou: 0.400341 loss_class_aux: 4.132195 loss_bbox_aux: 1.022978 loss_giou_aux: 2.482553 loss_class_dn: 0.345684 loss_bbox_dn: 0.171862 loss_giou_dn: 0.414999 loss_class_aux_dn: 1.939575 loss_bbox_aux_dn: 1.007505 loss_giou_aux_dn: 2.270708 loss: 15.801264 eta: 2 days, 6:18:33 batch_cost: 0.5166 data_cost: 0.0015 ips: 7.7433 images/s [04/09 02:17:05] ppdet.engine INFO: Epoch: [32] [7200/7329] learning_rate: 0.000100 loss_class: 0.527037 loss_bbox: 0.124039 loss_giou: 0.366067 loss_class_aux: 3.496399 loss_bbox_aux: 0.844641 loss_giou_aux: 2.375294 loss_class_dn: 0.299415 loss_bbox_dn: 0.136225 loss_giou_dn: 0.344072 loss_class_aux_dn: 1.653100 loss_bbox_aux_dn: 0.799805 loss_giou_aux_dn: 1.893672 loss: 12.815084 eta: 2 days, 6:17:46 batch_cost: 0.5563 data_cost: 0.0016 ips: 7.1910 images/s [04/09 02:18:12] ppdet.engine INFO: Epoch: [32] [7300/7329] learning_rate: 0.000100 loss_class: 0.640687 loss_bbox: 0.143292 loss_giou: 0.389737 loss_class_aux: 4.100565 loss_bbox_aux: 0.949389 loss_giou_aux: 2.540469 loss_class_dn: 0.345610 loss_bbox_dn: 0.153731 loss_giou_dn: 0.385811 loss_class_aux_dn: 1.899872 loss_bbox_aux_dn: 0.909570 loss_giou_aux_dn: 2.149457 loss: 15.484772 eta: 2 days, 6:17:02 batch_cost: 0.5791 data_cost: 0.0030 ips: 6.9074 images/s [04/09 02:18:33] ppdet.engine INFO: Eval iter: 0 [04/09 02:19:00] ppdet.engine INFO: Eval iter: 100 [04/09 02:19:27] ppdet.engine INFO: Eval iter: 200 [04/09 02:19:53] ppdet.engine INFO: Eval iter: 300 [04/09 02:20:19] ppdet.engine INFO: Eval iter: 400 [04/09 02:20:48] ppdet.engine INFO: Eval iter: 500 [04/09 02:21:15] ppdet.engine INFO: Eval iter: 600 [04/09 02:21:45] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.55s) creating index... index created! [04/09 02:21:45] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.85s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=118.77s). Accumulating evaluation results... DONE (t=30.79s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.518 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.701 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.322 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.645 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.537 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.754 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/09 02:24:37] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.43807626376029 [04/09 02:24:37] ppdet.engine INFO: Best test bbox ap is 0.518. [04/09 02:24:40] ppdet.engine INFO: Epoch: [33] [ 0/7329] learning_rate: 0.000100 loss_class: 0.601889 loss_bbox: 0.141315 loss_giou: 0.349376 loss_class_aux: 3.779423 loss_bbox_aux: 0.921546 loss_giou_aux: 2.234830 loss_class_dn: 0.351090 loss_bbox_dn: 0.146630 loss_giou_dn: 0.358782 loss_class_aux_dn: 1.899872 loss_bbox_aux_dn: 0.893280 loss_giou_aux_dn: 2.047590 loss: 15.365908 eta: 2 days, 6:16:46 batch_cost: 0.5719 data_cost: 0.0033 ips: 6.9941 images/s [04/09 02:25:39] ppdet.engine INFO: Epoch: [33] [ 100/7329] learning_rate: 0.000100 loss_class: 0.533842 loss_bbox: 0.127609 loss_giou: 0.347255 loss_class_aux: 3.447965 loss_bbox_aux: 0.826513 loss_giou_aux: 2.166865 loss_class_dn: 0.307832 loss_bbox_dn: 0.147287 loss_giou_dn: 0.347080 loss_class_aux_dn: 1.640830 loss_bbox_aux_dn: 0.899134 loss_giou_aux_dn: 1.956846 loss: 12.779611 eta: 2 days, 6:15:54 batch_cost: 0.5233 data_cost: 0.0016 ips: 7.6443 images/s [04/09 02:26:35] ppdet.engine INFO: Epoch: [33] [ 200/7329] learning_rate: 0.000100 loss_class: 0.551626 loss_bbox: 0.139672 loss_giou: 0.396069 loss_class_aux: 3.505365 loss_bbox_aux: 0.906001 loss_giou_aux: 2.536954 loss_class_dn: 0.327911 loss_bbox_dn: 0.165339 loss_giou_dn: 0.400719 loss_class_aux_dn: 1.778369 loss_bbox_aux_dn: 0.990999 loss_giou_aux_dn: 2.215138 loss: 14.751764 eta: 2 days, 6:14:59 batch_cost: 0.5006 data_cost: 0.0014 ips: 7.9897 images/s [04/09 02:27:29] ppdet.engine INFO: Epoch: [33] [ 300/7329] learning_rate: 0.000100 loss_class: 0.594477 loss_bbox: 0.122455 loss_giou: 0.350575 loss_class_aux: 3.650553 loss_bbox_aux: 0.797237 loss_giou_aux: 2.275098 loss_class_dn: 0.300850 loss_bbox_dn: 0.121502 loss_giou_dn: 0.324373 loss_class_aux_dn: 1.620426 loss_bbox_aux_dn: 0.724647 loss_giou_aux_dn: 1.815979 loss: 13.432262 eta: 2 days, 6:14:00 batch_cost: 0.4797 data_cost: 0.0013 ips: 8.3380 images/s [04/09 02:28:26] ppdet.engine INFO: Epoch: [33] [ 400/7329] learning_rate: 0.000100 loss_class: 0.477536 loss_bbox: 0.131513 loss_giou: 0.356893 loss_class_aux: 3.141362 loss_bbox_aux: 0.914420 loss_giou_aux: 2.284557 loss_class_dn: 0.290532 loss_bbox_dn: 0.134106 loss_giou_dn: 0.325830 loss_class_aux_dn: 1.589006 loss_bbox_aux_dn: 0.812418 loss_giou_aux_dn: 1.839552 loss: 12.750009 eta: 2 days, 6:13:05 batch_cost: 0.5072 data_cost: 0.0014 ips: 7.8871 images/s [04/09 02:29:22] ppdet.engine INFO: Epoch: [33] [ 500/7329] learning_rate: 0.000100 loss_class: 0.563640 loss_bbox: 0.148235 loss_giou: 0.359691 loss_class_aux: 3.715743 loss_bbox_aux: 0.958288 loss_giou_aux: 2.303032 loss_class_dn: 0.343467 loss_bbox_dn: 0.158430 loss_giou_dn: 0.365017 loss_class_aux_dn: 1.833393 loss_bbox_aux_dn: 0.987553 loss_giou_aux_dn: 2.066302 loss: 14.129169 eta: 2 days, 6:12:08 batch_cost: 0.4941 data_cost: 0.0014 ips: 8.0961 images/s [04/09 02:30:17] ppdet.engine INFO: Epoch: [33] [ 600/7329] learning_rate: 0.000100 loss_class: 0.622942 loss_bbox: 0.164554 loss_giou: 0.441403 loss_class_aux: 3.954371 loss_bbox_aux: 1.087718 loss_giou_aux: 2.841578 loss_class_dn: 0.343446 loss_bbox_dn: 0.170162 loss_giou_dn: 0.416019 loss_class_aux_dn: 1.847793 loss_bbox_aux_dn: 0.978181 loss_giou_aux_dn: 2.280208 loss: 15.265046 eta: 2 days, 6:11:11 batch_cost: 0.4932 data_cost: 0.0014 ips: 8.1098 images/s [04/09 02:31:12] ppdet.engine INFO: Epoch: [33] [ 700/7329] learning_rate: 0.000100 loss_class: 0.587328 loss_bbox: 0.130739 loss_giou: 0.395460 loss_class_aux: 3.577826 loss_bbox_aux: 0.867682 loss_giou_aux: 2.492754 loss_class_dn: 0.323717 loss_bbox_dn: 0.151434 loss_giou_dn: 0.376476 loss_class_aux_dn: 1.703189 loss_bbox_aux_dn: 0.891124 loss_giou_aux_dn: 2.032392 loss: 13.869766 eta: 2 days, 6:10:13 batch_cost: 0.4826 data_cost: 0.0014 ips: 8.2890 images/s [04/09 02:32:07] ppdet.engine INFO: Epoch: [33] [ 800/7329] learning_rate: 0.000100 loss_class: 0.613974 loss_bbox: 0.135146 loss_giou: 0.337439 loss_class_aux: 3.762107 loss_bbox_aux: 0.965263 loss_giou_aux: 2.157461 loss_class_dn: 0.306403 loss_bbox_dn: 0.156239 loss_giou_dn: 0.350617 loss_class_aux_dn: 1.696541 loss_bbox_aux_dn: 0.905750 loss_giou_aux_dn: 1.965634 loss: 13.871799 eta: 2 days, 6:09:15 batch_cost: 0.4884 data_cost: 0.0013 ips: 8.1895 images/s [04/09 02:33:03] ppdet.engine INFO: Epoch: [33] [ 900/7329] learning_rate: 0.000100 loss_class: 0.593615 loss_bbox: 0.133254 loss_giou: 0.452732 loss_class_aux: 3.721494 loss_bbox_aux: 0.872156 loss_giou_aux: 2.839552 loss_class_dn: 0.332232 loss_bbox_dn: 0.156895 loss_giou_dn: 0.394210 loss_class_aux_dn: 1.771727 loss_bbox_aux_dn: 0.955430 loss_giou_aux_dn: 2.241100 loss: 14.727745 eta: 2 days, 6:08:19 batch_cost: 0.4937 data_cost: 0.0014 ips: 8.1025 images/s [04/09 02:33:58] ppdet.engine INFO: Epoch: [33] [1000/7329] learning_rate: 0.000100 loss_class: 0.630794 loss_bbox: 0.136812 loss_giou: 0.429998 loss_class_aux: 3.891802 loss_bbox_aux: 0.956545 loss_giou_aux: 2.761212 loss_class_dn: 0.361354 loss_bbox_dn: 0.146902 loss_giou_dn: 0.411677 loss_class_aux_dn: 1.983353 loss_bbox_aux_dn: 0.893329 loss_giou_aux_dn: 2.282214 loss: 15.712563 eta: 2 days, 6:07:22 batch_cost: 0.4937 data_cost: 0.0015 ips: 8.1028 images/s [04/09 02:34:55] ppdet.engine INFO: Epoch: [33] [1100/7329] learning_rate: 0.000100 loss_class: 0.669346 loss_bbox: 0.164722 loss_giou: 0.473560 loss_class_aux: 4.058090 loss_bbox_aux: 1.098713 loss_giou_aux: 2.962914 loss_class_dn: 0.385050 loss_bbox_dn: 0.168924 loss_giou_dn: 0.441976 loss_class_aux_dn: 2.062194 loss_bbox_aux_dn: 1.003444 loss_giou_aux_dn: 2.457559 loss: 16.328144 eta: 2 days, 6:06:27 batch_cost: 0.5078 data_cost: 0.0013 ips: 7.8772 images/s [04/09 02:35:51] ppdet.engine INFO: Epoch: [33] [1200/7329] learning_rate: 0.000100 loss_class: 0.616193 loss_bbox: 0.148918 loss_giou: 0.410569 loss_class_aux: 4.055505 loss_bbox_aux: 0.997998 loss_giou_aux: 2.553090 loss_class_dn: 0.340000 loss_bbox_dn: 0.166376 loss_giou_dn: 0.371239 loss_class_aux_dn: 1.789801 loss_bbox_aux_dn: 0.973946 loss_giou_aux_dn: 2.122690 loss: 15.221848 eta: 2 days, 6:05:31 batch_cost: 0.4938 data_cost: 0.0014 ips: 8.1012 images/s [04/09 02:36:59] ppdet.engine INFO: Epoch: [33] [1300/7329] learning_rate: 0.000100 loss_class: 0.632867 loss_bbox: 0.136220 loss_giou: 0.390228 loss_class_aux: 4.004303 loss_bbox_aux: 0.908553 loss_giou_aux: 2.536098 loss_class_dn: 0.353861 loss_bbox_dn: 0.163941 loss_giou_dn: 0.371960 loss_class_aux_dn: 1.867211 loss_bbox_aux_dn: 0.945833 loss_giou_aux_dn: 2.091224 loss: 14.890402 eta: 2 days, 6:04:54 batch_cost: 0.6230 data_cost: 0.0013 ips: 6.4204 images/s [04/09 02:37:56] ppdet.engine INFO: Epoch: [33] [1400/7329] learning_rate: 0.000100 loss_class: 0.524438 loss_bbox: 0.145511 loss_giou: 0.356183 loss_class_aux: 3.483714 loss_bbox_aux: 0.926866 loss_giou_aux: 2.148873 loss_class_dn: 0.307187 loss_bbox_dn: 0.142930 loss_giou_dn: 0.333853 loss_class_aux_dn: 1.635651 loss_bbox_aux_dn: 0.891666 loss_giou_aux_dn: 1.849155 loss: 14.040449 eta: 2 days, 6:04:00 batch_cost: 0.5137 data_cost: 0.0014 ips: 7.7864 images/s [04/09 02:38:53] ppdet.engine INFO: Epoch: [33] [1500/7329] learning_rate: 0.000100 loss_class: 0.606520 loss_bbox: 0.174750 loss_giou: 0.460880 loss_class_aux: 3.897844 loss_bbox_aux: 1.109454 loss_giou_aux: 2.920752 loss_class_dn: 0.395954 loss_bbox_dn: 0.173377 loss_giou_dn: 0.445211 loss_class_aux_dn: 2.118235 loss_bbox_aux_dn: 1.013929 loss_giou_aux_dn: 2.467104 loss: 17.394922 eta: 2 days, 6:03:05 batch_cost: 0.5021 data_cost: 0.0016 ips: 7.9669 images/s [04/09 02:39:49] ppdet.engine INFO: Epoch: [33] [1600/7329] learning_rate: 0.000100 loss_class: 0.530963 loss_bbox: 0.143490 loss_giou: 0.356255 loss_class_aux: 3.409782 loss_bbox_aux: 0.897411 loss_giou_aux: 2.291090 loss_class_dn: 0.322260 loss_bbox_dn: 0.130253 loss_giou_dn: 0.369359 loss_class_aux_dn: 1.703920 loss_bbox_aux_dn: 0.757277 loss_giou_aux_dn: 2.102333 loss: 14.094464 eta: 2 days, 6:02:09 batch_cost: 0.4988 data_cost: 0.0014 ips: 8.0187 images/s [04/09 02:40:49] ppdet.engine INFO: Epoch: [33] [1700/7329] learning_rate: 0.000100 loss_class: 0.576730 loss_bbox: 0.130546 loss_giou: 0.388036 loss_class_aux: 3.758240 loss_bbox_aux: 0.904697 loss_giou_aux: 2.469812 loss_class_dn: 0.335023 loss_bbox_dn: 0.138398 loss_giou_dn: 0.387346 loss_class_aux_dn: 1.779894 loss_bbox_aux_dn: 0.839322 loss_giou_aux_dn: 2.112906 loss: 13.989098 eta: 2 days, 6:01:18 batch_cost: 0.5311 data_cost: 0.0015 ips: 7.5317 images/s [04/09 02:41:51] ppdet.engine INFO: Epoch: [33] [1800/7329] learning_rate: 0.000100 loss_class: 0.593002 loss_bbox: 0.148533 loss_giou: 0.379736 loss_class_aux: 3.829167 loss_bbox_aux: 1.015968 loss_giou_aux: 2.434464 loss_class_dn: 0.336039 loss_bbox_dn: 0.167739 loss_giou_dn: 0.357398 loss_class_aux_dn: 1.811443 loss_bbox_aux_dn: 0.982577 loss_giou_aux_dn: 1.948956 loss: 14.110630 eta: 2 days, 6:00:29 batch_cost: 0.5474 data_cost: 0.0017 ips: 7.3076 images/s [04/09 02:42:55] ppdet.engine INFO: Epoch: [33] [1900/7329] learning_rate: 0.000100 loss_class: 0.524501 loss_bbox: 0.143084 loss_giou: 0.347609 loss_class_aux: 3.407198 loss_bbox_aux: 0.906219 loss_giou_aux: 2.186290 loss_class_dn: 0.311757 loss_bbox_dn: 0.145601 loss_giou_dn: 0.311558 loss_class_aux_dn: 1.656526 loss_bbox_aux_dn: 0.859654 loss_giou_aux_dn: 1.744842 loss: 13.088131 eta: 2 days, 5:59:44 batch_cost: 0.5694 data_cost: 0.0015 ips: 7.0252 images/s [04/09 02:43:51] ppdet.engine INFO: Epoch: [33] [2000/7329] learning_rate: 0.000100 loss_class: 0.594293 loss_bbox: 0.150971 loss_giou: 0.381190 loss_class_aux: 3.780550 loss_bbox_aux: 1.004593 loss_giou_aux: 2.451250 loss_class_dn: 0.324249 loss_bbox_dn: 0.160433 loss_giou_dn: 0.362416 loss_class_aux_dn: 1.686244 loss_bbox_aux_dn: 0.906683 loss_giou_aux_dn: 2.042002 loss: 13.904892 eta: 2 days, 5:58:48 batch_cost: 0.4993 data_cost: 0.0014 ips: 8.0112 images/s [04/09 02:44:45] ppdet.engine INFO: Epoch: [33] [2100/7329] learning_rate: 0.000100 loss_class: 0.598519 loss_bbox: 0.136795 loss_giou: 0.365132 loss_class_aux: 3.755452 loss_bbox_aux: 0.922158 loss_giou_aux: 2.357255 loss_class_dn: 0.331599 loss_bbox_dn: 0.162808 loss_giou_dn: 0.347962 loss_class_aux_dn: 1.763925 loss_bbox_aux_dn: 0.905222 loss_giou_aux_dn: 1.945154 loss: 14.296118 eta: 2 days, 5:57:49 batch_cost: 0.4755 data_cost: 0.0013 ips: 8.4122 images/s [04/09 02:45:44] ppdet.engine INFO: Epoch: [33] [2200/7329] learning_rate: 0.000100 loss_class: 0.553974 loss_bbox: 0.140852 loss_giou: 0.307838 loss_class_aux: 3.393503 loss_bbox_aux: 0.907941 loss_giou_aux: 1.929070 loss_class_dn: 0.258757 loss_bbox_dn: 0.148492 loss_giou_dn: 0.291318 loss_class_aux_dn: 1.446804 loss_bbox_aux_dn: 0.882813 loss_giou_aux_dn: 1.612677 loss: 12.242815 eta: 2 days, 5:56:58 batch_cost: 0.5287 data_cost: 0.0014 ips: 7.5662 images/s [04/09 02:46:39] ppdet.engine INFO: Epoch: [33] [2300/7329] learning_rate: 0.000100 loss_class: 0.657445 loss_bbox: 0.154064 loss_giou: 0.485176 loss_class_aux: 4.116877 loss_bbox_aux: 1.006955 loss_giou_aux: 3.067478 loss_class_dn: 0.384157 loss_bbox_dn: 0.180480 loss_giou_dn: 0.459225 loss_class_aux_dn: 2.011247 loss_bbox_aux_dn: 1.045437 loss_giou_aux_dn: 2.481165 loss: 16.237467 eta: 2 days, 5:56:01 batch_cost: 0.4926 data_cost: 0.0014 ips: 8.1206 images/s [04/09 02:47:36] ppdet.engine INFO: Epoch: [33] [2400/7329] learning_rate: 0.000100 loss_class: 0.594697 loss_bbox: 0.158573 loss_giou: 0.395992 loss_class_aux: 3.861515 loss_bbox_aux: 0.983695 loss_giou_aux: 2.512038 loss_class_dn: 0.342477 loss_bbox_dn: 0.194558 loss_giou_dn: 0.364771 loss_class_aux_dn: 1.847031 loss_bbox_aux_dn: 1.103770 loss_giou_aux_dn: 2.028164 loss: 14.729713 eta: 2 days, 5:55:05 batch_cost: 0.4997 data_cost: 0.0015 ips: 8.0044 images/s [04/09 02:48:31] ppdet.engine INFO: Epoch: [33] [2500/7329] learning_rate: 0.000100 loss_class: 0.592703 loss_bbox: 0.144785 loss_giou: 0.418902 loss_class_aux: 3.859991 loss_bbox_aux: 0.980966 loss_giou_aux: 2.663353 loss_class_dn: 0.342470 loss_bbox_dn: 0.164599 loss_giou_dn: 0.403454 loss_class_aux_dn: 1.809052 loss_bbox_aux_dn: 0.977293 loss_giou_aux_dn: 2.251497 loss: 14.438149 eta: 2 days, 5:54:08 batch_cost: 0.4938 data_cost: 0.0014 ips: 8.0999 images/s [04/09 02:49:27] ppdet.engine INFO: Epoch: [33] [2600/7329] learning_rate: 0.000100 loss_class: 0.627244 loss_bbox: 0.148106 loss_giou: 0.389371 loss_class_aux: 3.938271 loss_bbox_aux: 0.974139 loss_giou_aux: 2.576100 loss_class_dn: 0.358630 loss_bbox_dn: 0.155287 loss_giou_dn: 0.373540 loss_class_aux_dn: 1.905891 loss_bbox_aux_dn: 0.958819 loss_giou_aux_dn: 2.155843 loss: 15.105273 eta: 2 days, 5:53:12 batch_cost: 0.4930 data_cost: 0.0013 ips: 8.1130 images/s [04/09 02:50:21] ppdet.engine INFO: Epoch: [33] [2700/7329] learning_rate: 0.000100 loss_class: 0.620713 loss_bbox: 0.152775 loss_giou: 0.382352 loss_class_aux: 3.820175 loss_bbox_aux: 1.086832 loss_giou_aux: 2.480043 loss_class_dn: 0.338628 loss_bbox_dn: 0.173386 loss_giou_dn: 0.392045 loss_class_aux_dn: 1.834780 loss_bbox_aux_dn: 0.967625 loss_giou_aux_dn: 2.181665 loss: 14.361708 eta: 2 days, 5:52:13 batch_cost: 0.4825 data_cost: 0.0014 ips: 8.2894 images/s [04/09 02:51:18] ppdet.engine INFO: Epoch: [33] [2800/7329] learning_rate: 0.000100 loss_class: 0.544945 loss_bbox: 0.139121 loss_giou: 0.364794 loss_class_aux: 3.445924 loss_bbox_aux: 0.901316 loss_giou_aux: 2.267161 loss_class_dn: 0.332949 loss_bbox_dn: 0.145230 loss_giou_dn: 0.369099 loss_class_aux_dn: 1.778221 loss_bbox_aux_dn: 0.892874 loss_giou_aux_dn: 2.056178 loss: 13.736059 eta: 2 days, 5:51:18 batch_cost: 0.5004 data_cost: 0.0014 ips: 7.9934 images/s [04/09 02:52:16] ppdet.engine INFO: Epoch: [33] [2900/7329] learning_rate: 0.000100 loss_class: 0.645576 loss_bbox: 0.147197 loss_giou: 0.488561 loss_class_aux: 4.246991 loss_bbox_aux: 0.978421 loss_giou_aux: 3.099761 loss_class_dn: 0.377976 loss_bbox_dn: 0.176378 loss_giou_dn: 0.435002 loss_class_aux_dn: 2.051795 loss_bbox_aux_dn: 1.008685 loss_giou_aux_dn: 2.419444 loss: 16.291164 eta: 2 days, 5:50:24 batch_cost: 0.5169 data_cost: 0.0014 ips: 7.7390 images/s [04/09 02:53:16] ppdet.engine INFO: Epoch: [33] [3000/7329] learning_rate: 0.000100 loss_class: 0.570169 loss_bbox: 0.133593 loss_giou: 0.369347 loss_class_aux: 3.714320 loss_bbox_aux: 0.893931 loss_giou_aux: 2.442231 loss_class_dn: 0.308808 loss_bbox_dn: 0.153479 loss_giou_dn: 0.378485 loss_class_aux_dn: 1.664780 loss_bbox_aux_dn: 0.923326 loss_giou_aux_dn: 2.077796 loss: 13.623160 eta: 2 days, 5:49:34 batch_cost: 0.5328 data_cost: 0.0014 ips: 7.5073 images/s [04/09 02:54:19] ppdet.engine INFO: Epoch: [33] [3100/7329] learning_rate: 0.000100 loss_class: 0.530286 loss_bbox: 0.140317 loss_giou: 0.363347 loss_class_aux: 3.341154 loss_bbox_aux: 0.979423 loss_giou_aux: 2.314741 loss_class_dn: 0.322918 loss_bbox_dn: 0.157211 loss_giou_dn: 0.379197 loss_class_aux_dn: 1.747792 loss_bbox_aux_dn: 0.938498 loss_giou_aux_dn: 2.075675 loss: 13.087385 eta: 2 days, 5:48:47 batch_cost: 0.5567 data_cost: 0.0015 ips: 7.1847 images/s [04/09 02:55:21] ppdet.engine INFO: Epoch: [33] [3200/7329] learning_rate: 0.000100 loss_class: 0.707709 loss_bbox: 0.176893 loss_giou: 0.444917 loss_class_aux: 4.599974 loss_bbox_aux: 1.167299 loss_giou_aux: 2.761397 loss_class_dn: 0.383264 loss_bbox_dn: 0.184051 loss_giou_dn: 0.446234 loss_class_aux_dn: 2.035337 loss_bbox_aux_dn: 1.138958 loss_giou_aux_dn: 2.434043 loss: 17.001152 eta: 2 days, 5:47:56 batch_cost: 0.5309 data_cost: 0.0015 ips: 7.5342 images/s [04/09 02:56:24] ppdet.engine INFO: Epoch: [33] [3300/7329] learning_rate: 0.000100 loss_class: 0.533044 loss_bbox: 0.120713 loss_giou: 0.367375 loss_class_aux: 3.286645 loss_bbox_aux: 0.880534 loss_giou_aux: 2.403610 loss_class_dn: 0.291402 loss_bbox_dn: 0.151446 loss_giou_dn: 0.333948 loss_class_aux_dn: 1.540272 loss_bbox_aux_dn: 0.904759 loss_giou_aux_dn: 1.841983 loss: 12.427540 eta: 2 days, 5:47:08 batch_cost: 0.5529 data_cost: 0.0015 ips: 7.2340 images/s [04/09 02:57:24] ppdet.engine INFO: Epoch: [33] [3400/7329] learning_rate: 0.000100 loss_class: 0.585905 loss_bbox: 0.125409 loss_giou: 0.378659 loss_class_aux: 3.672651 loss_bbox_aux: 0.798964 loss_giou_aux: 2.351312 loss_class_dn: 0.324959 loss_bbox_dn: 0.129368 loss_giou_dn: 0.361044 loss_class_aux_dn: 1.773601 loss_bbox_aux_dn: 0.761311 loss_giou_aux_dn: 1.977570 loss: 13.926729 eta: 2 days, 5:46:18 batch_cost: 0.5402 data_cost: 0.0013 ips: 7.4043 images/s [04/09 02:58:22] ppdet.engine INFO: Epoch: [33] [3500/7329] learning_rate: 0.000100 loss_class: 0.581797 loss_bbox: 0.138788 loss_giou: 0.403865 loss_class_aux: 3.676364 loss_bbox_aux: 0.946905 loss_giou_aux: 2.555020 loss_class_dn: 0.335668 loss_bbox_dn: 0.146013 loss_giou_dn: 0.404664 loss_class_aux_dn: 1.779255 loss_bbox_aux_dn: 0.862703 loss_giou_aux_dn: 2.186762 loss: 14.168547 eta: 2 days, 5:45:26 batch_cost: 0.5207 data_cost: 0.0014 ips: 7.6815 images/s [04/09 02:59:20] ppdet.engine INFO: Epoch: [33] [3600/7329] learning_rate: 0.000100 loss_class: 0.639810 loss_bbox: 0.137442 loss_giou: 0.478972 loss_class_aux: 3.947587 loss_bbox_aux: 0.869181 loss_giou_aux: 2.978406 loss_class_dn: 0.411496 loss_bbox_dn: 0.145765 loss_giou_dn: 0.448317 loss_class_aux_dn: 2.142772 loss_bbox_aux_dn: 0.821604 loss_giou_aux_dn: 2.520452 loss: 17.166153 eta: 2 days, 5:44:32 batch_cost: 0.5107 data_cost: 0.0014 ips: 7.8324 images/s [04/09 03:00:19] ppdet.engine INFO: Epoch: [33] [3700/7329] learning_rate: 0.000100 loss_class: 0.621254 loss_bbox: 0.154025 loss_giou: 0.388331 loss_class_aux: 3.937146 loss_bbox_aux: 1.018009 loss_giou_aux: 2.537247 loss_class_dn: 0.362146 loss_bbox_dn: 0.162008 loss_giou_dn: 0.408529 loss_class_aux_dn: 1.916012 loss_bbox_aux_dn: 0.946449 loss_giou_aux_dn: 2.235414 loss: 15.046690 eta: 2 days, 5:43:41 batch_cost: 0.5301 data_cost: 0.0014 ips: 7.5461 images/s [04/09 03:01:13] ppdet.engine INFO: Epoch: [33] [3800/7329] learning_rate: 0.000100 loss_class: 0.606223 loss_bbox: 0.148082 loss_giou: 0.356991 loss_class_aux: 3.836575 loss_bbox_aux: 0.986436 loss_giou_aux: 2.288363 loss_class_dn: 0.340272 loss_bbox_dn: 0.165314 loss_giou_dn: 0.384739 loss_class_aux_dn: 1.835031 loss_bbox_aux_dn: 0.984533 loss_giou_aux_dn: 2.135511 loss: 14.842043 eta: 2 days, 5:42:43 batch_cost: 0.4845 data_cost: 0.0014 ips: 8.2560 images/s [04/09 03:02:16] ppdet.engine INFO: Epoch: [33] [3900/7329] learning_rate: 0.000100 loss_class: 0.628346 loss_bbox: 0.142429 loss_giou: 0.388584 loss_class_aux: 3.992386 loss_bbox_aux: 0.933567 loss_giou_aux: 2.430356 loss_class_dn: 0.348632 loss_bbox_dn: 0.168275 loss_giou_dn: 0.382564 loss_class_aux_dn: 1.843688 loss_bbox_aux_dn: 0.979549 loss_giou_aux_dn: 2.176953 loss: 15.114568 eta: 2 days, 5:41:54 batch_cost: 0.5480 data_cost: 0.0016 ips: 7.2998 images/s [04/09 03:03:19] ppdet.engine INFO: Epoch: [33] [4000/7329] learning_rate: 0.000100 loss_class: 0.613370 loss_bbox: 0.140752 loss_giou: 0.445116 loss_class_aux: 4.015840 loss_bbox_aux: 0.904514 loss_giou_aux: 2.721811 loss_class_dn: 0.364177 loss_bbox_dn: 0.142401 loss_giou_dn: 0.435013 loss_class_aux_dn: 1.962441 loss_bbox_aux_dn: 0.917441 loss_giou_aux_dn: 2.388622 loss: 15.572626 eta: 2 days, 5:41:08 batch_cost: 0.5663 data_cost: 0.0015 ips: 7.0632 images/s [04/09 03:04:21] ppdet.engine INFO: Epoch: [33] [4100/7329] learning_rate: 0.000100 loss_class: 0.582895 loss_bbox: 0.144083 loss_giou: 0.416224 loss_class_aux: 3.693025 loss_bbox_aux: 0.946218 loss_giou_aux: 2.667257 loss_class_dn: 0.324766 loss_bbox_dn: 0.160841 loss_giou_dn: 0.403791 loss_class_aux_dn: 1.813002 loss_bbox_aux_dn: 0.965733 loss_giou_aux_dn: 2.228238 loss: 14.929970 eta: 2 days, 5:40:21 batch_cost: 0.5582 data_cost: 0.0014 ips: 7.1663 images/s [04/09 03:05:27] ppdet.engine INFO: Epoch: [33] [4200/7329] learning_rate: 0.000100 loss_class: 0.583176 loss_bbox: 0.141948 loss_giou: 0.455941 loss_class_aux: 3.767245 loss_bbox_aux: 0.940253 loss_giou_aux: 2.708022 loss_class_dn: 0.340087 loss_bbox_dn: 0.150034 loss_giou_dn: 0.404194 loss_class_aux_dn: 1.793609 loss_bbox_aux_dn: 0.873178 loss_giou_aux_dn: 2.249357 loss: 14.533035 eta: 2 days, 5:39:38 batch_cost: 0.5835 data_cost: 0.0015 ips: 6.8550 images/s [04/09 03:06:29] ppdet.engine INFO: Epoch: [33] [4300/7329] learning_rate: 0.000100 loss_class: 0.559214 loss_bbox: 0.134037 loss_giou: 0.451899 loss_class_aux: 3.630424 loss_bbox_aux: 0.871932 loss_giou_aux: 2.936189 loss_class_dn: 0.339557 loss_bbox_dn: 0.136208 loss_giou_dn: 0.432089 loss_class_aux_dn: 1.812443 loss_bbox_aux_dn: 0.808071 loss_giou_aux_dn: 2.343752 loss: 15.096949 eta: 2 days, 5:38:51 batch_cost: 0.5577 data_cost: 0.0021 ips: 7.1721 images/s [04/09 03:07:30] ppdet.engine INFO: Epoch: [33] [4400/7329] learning_rate: 0.000100 loss_class: 0.606703 loss_bbox: 0.156161 loss_giou: 0.365523 loss_class_aux: 3.693234 loss_bbox_aux: 1.029918 loss_giou_aux: 2.325256 loss_class_dn: 0.322374 loss_bbox_dn: 0.157735 loss_giou_dn: 0.380871 loss_class_aux_dn: 1.792727 loss_bbox_aux_dn: 0.957907 loss_giou_aux_dn: 2.101547 loss: 13.994343 eta: 2 days, 5:38:04 batch_cost: 0.5544 data_cost: 0.0013 ips: 7.2155 images/s [04/09 03:08:30] ppdet.engine INFO: Epoch: [33] [4500/7329] learning_rate: 0.000100 loss_class: 0.549833 loss_bbox: 0.145666 loss_giou: 0.382013 loss_class_aux: 3.601231 loss_bbox_aux: 0.938957 loss_giou_aux: 2.298713 loss_class_dn: 0.319453 loss_bbox_dn: 0.164335 loss_giou_dn: 0.364858 loss_class_aux_dn: 1.774074 loss_bbox_aux_dn: 0.955086 loss_giou_aux_dn: 2.052933 loss: 14.629410 eta: 2 days, 5:37:13 batch_cost: 0.5349 data_cost: 0.0013 ips: 7.4783 images/s [04/09 03:09:27] ppdet.engine INFO: Epoch: [33] [4600/7329] learning_rate: 0.000100 loss_class: 0.529116 loss_bbox: 0.125495 loss_giou: 0.361670 loss_class_aux: 3.332807 loss_bbox_aux: 0.855953 loss_giou_aux: 2.254619 loss_class_dn: 0.291080 loss_bbox_dn: 0.135922 loss_giou_dn: 0.337648 loss_class_aux_dn: 1.583020 loss_bbox_aux_dn: 0.814894 loss_giou_aux_dn: 1.834374 loss: 13.314070 eta: 2 days, 5:36:21 batch_cost: 0.5193 data_cost: 0.0012 ips: 7.7032 images/s [04/09 03:10:24] ppdet.engine INFO: Epoch: [33] [4700/7329] learning_rate: 0.000100 loss_class: 0.635824 loss_bbox: 0.149806 loss_giou: 0.426134 loss_class_aux: 4.028861 loss_bbox_aux: 0.986057 loss_giou_aux: 2.707680 loss_class_dn: 0.361604 loss_bbox_dn: 0.171690 loss_giou_dn: 0.445078 loss_class_aux_dn: 1.921513 loss_bbox_aux_dn: 1.015667 loss_giou_aux_dn: 2.476966 loss: 16.270479 eta: 2 days, 5:35:26 batch_cost: 0.5067 data_cost: 0.0014 ips: 7.8942 images/s [04/09 03:11:22] ppdet.engine INFO: Epoch: [33] [4800/7329] learning_rate: 0.000100 loss_class: 0.597090 loss_bbox: 0.137700 loss_giou: 0.416910 loss_class_aux: 3.759026 loss_bbox_aux: 0.919262 loss_giou_aux: 2.658909 loss_class_dn: 0.338634 loss_bbox_dn: 0.142317 loss_giou_dn: 0.390091 loss_class_aux_dn: 1.861763 loss_bbox_aux_dn: 0.868074 loss_giou_aux_dn: 2.141488 loss: 14.892405 eta: 2 days, 5:34:32 batch_cost: 0.5137 data_cost: 0.0013 ips: 7.7861 images/s [04/09 03:12:22] ppdet.engine INFO: Epoch: [33] [4900/7329] learning_rate: 0.000100 loss_class: 0.646878 loss_bbox: 0.147219 loss_giou: 0.428541 loss_class_aux: 4.000765 loss_bbox_aux: 1.006047 loss_giou_aux: 2.771346 loss_class_dn: 0.347647 loss_bbox_dn: 0.157476 loss_giou_dn: 0.424224 loss_class_aux_dn: 1.879054 loss_bbox_aux_dn: 0.975181 loss_giou_aux_dn: 2.348495 loss: 14.953321 eta: 2 days, 5:33:42 batch_cost: 0.5333 data_cost: 0.0015 ips: 7.5003 images/s [04/09 03:13:19] ppdet.engine INFO: Epoch: [33] [5000/7329] learning_rate: 0.000100 loss_class: 0.615816 loss_bbox: 0.144694 loss_giou: 0.420851 loss_class_aux: 3.826402 loss_bbox_aux: 0.933476 loss_giou_aux: 2.652005 loss_class_dn: 0.343532 loss_bbox_dn: 0.165469 loss_giou_dn: 0.401284 loss_class_aux_dn: 1.847427 loss_bbox_aux_dn: 0.958324 loss_giou_aux_dn: 2.228653 loss: 15.924218 eta: 2 days, 5:32:47 batch_cost: 0.5105 data_cost: 0.0014 ips: 7.8349 images/s [04/09 03:14:17] ppdet.engine INFO: Epoch: [33] [5100/7329] learning_rate: 0.000100 loss_class: 0.606987 loss_bbox: 0.139476 loss_giou: 0.438060 loss_class_aux: 3.915942 loss_bbox_aux: 0.904434 loss_giou_aux: 2.729850 loss_class_dn: 0.358827 loss_bbox_dn: 0.134565 loss_giou_dn: 0.429077 loss_class_aux_dn: 1.902034 loss_bbox_aux_dn: 0.832229 loss_giou_aux_dn: 2.362882 loss: 15.850399 eta: 2 days, 5:31:54 batch_cost: 0.5152 data_cost: 0.0015 ips: 7.7636 images/s [04/09 03:15:14] ppdet.engine INFO: Epoch: [33] [5200/7329] learning_rate: 0.000100 loss_class: 0.599798 loss_bbox: 0.143900 loss_giou: 0.438976 loss_class_aux: 3.918882 loss_bbox_aux: 0.969350 loss_giou_aux: 2.748080 loss_class_dn: 0.350578 loss_bbox_dn: 0.160294 loss_giou_dn: 0.403077 loss_class_aux_dn: 1.858984 loss_bbox_aux_dn: 0.927563 loss_giou_aux_dn: 2.178925 loss: 14.491820 eta: 2 days, 5:31:00 batch_cost: 0.5081 data_cost: 0.0014 ips: 7.8722 images/s [04/09 03:16:12] ppdet.engine INFO: Epoch: [33] [5300/7329] learning_rate: 0.000100 loss_class: 0.488878 loss_bbox: 0.130696 loss_giou: 0.313684 loss_class_aux: 3.162472 loss_bbox_aux: 0.914510 loss_giou_aux: 2.061335 loss_class_dn: 0.281927 loss_bbox_dn: 0.155363 loss_giou_dn: 0.334124 loss_class_aux_dn: 1.540835 loss_bbox_aux_dn: 0.914808 loss_giou_aux_dn: 1.889248 loss: 12.438381 eta: 2 days, 5:30:06 batch_cost: 0.5159 data_cost: 0.0015 ips: 7.7540 images/s [04/09 03:17:11] ppdet.engine INFO: Epoch: [33] [5400/7329] learning_rate: 0.000100 loss_class: 0.643354 loss_bbox: 0.147141 loss_giou: 0.445156 loss_class_aux: 4.064628 loss_bbox_aux: 0.983968 loss_giou_aux: 2.909859 loss_class_dn: 0.346685 loss_bbox_dn: 0.149419 loss_giou_dn: 0.436823 loss_class_aux_dn: 1.894655 loss_bbox_aux_dn: 0.926397 loss_giou_aux_dn: 2.345341 loss: 15.376295 eta: 2 days, 5:29:14 batch_cost: 0.5201 data_cost: 0.0015 ips: 7.6910 images/s [04/09 03:18:06] ppdet.engine INFO: Epoch: [33] [5500/7329] learning_rate: 0.000100 loss_class: 0.561784 loss_bbox: 0.139607 loss_giou: 0.412937 loss_class_aux: 3.596814 loss_bbox_aux: 0.951762 loss_giou_aux: 2.595209 loss_class_dn: 0.346415 loss_bbox_dn: 0.155584 loss_giou_dn: 0.389339 loss_class_aux_dn: 1.855222 loss_bbox_aux_dn: 0.939841 loss_giou_aux_dn: 2.175214 loss: 14.572649 eta: 2 days, 5:28:17 batch_cost: 0.4932 data_cost: 0.0013 ips: 8.1098 images/s [04/09 03:19:07] ppdet.engine INFO: Epoch: [33] [5600/7329] learning_rate: 0.000100 loss_class: 0.682026 loss_bbox: 0.139825 loss_giou: 0.459307 loss_class_aux: 4.193511 loss_bbox_aux: 0.905695 loss_giou_aux: 2.863129 loss_class_dn: 0.361444 loss_bbox_dn: 0.137141 loss_giou_dn: 0.417078 loss_class_aux_dn: 1.965178 loss_bbox_aux_dn: 0.835609 loss_giou_aux_dn: 2.347556 loss: 15.968950 eta: 2 days, 5:27:28 batch_cost: 0.5473 data_cost: 0.0013 ips: 7.3082 images/s [04/09 03:20:02] ppdet.engine INFO: Epoch: [33] [5700/7329] learning_rate: 0.000100 loss_class: 0.628040 loss_bbox: 0.143799 loss_giou: 0.353020 loss_class_aux: 3.888484 loss_bbox_aux: 0.971188 loss_giou_aux: 2.391829 loss_class_dn: 0.337197 loss_bbox_dn: 0.158542 loss_giou_dn: 0.365288 loss_class_aux_dn: 1.746418 loss_bbox_aux_dn: 0.918258 loss_giou_aux_dn: 1.991837 loss: 14.342832 eta: 2 days, 5:26:31 batch_cost: 0.4874 data_cost: 0.0013 ips: 8.2064 images/s [04/09 03:20:56] ppdet.engine INFO: Epoch: [33] [5800/7329] learning_rate: 0.000100 loss_class: 0.599473 loss_bbox: 0.155257 loss_giou: 0.358311 loss_class_aux: 3.754925 loss_bbox_aux: 0.984172 loss_giou_aux: 2.239231 loss_class_dn: 0.309515 loss_bbox_dn: 0.184242 loss_giou_dn: 0.353963 loss_class_aux_dn: 1.686839 loss_bbox_aux_dn: 1.051134 loss_giou_aux_dn: 1.943738 loss: 14.750440 eta: 2 days, 5:25:32 batch_cost: 0.4806 data_cost: 0.0013 ips: 8.3234 images/s [04/09 03:21:55] ppdet.engine INFO: Epoch: [33] [5900/7329] learning_rate: 0.000100 loss_class: 0.577044 loss_bbox: 0.154582 loss_giou: 0.401332 loss_class_aux: 3.703930 loss_bbox_aux: 0.958445 loss_giou_aux: 2.561391 loss_class_dn: 0.341335 loss_bbox_dn: 0.164485 loss_giou_dn: 0.389187 loss_class_aux_dn: 1.838487 loss_bbox_aux_dn: 0.950946 loss_giou_aux_dn: 2.125672 loss: 14.495689 eta: 2 days, 5:24:40 batch_cost: 0.5225 data_cost: 0.0014 ips: 7.6560 images/s [04/09 03:22:55] ppdet.engine INFO: Epoch: [33] [6000/7329] learning_rate: 0.000100 loss_class: 0.612788 loss_bbox: 0.152189 loss_giou: 0.449241 loss_class_aux: 3.931168 loss_bbox_aux: 1.013543 loss_giou_aux: 2.849104 loss_class_dn: 0.360111 loss_bbox_dn: 0.162295 loss_giou_dn: 0.421342 loss_class_aux_dn: 1.938289 loss_bbox_aux_dn: 0.940656 loss_giou_aux_dn: 2.312655 loss: 15.427858 eta: 2 days, 5:23:50 batch_cost: 0.5407 data_cost: 0.0014 ips: 7.3983 images/s [04/09 03:23:52] ppdet.engine INFO: Epoch: [33] [6100/7329] learning_rate: 0.000100 loss_class: 0.563763 loss_bbox: 0.149949 loss_giou: 0.347636 loss_class_aux: 3.523201 loss_bbox_aux: 0.956048 loss_giou_aux: 2.103941 loss_class_dn: 0.304166 loss_bbox_dn: 0.146786 loss_giou_dn: 0.330001 loss_class_aux_dn: 1.667878 loss_bbox_aux_dn: 0.881865 loss_giou_aux_dn: 1.863037 loss: 13.871193 eta: 2 days, 5:22:56 batch_cost: 0.5047 data_cost: 0.0014 ips: 7.9247 images/s [04/09 03:24:48] ppdet.engine INFO: Epoch: [33] [6200/7329] learning_rate: 0.000100 loss_class: 0.626309 loss_bbox: 0.164544 loss_giou: 0.453856 loss_class_aux: 4.140322 loss_bbox_aux: 1.087841 loss_giou_aux: 2.882303 loss_class_dn: 0.372810 loss_bbox_dn: 0.161659 loss_giou_dn: 0.440191 loss_class_aux_dn: 2.055591 loss_bbox_aux_dn: 0.970649 loss_giou_aux_dn: 2.412023 loss: 16.063000 eta: 2 days, 5:21:59 batch_cost: 0.4942 data_cost: 0.0014 ips: 8.0932 images/s [04/09 03:25:42] ppdet.engine INFO: Epoch: [33] [6300/7329] learning_rate: 0.000100 loss_class: 0.599867 loss_bbox: 0.147393 loss_giou: 0.389525 loss_class_aux: 3.800265 loss_bbox_aux: 0.988526 loss_giou_aux: 2.482487 loss_class_dn: 0.323330 loss_bbox_dn: 0.163957 loss_giou_dn: 0.372281 loss_class_aux_dn: 1.767634 loss_bbox_aux_dn: 0.967484 loss_giou_aux_dn: 2.111219 loss: 14.364288 eta: 2 days, 5:21:01 batch_cost: 0.4837 data_cost: 0.0013 ips: 8.2696 images/s [04/09 03:26:37] ppdet.engine INFO: Epoch: [33] [6400/7329] learning_rate: 0.000100 loss_class: 0.609997 loss_bbox: 0.159744 loss_giou: 0.456990 loss_class_aux: 3.767981 loss_bbox_aux: 1.003666 loss_giou_aux: 2.838244 loss_class_dn: 0.336608 loss_bbox_dn: 0.163419 loss_giou_dn: 0.404855 loss_class_aux_dn: 1.817166 loss_bbox_aux_dn: 0.961542 loss_giou_aux_dn: 2.170110 loss: 14.441414 eta: 2 days, 5:20:04 batch_cost: 0.4879 data_cost: 0.0013 ips: 8.1979 images/s [04/09 03:27:34] ppdet.engine INFO: Epoch: [33] [6500/7329] learning_rate: 0.000100 loss_class: 0.587543 loss_bbox: 0.137104 loss_giou: 0.368753 loss_class_aux: 3.687577 loss_bbox_aux: 0.866078 loss_giou_aux: 2.377985 loss_class_dn: 0.314986 loss_bbox_dn: 0.153032 loss_giou_dn: 0.363733 loss_class_aux_dn: 1.698491 loss_bbox_aux_dn: 0.899138 loss_giou_aux_dn: 2.025796 loss: 13.713650 eta: 2 days, 5:19:09 batch_cost: 0.5086 data_cost: 0.0013 ips: 7.8641 images/s [04/09 03:28:32] ppdet.engine INFO: Epoch: [33] [6600/7329] learning_rate: 0.000100 loss_class: 0.598644 loss_bbox: 0.138758 loss_giou: 0.432522 loss_class_aux: 3.925287 loss_bbox_aux: 0.907742 loss_giou_aux: 2.754253 loss_class_dn: 0.346323 loss_bbox_dn: 0.150010 loss_giou_dn: 0.434822 loss_class_aux_dn: 1.865150 loss_bbox_aux_dn: 0.935520 loss_giou_aux_dn: 2.398758 loss: 14.583797 eta: 2 days, 5:18:17 batch_cost: 0.5204 data_cost: 0.0013 ips: 7.6870 images/s [04/09 03:29:29] ppdet.engine INFO: Epoch: [33] [6700/7329] learning_rate: 0.000100 loss_class: 0.630050 loss_bbox: 0.143064 loss_giou: 0.444099 loss_class_aux: 4.106901 loss_bbox_aux: 0.903464 loss_giou_aux: 2.833278 loss_class_dn: 0.389517 loss_bbox_dn: 0.159266 loss_giou_dn: 0.438756 loss_class_aux_dn: 2.100500 loss_bbox_aux_dn: 0.932321 loss_giou_aux_dn: 2.395815 loss: 16.826553 eta: 2 days, 5:17:22 batch_cost: 0.5063 data_cost: 0.0013 ips: 7.9007 images/s [04/09 03:30:24] ppdet.engine INFO: Epoch: [33] [6800/7329] learning_rate: 0.000100 loss_class: 0.620171 loss_bbox: 0.148082 loss_giou: 0.372904 loss_class_aux: 3.846664 loss_bbox_aux: 0.980571 loss_giou_aux: 2.433404 loss_class_dn: 0.345147 loss_bbox_dn: 0.151801 loss_giou_dn: 0.375334 loss_class_aux_dn: 1.795610 loss_bbox_aux_dn: 0.942049 loss_giou_aux_dn: 2.100017 loss: 15.017058 eta: 2 days, 5:16:25 batch_cost: 0.4920 data_cost: 0.0013 ips: 8.1298 images/s [04/09 03:31:20] ppdet.engine INFO: Epoch: [33] [6900/7329] learning_rate: 0.000100 loss_class: 0.549783 loss_bbox: 0.138744 loss_giou: 0.298013 loss_class_aux: 3.487943 loss_bbox_aux: 0.913245 loss_giou_aux: 1.843063 loss_class_dn: 0.304302 loss_bbox_dn: 0.150504 loss_giou_dn: 0.299862 loss_class_aux_dn: 1.627893 loss_bbox_aux_dn: 0.940616 loss_giou_aux_dn: 1.696572 loss: 12.398367 eta: 2 days, 5:15:29 batch_cost: 0.4936 data_cost: 0.0015 ips: 8.1036 images/s [04/09 03:32:30] ppdet.engine INFO: Epoch: [33] [7000/7329] learning_rate: 0.000100 loss_class: 0.637356 loss_bbox: 0.135634 loss_giou: 0.468626 loss_class_aux: 4.067165 loss_bbox_aux: 0.911097 loss_giou_aux: 2.931639 loss_class_dn: 0.352666 loss_bbox_dn: 0.166316 loss_giou_dn: 0.418718 loss_class_aux_dn: 1.864781 loss_bbox_aux_dn: 0.963322 loss_giou_aux_dn: 2.339610 loss: 15.363133 eta: 2 days, 5:14:52 batch_cost: 0.6295 data_cost: 0.0014 ips: 6.3541 images/s [04/09 03:33:29] ppdet.engine INFO: Epoch: [33] [7100/7329] learning_rate: 0.000100 loss_class: 0.569986 loss_bbox: 0.121215 loss_giou: 0.363729 loss_class_aux: 3.605528 loss_bbox_aux: 0.829362 loss_giou_aux: 2.425816 loss_class_dn: 0.305847 loss_bbox_dn: 0.137570 loss_giou_dn: 0.356400 loss_class_aux_dn: 1.675871 loss_bbox_aux_dn: 0.813195 loss_giou_aux_dn: 1.989742 loss: 13.351378 eta: 2 days, 5:14:02 batch_cost: 0.5340 data_cost: 0.0013 ips: 7.4905 images/s [04/09 03:34:31] ppdet.engine INFO: Epoch: [33] [7200/7329] learning_rate: 0.000100 loss_class: 0.639024 loss_bbox: 0.166019 loss_giou: 0.426631 loss_class_aux: 4.027520 loss_bbox_aux: 1.074237 loss_giou_aux: 2.737147 loss_class_dn: 0.367707 loss_bbox_dn: 0.180560 loss_giou_dn: 0.430650 loss_class_aux_dn: 1.975554 loss_bbox_aux_dn: 1.089081 loss_giou_aux_dn: 2.392726 loss: 16.399467 eta: 2 days, 5:13:14 batch_cost: 0.5569 data_cost: 0.0014 ips: 7.1828 images/s [04/09 03:35:31] ppdet.engine INFO: Epoch: [33] [7300/7329] learning_rate: 0.000100 loss_class: 0.612192 loss_bbox: 0.162070 loss_giou: 0.436102 loss_class_aux: 3.968754 loss_bbox_aux: 1.032733 loss_giou_aux: 2.847606 loss_class_dn: 0.352266 loss_bbox_dn: 0.161774 loss_giou_dn: 0.431656 loss_class_aux_dn: 1.908455 loss_bbox_aux_dn: 0.946130 loss_giou_aux_dn: 2.377439 loss: 15.865457 eta: 2 days, 5:12:25 batch_cost: 0.5433 data_cost: 0.0013 ips: 7.3630 images/s [04/09 03:35:57] ppdet.engine INFO: Eval iter: 0 [04/09 03:36:23] ppdet.engine INFO: Eval iter: 100 [04/09 03:36:50] ppdet.engine INFO: Eval iter: 200 [04/09 03:37:16] ppdet.engine INFO: Eval iter: 300 [04/09 03:37:44] ppdet.engine INFO: Eval iter: 400 [04/09 03:38:11] ppdet.engine INFO: Eval iter: 500 [04/09 03:38:39] ppdet.engine INFO: Eval iter: 600 [04/09 03:39:09] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.60s) creating index... index created! [04/09 03:39:10] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.51s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.76s). Accumulating evaluation results... DONE (t=28.03s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.703 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.322 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.564 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.645 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.753 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/09 03:41:51] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.409719728155526 [04/09 03:41:51] ppdet.engine INFO: Best test bbox ap is 0.519. [04/09 03:41:54] ppdet.engine INFO: Epoch: [34] [ 0/7329] learning_rate: 0.000100 loss_class: 0.607371 loss_bbox: 0.165696 loss_giou: 0.380032 loss_class_aux: 3.930130 loss_bbox_aux: 1.054348 loss_giou_aux: 2.473797 loss_class_dn: 0.338609 loss_bbox_dn: 0.152245 loss_giou_dn: 0.390574 loss_class_aux_dn: 1.868543 loss_bbox_aux_dn: 0.952438 loss_giou_aux_dn: 2.207986 loss: 15.288111 eta: 2 days, 5:12:16 batch_cost: 0.5812 data_cost: 0.0014 ips: 6.8828 images/s [04/09 03:42:58] ppdet.engine INFO: Epoch: [34] [ 100/7329] learning_rate: 0.000100 loss_class: 0.610466 loss_bbox: 0.142396 loss_giou: 0.418225 loss_class_aux: 3.962559 loss_bbox_aux: 0.915429 loss_giou_aux: 2.648778 loss_class_dn: 0.346458 loss_bbox_dn: 0.158210 loss_giou_dn: 0.422922 loss_class_aux_dn: 1.840407 loss_bbox_aux_dn: 0.940089 loss_giou_aux_dn: 2.335112 loss: 15.433651 eta: 2 days, 5:11:31 batch_cost: 0.5733 data_cost: 0.0014 ips: 6.9774 images/s [04/09 03:43:58] ppdet.engine INFO: Epoch: [34] [ 200/7329] learning_rate: 0.000100 loss_class: 0.569659 loss_bbox: 0.125834 loss_giou: 0.385100 loss_class_aux: 3.614438 loss_bbox_aux: 0.847605 loss_giou_aux: 2.370199 loss_class_dn: 0.321755 loss_bbox_dn: 0.139944 loss_giou_dn: 0.368629 loss_class_aux_dn: 1.701449 loss_bbox_aux_dn: 0.846643 loss_giou_aux_dn: 2.011138 loss: 13.760897 eta: 2 days, 5:10:41 batch_cost: 0.5379 data_cost: 0.0013 ips: 7.4362 images/s [04/09 03:44:57] ppdet.engine INFO: Epoch: [34] [ 300/7329] learning_rate: 0.000100 loss_class: 0.595421 loss_bbox: 0.145798 loss_giou: 0.459887 loss_class_aux: 3.839018 loss_bbox_aux: 0.946231 loss_giou_aux: 2.896130 loss_class_dn: 0.368988 loss_bbox_dn: 0.148928 loss_giou_dn: 0.457571 loss_class_aux_dn: 1.997242 loss_bbox_aux_dn: 0.914504 loss_giou_aux_dn: 2.488637 loss: 16.353779 eta: 2 days, 5:09:49 batch_cost: 0.5274 data_cost: 0.0013 ips: 7.5840 images/s [04/09 03:45:57] ppdet.engine INFO: Epoch: [34] [ 400/7329] learning_rate: 0.000100 loss_class: 0.589675 loss_bbox: 0.143415 loss_giou: 0.438123 loss_class_aux: 3.943120 loss_bbox_aux: 0.933146 loss_giou_aux: 2.693146 loss_class_dn: 0.355065 loss_bbox_dn: 0.161450 loss_giou_dn: 0.427943 loss_class_aux_dn: 1.893431 loss_bbox_aux_dn: 0.940679 loss_giou_aux_dn: 2.354957 loss: 15.019238 eta: 2 days, 5:08:59 batch_cost: 0.5354 data_cost: 0.0016 ips: 7.4710 images/s [04/09 03:46:59] ppdet.engine INFO: Epoch: [34] [ 500/7329] learning_rate: 0.000100 loss_class: 0.557691 loss_bbox: 0.141229 loss_giou: 0.411987 loss_class_aux: 3.569202 loss_bbox_aux: 0.946855 loss_giou_aux: 2.608192 loss_class_dn: 0.338957 loss_bbox_dn: 0.163908 loss_giou_dn: 0.362819 loss_class_aux_dn: 1.812813 loss_bbox_aux_dn: 0.961246 loss_giou_aux_dn: 2.050252 loss: 14.084182 eta: 2 days, 5:08:12 batch_cost: 0.5570 data_cost: 0.0013 ips: 7.1808 images/s [04/09 03:48:00] ppdet.engine INFO: Epoch: [34] [ 600/7329] learning_rate: 0.000100 loss_class: 0.513597 loss_bbox: 0.136018 loss_giou: 0.346191 loss_class_aux: 3.425866 loss_bbox_aux: 0.896800 loss_giou_aux: 2.141900 loss_class_dn: 0.312789 loss_bbox_dn: 0.153737 loss_giou_dn: 0.345357 loss_class_aux_dn: 1.669697 loss_bbox_aux_dn: 0.901848 loss_giou_aux_dn: 1.916603 loss: 13.468820 eta: 2 days, 5:07:22 batch_cost: 0.5423 data_cost: 0.0014 ips: 7.3755 images/s [04/09 03:49:00] ppdet.engine INFO: Epoch: [34] [ 700/7329] learning_rate: 0.000100 loss_class: 0.642615 loss_bbox: 0.157203 loss_giou: 0.447661 loss_class_aux: 4.110819 loss_bbox_aux: 0.991342 loss_giou_aux: 2.761542 loss_class_dn: 0.380948 loss_bbox_dn: 0.158174 loss_giou_dn: 0.450466 loss_class_aux_dn: 1.998961 loss_bbox_aux_dn: 0.965958 loss_giou_aux_dn: 2.451974 loss: 17.005531 eta: 2 days, 5:06:33 batch_cost: 0.5416 data_cost: 0.0015 ips: 7.3856 images/s [04/09 03:50:01] ppdet.engine INFO: Epoch: [34] [ 800/7329] learning_rate: 0.000100 loss_class: 0.540969 loss_bbox: 0.133512 loss_giou: 0.347780 loss_class_aux: 3.325317 loss_bbox_aux: 0.871901 loss_giou_aux: 2.135521 loss_class_dn: 0.296629 loss_bbox_dn: 0.144162 loss_giou_dn: 0.322524 loss_class_aux_dn: 1.580034 loss_bbox_aux_dn: 0.833367 loss_giou_aux_dn: 1.764838 loss: 13.278250 eta: 2 days, 5:05:42 batch_cost: 0.5345 data_cost: 0.0016 ips: 7.4833 images/s [04/09 03:51:00] ppdet.engine INFO: Epoch: [34] [ 900/7329] learning_rate: 0.000100 loss_class: 0.617165 loss_bbox: 0.170665 loss_giou: 0.394001 loss_class_aux: 3.953348 loss_bbox_aux: 1.092501 loss_giou_aux: 2.392057 loss_class_dn: 0.348202 loss_bbox_dn: 0.175883 loss_giou_dn: 0.366006 loss_class_aux_dn: 1.851846 loss_bbox_aux_dn: 0.997765 loss_giou_aux_dn: 2.048795 loss: 15.039592 eta: 2 days, 5:04:51 batch_cost: 0.5306 data_cost: 0.0014 ips: 7.5390 images/s [04/09 03:52:06] ppdet.engine INFO: Epoch: [34] [1000/7329] learning_rate: 0.000100 loss_class: 0.650031 loss_bbox: 0.155233 loss_giou: 0.446660 loss_class_aux: 4.254004 loss_bbox_aux: 0.993148 loss_giou_aux: 2.783746 loss_class_dn: 0.357517 loss_bbox_dn: 0.161477 loss_giou_dn: 0.430378 loss_class_aux_dn: 1.889726 loss_bbox_aux_dn: 0.932708 loss_giou_aux_dn: 2.368821 loss: 15.561631 eta: 2 days, 5:04:06 batch_cost: 0.5751 data_cost: 0.0016 ips: 6.9557 images/s [04/09 03:53:09] ppdet.engine INFO: Epoch: [34] [1100/7329] learning_rate: 0.000100 loss_class: 0.551886 loss_bbox: 0.134327 loss_giou: 0.405082 loss_class_aux: 3.599522 loss_bbox_aux: 0.896764 loss_giou_aux: 2.581339 loss_class_dn: 0.312923 loss_bbox_dn: 0.148713 loss_giou_dn: 0.375051 loss_class_aux_dn: 1.661007 loss_bbox_aux_dn: 0.893178 loss_giou_aux_dn: 2.103379 loss: 13.682233 eta: 2 days, 5:03:20 batch_cost: 0.5638 data_cost: 0.0016 ips: 7.0947 images/s [04/09 03:54:16] ppdet.engine INFO: Epoch: [34] [1200/7329] learning_rate: 0.000100 loss_class: 0.535381 loss_bbox: 0.133244 loss_giou: 0.374999 loss_class_aux: 3.398260 loss_bbox_aux: 0.903370 loss_giou_aux: 2.342791 loss_class_dn: 0.307412 loss_bbox_dn: 0.142420 loss_giou_dn: 0.350520 loss_class_aux_dn: 1.671035 loss_bbox_aux_dn: 0.846928 loss_giou_aux_dn: 1.907802 loss: 13.332401 eta: 2 days, 5:02:39 batch_cost: 0.6001 data_cost: 0.0014 ips: 6.6653 images/s [04/09 03:55:13] ppdet.engine INFO: Epoch: [34] [1300/7329] learning_rate: 0.000100 loss_class: 0.541841 loss_bbox: 0.136766 loss_giou: 0.327966 loss_class_aux: 3.557814 loss_bbox_aux: 0.880633 loss_giou_aux: 2.108156 loss_class_dn: 0.285902 loss_bbox_dn: 0.139205 loss_giou_dn: 0.341862 loss_class_aux_dn: 1.533654 loss_bbox_aux_dn: 0.849342 loss_giou_aux_dn: 1.836992 loss: 12.318777 eta: 2 days, 5:01:45 batch_cost: 0.5118 data_cost: 0.0013 ips: 7.8159 images/s [04/09 03:56:09] ppdet.engine INFO: Epoch: [34] [1400/7329] learning_rate: 0.000100 loss_class: 0.540456 loss_bbox: 0.144313 loss_giou: 0.350557 loss_class_aux: 3.516938 loss_bbox_aux: 0.935100 loss_giou_aux: 2.173928 loss_class_dn: 0.304361 loss_bbox_dn: 0.154586 loss_giou_dn: 0.327997 loss_class_aux_dn: 1.674809 loss_bbox_aux_dn: 0.930239 loss_giou_aux_dn: 1.854023 loss: 12.901456 eta: 2 days, 5:00:49 batch_cost: 0.4942 data_cost: 0.0015 ips: 8.0933 images/s [04/09 03:57:03] ppdet.engine INFO: Epoch: [34] [1500/7329] learning_rate: 0.000100 loss_class: 0.549767 loss_bbox: 0.144054 loss_giou: 0.368064 loss_class_aux: 3.511667 loss_bbox_aux: 0.889824 loss_giou_aux: 2.311260 loss_class_dn: 0.321429 loss_bbox_dn: 0.156810 loss_giou_dn: 0.346134 loss_class_aux_dn: 1.712269 loss_bbox_aux_dn: 0.905077 loss_giou_aux_dn: 1.958008 loss: 13.396959 eta: 2 days, 4:59:51 batch_cost: 0.4841 data_cost: 0.0013 ips: 8.2624 images/s [04/09 03:57:59] ppdet.engine INFO: Epoch: [34] [1600/7329] learning_rate: 0.000100 loss_class: 0.620744 loss_bbox: 0.147751 loss_giou: 0.449739 loss_class_aux: 3.903303 loss_bbox_aux: 0.998082 loss_giou_aux: 2.809835 loss_class_dn: 0.371721 loss_bbox_dn: 0.154889 loss_giou_dn: 0.433338 loss_class_aux_dn: 2.027753 loss_bbox_aux_dn: 0.911904 loss_giou_aux_dn: 2.363703 loss: 17.184362 eta: 2 days, 4:58:54 batch_cost: 0.4897 data_cost: 0.0014 ips: 8.1687 images/s [04/09 03:58:56] ppdet.engine INFO: Epoch: [34] [1700/7329] learning_rate: 0.000100 loss_class: 0.522786 loss_bbox: 0.145671 loss_giou: 0.335677 loss_class_aux: 3.252515 loss_bbox_aux: 0.935967 loss_giou_aux: 2.184443 loss_class_dn: 0.297608 loss_bbox_dn: 0.150713 loss_giou_dn: 0.314424 loss_class_aux_dn: 1.606710 loss_bbox_aux_dn: 0.875392 loss_giou_aux_dn: 1.735058 loss: 11.973414 eta: 2 days, 4:58:00 batch_cost: 0.5150 data_cost: 0.0014 ips: 7.7677 images/s [04/09 03:59:57] ppdet.engine INFO: Epoch: [34] [1800/7329] learning_rate: 0.000100 loss_class: 0.554063 loss_bbox: 0.153789 loss_giou: 0.397627 loss_class_aux: 3.631345 loss_bbox_aux: 0.949001 loss_giou_aux: 2.506169 loss_class_dn: 0.330273 loss_bbox_dn: 0.156262 loss_giou_dn: 0.372091 loss_class_aux_dn: 1.776885 loss_bbox_aux_dn: 0.944328 loss_giou_aux_dn: 2.084474 loss: 14.634315 eta: 2 days, 4:57:11 batch_cost: 0.5414 data_cost: 0.0014 ips: 7.3879 images/s [04/09 04:00:58] ppdet.engine INFO: Epoch: [34] [1900/7329] learning_rate: 0.000100 loss_class: 0.587723 loss_bbox: 0.135493 loss_giou: 0.336257 loss_class_aux: 3.655067 loss_bbox_aux: 0.897141 loss_giou_aux: 2.143312 loss_class_dn: 0.331153 loss_bbox_dn: 0.165458 loss_giou_dn: 0.321229 loss_class_aux_dn: 1.798950 loss_bbox_aux_dn: 0.983972 loss_giou_aux_dn: 1.797528 loss: 13.296076 eta: 2 days, 4:56:21 batch_cost: 0.5434 data_cost: 0.0014 ips: 7.3609 images/s [04/09 04:01:58] ppdet.engine INFO: Epoch: [34] [2000/7329] learning_rate: 0.000100 loss_class: 0.561148 loss_bbox: 0.143635 loss_giou: 0.420944 loss_class_aux: 3.643976 loss_bbox_aux: 0.956506 loss_giou_aux: 2.639445 loss_class_dn: 0.344047 loss_bbox_dn: 0.144416 loss_giou_dn: 0.412793 loss_class_aux_dn: 1.850259 loss_bbox_aux_dn: 0.882747 loss_giou_aux_dn: 2.298677 loss: 15.333935 eta: 2 days, 4:55:31 batch_cost: 0.5366 data_cost: 0.0017 ips: 7.4548 images/s [04/09 04:02:56] ppdet.engine INFO: Epoch: [34] [2100/7329] learning_rate: 0.000100 loss_class: 0.657834 loss_bbox: 0.135971 loss_giou: 0.408588 loss_class_aux: 4.130675 loss_bbox_aux: 0.916733 loss_giou_aux: 2.507340 loss_class_dn: 0.348926 loss_bbox_dn: 0.151151 loss_giou_dn: 0.412127 loss_class_aux_dn: 1.853487 loss_bbox_aux_dn: 0.907451 loss_giou_aux_dn: 2.259768 loss: 15.211521 eta: 2 days, 4:54:39 batch_cost: 0.5231 data_cost: 0.0014 ips: 7.6465 images/s [04/09 04:03:54] ppdet.engine INFO: Epoch: [34] [2200/7329] learning_rate: 0.000100 loss_class: 0.602786 loss_bbox: 0.147481 loss_giou: 0.427164 loss_class_aux: 3.940731 loss_bbox_aux: 0.973918 loss_giou_aux: 2.760549 loss_class_dn: 0.361664 loss_bbox_dn: 0.150736 loss_giou_dn: 0.423713 loss_class_aux_dn: 1.951452 loss_bbox_aux_dn: 0.876614 loss_giou_aux_dn: 2.332859 loss: 15.595032 eta: 2 days, 4:53:46 batch_cost: 0.5166 data_cost: 0.0013 ips: 7.7437 images/s [04/09 04:04:51] ppdet.engine INFO: Epoch: [34] [2300/7329] learning_rate: 0.000100 loss_class: 0.606969 loss_bbox: 0.154787 loss_giou: 0.392571 loss_class_aux: 3.808926 loss_bbox_aux: 1.020127 loss_giou_aux: 2.510976 loss_class_dn: 0.330234 loss_bbox_dn: 0.153416 loss_giou_dn: 0.375905 loss_class_aux_dn: 1.781341 loss_bbox_aux_dn: 0.931801 loss_giou_aux_dn: 2.137889 loss: 14.606072 eta: 2 days, 4:52:52 batch_cost: 0.5122 data_cost: 0.0014 ips: 7.8097 images/s [04/09 04:05:57] ppdet.engine INFO: Epoch: [34] [2400/7329] learning_rate: 0.000100 loss_class: 0.578471 loss_bbox: 0.137834 loss_giou: 0.402550 loss_class_aux: 3.656389 loss_bbox_aux: 0.893181 loss_giou_aux: 2.485917 loss_class_dn: 0.335805 loss_bbox_dn: 0.146086 loss_giou_dn: 0.378571 loss_class_aux_dn: 1.799039 loss_bbox_aux_dn: 0.892323 loss_giou_aux_dn: 2.104514 loss: 14.064067 eta: 2 days, 4:52:09 batch_cost: 0.5877 data_cost: 0.0015 ips: 6.8064 images/s [04/09 04:06:57] ppdet.engine INFO: Epoch: [34] [2500/7329] learning_rate: 0.000100 loss_class: 0.578117 loss_bbox: 0.142700 loss_giou: 0.451748 loss_class_aux: 3.826880 loss_bbox_aux: 0.927509 loss_giou_aux: 2.833330 loss_class_dn: 0.339864 loss_bbox_dn: 0.134110 loss_giou_dn: 0.405793 loss_class_aux_dn: 1.873575 loss_bbox_aux_dn: 0.807396 loss_giou_aux_dn: 2.217147 loss: 14.590014 eta: 2 days, 4:51:18 batch_cost: 0.5307 data_cost: 0.0014 ips: 7.5377 images/s [04/09 04:07:57] ppdet.engine INFO: Epoch: [34] [2600/7329] learning_rate: 0.000100 loss_class: 0.552324 loss_bbox: 0.138757 loss_giou: 0.335171 loss_class_aux: 3.470754 loss_bbox_aux: 0.953765 loss_giou_aux: 2.146770 loss_class_dn: 0.302002 loss_bbox_dn: 0.148945 loss_giou_dn: 0.320526 loss_class_aux_dn: 1.629339 loss_bbox_aux_dn: 0.956981 loss_giou_aux_dn: 1.840718 loss: 13.469589 eta: 2 days, 4:50:28 batch_cost: 0.5414 data_cost: 0.0014 ips: 7.3880 images/s [04/09 04:08:59] ppdet.engine INFO: Epoch: [34] [2700/7329] learning_rate: 0.000100 loss_class: 0.545381 loss_bbox: 0.134204 loss_giou: 0.361742 loss_class_aux: 3.504112 loss_bbox_aux: 0.886099 loss_giou_aux: 2.187215 loss_class_dn: 0.303976 loss_bbox_dn: 0.157055 loss_giou_dn: 0.351768 loss_class_aux_dn: 1.671525 loss_bbox_aux_dn: 0.918915 loss_giou_aux_dn: 1.952117 loss: 13.374212 eta: 2 days, 4:49:40 batch_cost: 0.5490 data_cost: 0.0018 ips: 7.2864 images/s [04/09 04:10:02] ppdet.engine INFO: Epoch: [34] [2800/7329] learning_rate: 0.000100 loss_class: 0.553633 loss_bbox: 0.139786 loss_giou: 0.331326 loss_class_aux: 3.648420 loss_bbox_aux: 0.892152 loss_giou_aux: 2.115959 loss_class_dn: 0.291207 loss_bbox_dn: 0.155871 loss_giou_dn: 0.315380 loss_class_aux_dn: 1.569991 loss_bbox_aux_dn: 0.928747 loss_giou_aux_dn: 1.773824 loss: 12.806353 eta: 2 days, 4:48:53 batch_cost: 0.5631 data_cost: 0.0015 ips: 7.1030 images/s [04/09 04:11:08] ppdet.engine INFO: Epoch: [34] [2900/7329] learning_rate: 0.000100 loss_class: 0.589993 loss_bbox: 0.132850 loss_giou: 0.398241 loss_class_aux: 3.838059 loss_bbox_aux: 0.865297 loss_giou_aux: 2.505210 loss_class_dn: 0.332712 loss_bbox_dn: 0.146591 loss_giou_dn: 0.357220 loss_class_aux_dn: 1.781757 loss_bbox_aux_dn: 0.854746 loss_giou_aux_dn: 1.969662 loss: 13.884113 eta: 2 days, 4:48:11 batch_cost: 0.5919 data_cost: 0.0016 ips: 6.7576 images/s [04/09 04:12:05] ppdet.engine INFO: Epoch: [34] [3000/7329] learning_rate: 0.000100 loss_class: 0.626571 loss_bbox: 0.143098 loss_giou: 0.391506 loss_class_aux: 3.935695 loss_bbox_aux: 0.931355 loss_giou_aux: 2.491449 loss_class_dn: 0.344278 loss_bbox_dn: 0.149051 loss_giou_dn: 0.389513 loss_class_aux_dn: 1.864262 loss_bbox_aux_dn: 0.908235 loss_giou_aux_dn: 2.156101 loss: 14.845694 eta: 2 days, 4:47:16 batch_cost: 0.5044 data_cost: 0.0013 ips: 7.9300 images/s [04/09 04:13:00] ppdet.engine INFO: Epoch: [34] [3100/7329] learning_rate: 0.000100 loss_class: 0.537241 loss_bbox: 0.125385 loss_giou: 0.371217 loss_class_aux: 3.521513 loss_bbox_aux: 0.838954 loss_giou_aux: 2.247640 loss_class_dn: 0.312297 loss_bbox_dn: 0.141948 loss_giou_dn: 0.341523 loss_class_aux_dn: 1.663971 loss_bbox_aux_dn: 0.834738 loss_giou_aux_dn: 1.850320 loss: 13.234650 eta: 2 days, 4:46:19 batch_cost: 0.4927 data_cost: 0.0013 ips: 8.1192 images/s [04/09 04:14:01] ppdet.engine INFO: Epoch: [34] [3200/7329] learning_rate: 0.000100 loss_class: 0.632701 loss_bbox: 0.156493 loss_giou: 0.355698 loss_class_aux: 4.011697 loss_bbox_aux: 1.005814 loss_giou_aux: 2.330345 loss_class_dn: 0.338040 loss_bbox_dn: 0.161723 loss_giou_dn: 0.360822 loss_class_aux_dn: 1.841294 loss_bbox_aux_dn: 0.994937 loss_giou_aux_dn: 1.984423 loss: 14.793942 eta: 2 days, 4:45:30 batch_cost: 0.5402 data_cost: 0.0014 ips: 7.4052 images/s [04/09 04:15:02] ppdet.engine INFO: Epoch: [34] [3300/7329] learning_rate: 0.000100 loss_class: 0.652650 loss_bbox: 0.163220 loss_giou: 0.439641 loss_class_aux: 4.271221 loss_bbox_aux: 1.049052 loss_giou_aux: 2.652684 loss_class_dn: 0.361280 loss_bbox_dn: 0.175096 loss_giou_dn: 0.427880 loss_class_aux_dn: 1.948709 loss_bbox_aux_dn: 1.035768 loss_giou_aux_dn: 2.381488 loss: 16.288792 eta: 2 days, 4:44:41 batch_cost: 0.5466 data_cost: 0.0014 ips: 7.3184 images/s [04/09 04:16:00] ppdet.engine INFO: Epoch: [34] [3400/7329] learning_rate: 0.000100 loss_class: 0.623995 loss_bbox: 0.163682 loss_giou: 0.427932 loss_class_aux: 3.873453 loss_bbox_aux: 1.046030 loss_giou_aux: 2.776546 loss_class_dn: 0.367813 loss_bbox_dn: 0.188558 loss_giou_dn: 0.435836 loss_class_aux_dn: 1.950305 loss_bbox_aux_dn: 1.100116 loss_giou_aux_dn: 2.401520 loss: 15.741097 eta: 2 days, 4:43:47 batch_cost: 0.5160 data_cost: 0.0016 ips: 7.7519 images/s [04/09 04:16:58] ppdet.engine INFO: Epoch: [34] [3500/7329] learning_rate: 0.000100 loss_class: 0.526568 loss_bbox: 0.130026 loss_giou: 0.338687 loss_class_aux: 3.386646 loss_bbox_aux: 0.874541 loss_giou_aux: 2.106462 loss_class_dn: 0.288564 loss_bbox_dn: 0.138076 loss_giou_dn: 0.308011 loss_class_aux_dn: 1.637298 loss_bbox_aux_dn: 0.856457 loss_giou_aux_dn: 1.736200 loss: 12.682273 eta: 2 days, 4:42:53 batch_cost: 0.5097 data_cost: 0.0016 ips: 7.8485 images/s [04/09 04:17:55] ppdet.engine INFO: Epoch: [34] [3600/7329] learning_rate: 0.000100 loss_class: 0.605024 loss_bbox: 0.129184 loss_giou: 0.438665 loss_class_aux: 3.838636 loss_bbox_aux: 0.846856 loss_giou_aux: 2.820087 loss_class_dn: 0.321645 loss_bbox_dn: 0.139511 loss_giou_dn: 0.407138 loss_class_aux_dn: 1.706828 loss_bbox_aux_dn: 0.801811 loss_giou_aux_dn: 2.182323 loss: 14.271215 eta: 2 days, 4:41:59 batch_cost: 0.5090 data_cost: 0.0013 ips: 7.8581 images/s [04/09 04:18:53] ppdet.engine INFO: Epoch: [34] [3700/7329] learning_rate: 0.000100 loss_class: 0.593391 loss_bbox: 0.144455 loss_giou: 0.366135 loss_class_aux: 3.738012 loss_bbox_aux: 0.954323 loss_giou_aux: 2.299364 loss_class_dn: 0.331402 loss_bbox_dn: 0.166024 loss_giou_dn: 0.388226 loss_class_aux_dn: 1.827098 loss_bbox_aux_dn: 0.947756 loss_giou_aux_dn: 2.159308 loss: 15.011419 eta: 2 days, 4:41:06 batch_cost: 0.5185 data_cost: 0.0014 ips: 7.7141 images/s [04/09 04:19:50] ppdet.engine INFO: Epoch: [34] [3800/7329] learning_rate: 0.000100 loss_class: 0.585771 loss_bbox: 0.146473 loss_giou: 0.389433 loss_class_aux: 3.630463 loss_bbox_aux: 0.946509 loss_giou_aux: 2.452232 loss_class_dn: 0.323110 loss_bbox_dn: 0.148333 loss_giou_dn: 0.375858 loss_class_aux_dn: 1.718976 loss_bbox_aux_dn: 0.881670 loss_giou_aux_dn: 2.068976 loss: 14.870193 eta: 2 days, 4:40:12 batch_cost: 0.5090 data_cost: 0.0017 ips: 7.8579 images/s [04/09 04:20:50] ppdet.engine INFO: Epoch: [34] [3900/7329] learning_rate: 0.000100 loss_class: 0.624838 loss_bbox: 0.160904 loss_giou: 0.442178 loss_class_aux: 3.965142 loss_bbox_aux: 1.011773 loss_giou_aux: 2.817959 loss_class_dn: 0.358884 loss_bbox_dn: 0.163349 loss_giou_dn: 0.405151 loss_class_aux_dn: 1.942757 loss_bbox_aux_dn: 0.984471 loss_giou_aux_dn: 2.281115 loss: 15.788889 eta: 2 days, 4:39:20 batch_cost: 0.5288 data_cost: 0.0017 ips: 7.5638 images/s [04/09 04:21:55] ppdet.engine INFO: Epoch: [34] [4000/7329] learning_rate: 0.000100 loss_class: 0.548190 loss_bbox: 0.139384 loss_giou: 0.355094 loss_class_aux: 3.542085 loss_bbox_aux: 0.948256 loss_giou_aux: 2.292834 loss_class_dn: 0.293598 loss_bbox_dn: 0.143503 loss_giou_dn: 0.332662 loss_class_aux_dn: 1.601228 loss_bbox_aux_dn: 0.873224 loss_giou_aux_dn: 1.830540 loss: 12.859262 eta: 2 days, 4:38:34 batch_cost: 0.5649 data_cost: 0.0019 ips: 7.0813 images/s [04/09 04:22:50] ppdet.engine INFO: Epoch: [34] [4100/7329] learning_rate: 0.000100 loss_class: 0.509589 loss_bbox: 0.126938 loss_giou: 0.376642 loss_class_aux: 3.243865 loss_bbox_aux: 0.843185 loss_giou_aux: 2.376160 loss_class_dn: 0.307560 loss_bbox_dn: 0.147393 loss_giou_dn: 0.349629 loss_class_aux_dn: 1.676705 loss_bbox_aux_dn: 0.904980 loss_giou_aux_dn: 1.977958 loss: 13.261164 eta: 2 days, 4:37:37 batch_cost: 0.4880 data_cost: 0.0013 ips: 8.1961 images/s [04/09 04:23:50] ppdet.engine INFO: Epoch: [34] [4200/7329] learning_rate: 0.000100 loss_class: 0.617955 loss_bbox: 0.154191 loss_giou: 0.403597 loss_class_aux: 3.954727 loss_bbox_aux: 0.964845 loss_giou_aux: 2.559988 loss_class_dn: 0.343274 loss_bbox_dn: 0.155822 loss_giou_dn: 0.392014 loss_class_aux_dn: 1.819176 loss_bbox_aux_dn: 0.932870 loss_giou_aux_dn: 2.192889 loss: 15.341622 eta: 2 days, 4:36:47 batch_cost: 0.5381 data_cost: 0.0014 ips: 7.4331 images/s [04/09 04:24:45] ppdet.engine INFO: Epoch: [34] [4300/7329] learning_rate: 0.000100 loss_class: 0.620648 loss_bbox: 0.136856 loss_giou: 0.396716 loss_class_aux: 3.859288 loss_bbox_aux: 0.920204 loss_giou_aux: 2.510548 loss_class_dn: 0.326696 loss_bbox_dn: 0.141828 loss_giou_dn: 0.412781 loss_class_aux_dn: 1.787322 loss_bbox_aux_dn: 0.812611 loss_giou_aux_dn: 2.276315 loss: 14.615536 eta: 2 days, 4:35:50 batch_cost: 0.4929 data_cost: 0.0013 ips: 8.1157 images/s [04/09 04:25:41] ppdet.engine INFO: Epoch: [34] [4400/7329] learning_rate: 0.000100 loss_class: 0.577311 loss_bbox: 0.140892 loss_giou: 0.430942 loss_class_aux: 3.742257 loss_bbox_aux: 0.935650 loss_giou_aux: 2.845067 loss_class_dn: 0.331416 loss_bbox_dn: 0.153418 loss_giou_dn: 0.402451 loss_class_aux_dn: 1.804616 loss_bbox_aux_dn: 0.929343 loss_giou_aux_dn: 2.214564 loss: 15.132644 eta: 2 days, 4:34:54 batch_cost: 0.4961 data_cost: 0.0014 ips: 8.0628 images/s [04/09 04:26:39] ppdet.engine INFO: Epoch: [34] [4500/7329] learning_rate: 0.000100 loss_class: 0.631028 loss_bbox: 0.151785 loss_giou: 0.380935 loss_class_aux: 3.941657 loss_bbox_aux: 0.986683 loss_giou_aux: 2.461859 loss_class_dn: 0.341559 loss_bbox_dn: 0.166237 loss_giou_dn: 0.389842 loss_class_aux_dn: 1.798200 loss_bbox_aux_dn: 1.019854 loss_giou_aux_dn: 2.181098 loss: 14.801733 eta: 2 days, 4:34:00 batch_cost: 0.5113 data_cost: 0.0015 ips: 7.8236 images/s [04/09 04:27:40] ppdet.engine INFO: Epoch: [34] [4600/7329] learning_rate: 0.000100 loss_class: 0.650304 loss_bbox: 0.140100 loss_giou: 0.445814 loss_class_aux: 4.044098 loss_bbox_aux: 0.939119 loss_giou_aux: 2.712983 loss_class_dn: 0.370736 loss_bbox_dn: 0.153032 loss_giou_dn: 0.404929 loss_class_aux_dn: 1.957669 loss_bbox_aux_dn: 0.881800 loss_giou_aux_dn: 2.250077 loss: 15.255152 eta: 2 days, 4:33:09 batch_cost: 0.5300 data_cost: 0.0018 ips: 7.5478 images/s [04/09 04:28:43] ppdet.engine INFO: Epoch: [34] [4700/7329] learning_rate: 0.000100 loss_class: 0.624399 loss_bbox: 0.131447 loss_giou: 0.427764 loss_class_aux: 4.053947 loss_bbox_aux: 0.936006 loss_giou_aux: 2.658275 loss_class_dn: 0.327018 loss_bbox_dn: 0.164829 loss_giou_dn: 0.402120 loss_class_aux_dn: 1.761553 loss_bbox_aux_dn: 0.961496 loss_giou_aux_dn: 2.256123 loss: 14.756893 eta: 2 days, 4:32:22 batch_cost: 0.5610 data_cost: 0.0015 ips: 7.1300 images/s [04/09 04:29:40] ppdet.engine INFO: Epoch: [34] [4800/7329] learning_rate: 0.000100 loss_class: 0.610818 loss_bbox: 0.154060 loss_giou: 0.423359 loss_class_aux: 3.866356 loss_bbox_aux: 0.997888 loss_giou_aux: 2.707233 loss_class_dn: 0.349055 loss_bbox_dn: 0.167232 loss_giou_dn: 0.432360 loss_class_aux_dn: 1.873330 loss_bbox_aux_dn: 0.989123 loss_giou_aux_dn: 2.343957 loss: 15.543871 eta: 2 days, 4:31:28 batch_cost: 0.5091 data_cost: 0.0015 ips: 7.8576 images/s [04/09 04:30:41] ppdet.engine INFO: Epoch: [34] [4900/7329] learning_rate: 0.000100 loss_class: 0.574614 loss_bbox: 0.135139 loss_giou: 0.441370 loss_class_aux: 3.689613 loss_bbox_aux: 0.929238 loss_giou_aux: 2.840270 loss_class_dn: 0.366963 loss_bbox_dn: 0.151664 loss_giou_dn: 0.439654 loss_class_aux_dn: 1.944348 loss_bbox_aux_dn: 0.867508 loss_giou_aux_dn: 2.420656 loss: 15.036116 eta: 2 days, 4:30:37 batch_cost: 0.5362 data_cost: 0.0016 ips: 7.4604 images/s [04/09 04:31:35] ppdet.engine INFO: Epoch: [34] [5000/7329] learning_rate: 0.000100 loss_class: 0.609676 loss_bbox: 0.152517 loss_giou: 0.438759 loss_class_aux: 3.893984 loss_bbox_aux: 0.995102 loss_giou_aux: 2.758075 loss_class_dn: 0.342384 loss_bbox_dn: 0.184032 loss_giou_dn: 0.388323 loss_class_aux_dn: 1.810029 loss_bbox_aux_dn: 1.067297 loss_giou_aux_dn: 2.134547 loss: 14.380514 eta: 2 days, 4:29:39 batch_cost: 0.4831 data_cost: 0.0013 ips: 8.2797 images/s [04/09 04:32:29] ppdet.engine INFO: Epoch: [34] [5100/7329] learning_rate: 0.000100 loss_class: 0.622193 loss_bbox: 0.135398 loss_giou: 0.442187 loss_class_aux: 3.907237 loss_bbox_aux: 0.902113 loss_giou_aux: 2.782294 loss_class_dn: 0.332328 loss_bbox_dn: 0.158195 loss_giou_dn: 0.443930 loss_class_aux_dn: 1.796328 loss_bbox_aux_dn: 0.906271 loss_giou_aux_dn: 2.419326 loss: 15.543950 eta: 2 days, 4:28:41 batch_cost: 0.4824 data_cost: 0.0014 ips: 8.2922 images/s [04/09 04:33:23] ppdet.engine INFO: Epoch: [34] [5200/7329] learning_rate: 0.000100 loss_class: 0.620889 loss_bbox: 0.151778 loss_giou: 0.401474 loss_class_aux: 4.085299 loss_bbox_aux: 1.045211 loss_giou_aux: 2.588420 loss_class_dn: 0.344321 loss_bbox_dn: 0.163935 loss_giou_dn: 0.377557 loss_class_aux_dn: 1.882510 loss_bbox_aux_dn: 0.965736 loss_giou_aux_dn: 2.098063 loss: 15.138001 eta: 2 days, 4:27:43 batch_cost: 0.4764 data_cost: 0.0013 ips: 8.3972 images/s [04/09 04:34:19] ppdet.engine INFO: Epoch: [34] [5300/7329] learning_rate: 0.000100 loss_class: 0.584634 loss_bbox: 0.137981 loss_giou: 0.420706 loss_class_aux: 3.693456 loss_bbox_aux: 0.887143 loss_giou_aux: 2.660022 loss_class_dn: 0.333533 loss_bbox_dn: 0.146108 loss_giou_dn: 0.389347 loss_class_aux_dn: 1.775850 loss_bbox_aux_dn: 0.873710 loss_giou_aux_dn: 2.166287 loss: 13.690908 eta: 2 days, 4:26:47 batch_cost: 0.4975 data_cost: 0.0013 ips: 8.0397 images/s [04/09 04:35:19] ppdet.engine INFO: Epoch: [34] [5400/7329] learning_rate: 0.000100 loss_class: 0.583843 loss_bbox: 0.151322 loss_giou: 0.398866 loss_class_aux: 3.677853 loss_bbox_aux: 1.036947 loss_giou_aux: 2.429763 loss_class_dn: 0.332707 loss_bbox_dn: 0.155587 loss_giou_dn: 0.382874 loss_class_aux_dn: 1.754598 loss_bbox_aux_dn: 0.949974 loss_giou_aux_dn: 2.058372 loss: 14.427582 eta: 2 days, 4:25:57 batch_cost: 0.5375 data_cost: 0.0013 ips: 7.4413 images/s [04/09 04:36:16] ppdet.engine INFO: Epoch: [34] [5500/7329] learning_rate: 0.000100 loss_class: 0.599134 loss_bbox: 0.143329 loss_giou: 0.393148 loss_class_aux: 3.886675 loss_bbox_aux: 0.957011 loss_giou_aux: 2.430318 loss_class_dn: 0.348531 loss_bbox_dn: 0.154932 loss_giou_dn: 0.383589 loss_class_aux_dn: 1.840565 loss_bbox_aux_dn: 0.908193 loss_giou_aux_dn: 2.130416 loss: 14.535838 eta: 2 days, 4:25:01 batch_cost: 0.5011 data_cost: 0.0014 ips: 7.9830 images/s [04/09 04:37:10] ppdet.engine INFO: Epoch: [34] [5600/7329] learning_rate: 0.000100 loss_class: 0.549488 loss_bbox: 0.130114 loss_giou: 0.332764 loss_class_aux: 3.409715 loss_bbox_aux: 0.897184 loss_giou_aux: 2.209198 loss_class_dn: 0.314161 loss_bbox_dn: 0.144488 loss_giou_dn: 0.335458 loss_class_aux_dn: 1.671512 loss_bbox_aux_dn: 0.856583 loss_giou_aux_dn: 1.900561 loss: 13.724664 eta: 2 days, 4:24:03 batch_cost: 0.4792 data_cost: 0.0014 ips: 8.3478 images/s [04/09 04:38:05] ppdet.engine INFO: Epoch: [34] [5700/7329] learning_rate: 0.000100 loss_class: 0.504960 loss_bbox: 0.111730 loss_giou: 0.328086 loss_class_aux: 3.187869 loss_bbox_aux: 0.753281 loss_giou_aux: 2.011199 loss_class_dn: 0.300020 loss_bbox_dn: 0.132229 loss_giou_dn: 0.326533 loss_class_aux_dn: 1.593806 loss_bbox_aux_dn: 0.782750 loss_giou_aux_dn: 1.869089 loss: 12.862537 eta: 2 days, 4:23:05 batch_cost: 0.4872 data_cost: 0.0013 ips: 8.2097 images/s [04/09 04:39:02] ppdet.engine INFO: Epoch: [34] [5800/7329] learning_rate: 0.000100 loss_class: 0.561186 loss_bbox: 0.134052 loss_giou: 0.324465 loss_class_aux: 3.511373 loss_bbox_aux: 0.849714 loss_giou_aux: 2.055508 loss_class_dn: 0.305374 loss_bbox_dn: 0.150360 loss_giou_dn: 0.305476 loss_class_aux_dn: 1.658253 loss_bbox_aux_dn: 0.885916 loss_giou_aux_dn: 1.707147 loss: 13.162720 eta: 2 days, 4:22:11 batch_cost: 0.5100 data_cost: 0.0014 ips: 7.8433 images/s [04/09 04:39:58] ppdet.engine INFO: Epoch: [34] [5900/7329] learning_rate: 0.000100 loss_class: 0.513175 loss_bbox: 0.132069 loss_giou: 0.330937 loss_class_aux: 3.371532 loss_bbox_aux: 0.857709 loss_giou_aux: 2.090672 loss_class_dn: 0.284920 loss_bbox_dn: 0.133838 loss_giou_dn: 0.315077 loss_class_aux_dn: 1.499302 loss_bbox_aux_dn: 0.844314 loss_giou_aux_dn: 1.780205 loss: 12.399213 eta: 2 days, 4:21:16 batch_cost: 0.5013 data_cost: 0.0013 ips: 7.9789 images/s [04/09 04:40:55] ppdet.engine INFO: Epoch: [34] [6000/7329] learning_rate: 0.000100 loss_class: 0.568404 loss_bbox: 0.136063 loss_giou: 0.324990 loss_class_aux: 3.676976 loss_bbox_aux: 0.915294 loss_giou_aux: 2.048400 loss_class_dn: 0.322999 loss_bbox_dn: 0.159801 loss_giou_dn: 0.324334 loss_class_aux_dn: 1.721256 loss_bbox_aux_dn: 0.958582 loss_giou_aux_dn: 1.789064 loss: 14.086567 eta: 2 days, 4:20:22 batch_cost: 0.5100 data_cost: 0.0013 ips: 7.8426 images/s [04/09 04:41:58] ppdet.engine INFO: Epoch: [34] [6100/7329] learning_rate: 0.000100 loss_class: 0.540172 loss_bbox: 0.147898 loss_giou: 0.399942 loss_class_aux: 3.279484 loss_bbox_aux: 0.965847 loss_giou_aux: 2.531723 loss_class_dn: 0.309043 loss_bbox_dn: 0.149745 loss_giou_dn: 0.376635 loss_class_aux_dn: 1.624273 loss_bbox_aux_dn: 0.886816 loss_giou_aux_dn: 2.096347 loss: 14.115770 eta: 2 days, 4:19:36 batch_cost: 0.5647 data_cost: 0.0013 ips: 7.0833 images/s [04/09 04:42:57] ppdet.engine INFO: Epoch: [34] [6200/7329] learning_rate: 0.000100 loss_class: 0.571854 loss_bbox: 0.137733 loss_giou: 0.451066 loss_class_aux: 3.776117 loss_bbox_aux: 0.887378 loss_giou_aux: 2.811914 loss_class_dn: 0.339625 loss_bbox_dn: 0.134884 loss_giou_dn: 0.421469 loss_class_aux_dn: 1.788307 loss_bbox_aux_dn: 0.817647 loss_giou_aux_dn: 2.332077 loss: 14.923093 eta: 2 days, 4:18:43 batch_cost: 0.5208 data_cost: 0.0014 ips: 7.6805 images/s [04/09 04:43:55] ppdet.engine INFO: Epoch: [34] [6300/7329] learning_rate: 0.000100 loss_class: 0.577812 loss_bbox: 0.152691 loss_giou: 0.434865 loss_class_aux: 3.642478 loss_bbox_aux: 0.942738 loss_giou_aux: 2.725676 loss_class_dn: 0.322608 loss_bbox_dn: 0.150380 loss_giou_dn: 0.399922 loss_class_aux_dn: 1.745447 loss_bbox_aux_dn: 0.879333 loss_giou_aux_dn: 2.180934 loss: 14.608542 eta: 2 days, 4:17:50 batch_cost: 0.5184 data_cost: 0.0013 ips: 7.7162 images/s [04/09 04:44:56] ppdet.engine INFO: Epoch: [34] [6400/7329] learning_rate: 0.000100 loss_class: 0.614459 loss_bbox: 0.144807 loss_giou: 0.388489 loss_class_aux: 3.748154 loss_bbox_aux: 0.979607 loss_giou_aux: 2.393055 loss_class_dn: 0.332007 loss_bbox_dn: 0.133429 loss_giou_dn: 0.386966 loss_class_aux_dn: 1.782632 loss_bbox_aux_dn: 0.828085 loss_giou_aux_dn: 2.158043 loss: 14.693836 eta: 2 days, 4:17:02 batch_cost: 0.5494 data_cost: 0.0013 ips: 7.2810 images/s [04/09 04:45:52] ppdet.engine INFO: Epoch: [34] [6500/7329] learning_rate: 0.000100 loss_class: 0.553870 loss_bbox: 0.134851 loss_giou: 0.361956 loss_class_aux: 3.562244 loss_bbox_aux: 0.889386 loss_giou_aux: 2.335782 loss_class_dn: 0.319235 loss_bbox_dn: 0.141603 loss_giou_dn: 0.367655 loss_class_aux_dn: 1.726824 loss_bbox_aux_dn: 0.870790 loss_giou_aux_dn: 2.014218 loss: 13.418270 eta: 2 days, 4:16:06 batch_cost: 0.5019 data_cost: 0.0013 ips: 7.9692 images/s [04/09 04:46:52] ppdet.engine INFO: Epoch: [34] [6600/7329] learning_rate: 0.000100 loss_class: 0.604915 loss_bbox: 0.137027 loss_giou: 0.386587 loss_class_aux: 3.802062 loss_bbox_aux: 0.903089 loss_giou_aux: 2.597434 loss_class_dn: 0.342183 loss_bbox_dn: 0.150735 loss_giou_dn: 0.380272 loss_class_aux_dn: 1.814459 loss_bbox_aux_dn: 0.889018 loss_giou_aux_dn: 2.160100 loss: 14.293618 eta: 2 days, 4:15:16 batch_cost: 0.5338 data_cost: 0.0015 ips: 7.4931 images/s [04/09 04:47:57] ppdet.engine INFO: Epoch: [34] [6700/7329] learning_rate: 0.000100 loss_class: 0.634427 loss_bbox: 0.153175 loss_giou: 0.396930 loss_class_aux: 4.072587 loss_bbox_aux: 1.036946 loss_giou_aux: 2.575805 loss_class_dn: 0.340079 loss_bbox_dn: 0.171585 loss_giou_dn: 0.383033 loss_class_aux_dn: 1.867457 loss_bbox_aux_dn: 0.986529 loss_giou_aux_dn: 2.136903 loss: 15.249496 eta: 2 days, 4:14:31 batch_cost: 0.5784 data_cost: 0.0016 ips: 6.9158 images/s [04/09 04:48:55] ppdet.engine INFO: Epoch: [34] [6800/7329] learning_rate: 0.000100 loss_class: 0.635889 loss_bbox: 0.161840 loss_giou: 0.479246 loss_class_aux: 4.046675 loss_bbox_aux: 1.073855 loss_giou_aux: 3.074797 loss_class_dn: 0.381296 loss_bbox_dn: 0.157893 loss_giou_dn: 0.462876 loss_class_aux_dn: 2.058306 loss_bbox_aux_dn: 0.922463 loss_giou_aux_dn: 2.565008 loss: 16.799196 eta: 2 days, 4:13:39 batch_cost: 0.5204 data_cost: 0.0013 ips: 7.6858 images/s [04/09 04:49:50] ppdet.engine INFO: Epoch: [34] [6900/7329] learning_rate: 0.000100 loss_class: 0.610513 loss_bbox: 0.132195 loss_giou: 0.370701 loss_class_aux: 3.957172 loss_bbox_aux: 0.895524 loss_giou_aux: 2.328882 loss_class_dn: 0.327866 loss_bbox_dn: 0.138253 loss_giou_dn: 0.335110 loss_class_aux_dn: 1.774567 loss_bbox_aux_dn: 0.807210 loss_giou_aux_dn: 1.965201 loss: 13.754917 eta: 2 days, 4:12:42 batch_cost: 0.4890 data_cost: 0.0014 ips: 8.1801 images/s [04/09 04:50:46] ppdet.engine INFO: Epoch: [34] [7000/7329] learning_rate: 0.000100 loss_class: 0.582763 loss_bbox: 0.154197 loss_giou: 0.343468 loss_class_aux: 3.796993 loss_bbox_aux: 0.961148 loss_giou_aux: 2.158265 loss_class_dn: 0.325816 loss_bbox_dn: 0.174462 loss_giou_dn: 0.338969 loss_class_aux_dn: 1.757482 loss_bbox_aux_dn: 1.025462 loss_giou_aux_dn: 1.931198 loss: 13.946087 eta: 2 days, 4:11:46 batch_cost: 0.4981 data_cost: 0.0013 ips: 8.0299 images/s [04/09 04:51:42] ppdet.engine INFO: Epoch: [34] [7100/7329] learning_rate: 0.000100 loss_class: 0.609602 loss_bbox: 0.141199 loss_giou: 0.454971 loss_class_aux: 3.818047 loss_bbox_aux: 0.948340 loss_giou_aux: 2.865297 loss_class_dn: 0.355724 loss_bbox_dn: 0.140009 loss_giou_dn: 0.428585 loss_class_aux_dn: 1.885743 loss_bbox_aux_dn: 0.836615 loss_giou_aux_dn: 2.359588 loss: 15.032675 eta: 2 days, 4:10:50 batch_cost: 0.4999 data_cost: 0.0013 ips: 8.0010 images/s [04/09 04:52:44] ppdet.engine INFO: Epoch: [34] [7200/7329] learning_rate: 0.000100 loss_class: 0.579267 loss_bbox: 0.165712 loss_giou: 0.411003 loss_class_aux: 3.677204 loss_bbox_aux: 1.058202 loss_giou_aux: 2.590014 loss_class_dn: 0.327942 loss_bbox_dn: 0.160992 loss_giou_dn: 0.415425 loss_class_aux_dn: 1.798741 loss_bbox_aux_dn: 0.943478 loss_giou_aux_dn: 2.354008 loss: 15.024258 eta: 2 days, 4:10:04 batch_cost: 0.5620 data_cost: 0.0013 ips: 7.1180 images/s [04/09 04:53:41] ppdet.engine INFO: Epoch: [34] [7300/7329] learning_rate: 0.000100 loss_class: 0.584514 loss_bbox: 0.133026 loss_giou: 0.398199 loss_class_aux: 3.762971 loss_bbox_aux: 0.937431 loss_giou_aux: 2.558110 loss_class_dn: 0.323016 loss_bbox_dn: 0.146516 loss_giou_dn: 0.384978 loss_class_aux_dn: 1.745830 loss_bbox_aux_dn: 0.877464 loss_giou_aux_dn: 2.073655 loss: 14.148638 eta: 2 days, 4:09:09 batch_cost: 0.5060 data_cost: 0.0013 ips: 7.9056 images/s [04/09 04:54:01] ppdet.engine INFO: Eval iter: 0 [04/09 04:54:29] ppdet.engine INFO: Eval iter: 100 [04/09 04:54:55] ppdet.engine INFO: Eval iter: 200 [04/09 04:55:22] ppdet.engine INFO: Eval iter: 300 [04/09 04:55:48] ppdet.engine INFO: Eval iter: 400 [04/09 04:56:16] ppdet.engine INFO: Eval iter: 500 [04/09 04:56:43] ppdet.engine INFO: Eval iter: 600 [04/09 04:57:13] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/09 04:57:13] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.79s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.78s). Accumulating evaluation results... DONE (t=28.16s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.704 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.326 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.564 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.648 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.713 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.537 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/09 04:59:58] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.509315602858695 [04/09 04:59:58] ppdet.engine INFO: Best test bbox ap is 0.519. [04/09 05:00:01] ppdet.engine INFO: Epoch: [35] [ 0/7329] learning_rate: 0.000100 loss_class: 0.578770 loss_bbox: 0.133026 loss_giou: 0.400610 loss_class_aux: 3.756886 loss_bbox_aux: 0.937431 loss_giou_aux: 2.558110 loss_class_dn: 0.322727 loss_bbox_dn: 0.156399 loss_giou_dn: 0.383732 loss_class_aux_dn: 1.749108 loss_bbox_aux_dn: 0.905310 loss_giou_aux_dn: 2.073655 loss: 14.267771 eta: 2 days, 4:08:52 batch_cost: 0.4951 data_cost: 0.0013 ips: 8.0787 images/s [04/09 05:01:00] ppdet.engine INFO: Epoch: [35] [ 100/7329] learning_rate: 0.000100 loss_class: 0.696913 loss_bbox: 0.146912 loss_giou: 0.506624 loss_class_aux: 4.209219 loss_bbox_aux: 0.929393 loss_giou_aux: 3.169481 loss_class_dn: 0.366750 loss_bbox_dn: 0.157671 loss_giou_dn: 0.456533 loss_class_aux_dn: 1.925296 loss_bbox_aux_dn: 0.918248 loss_giou_aux_dn: 2.587225 loss: 15.965637 eta: 2 days, 4:08:01 batch_cost: 0.5272 data_cost: 0.0015 ips: 7.5878 images/s [04/09 05:01:58] ppdet.engine INFO: Epoch: [35] [ 200/7329] learning_rate: 0.000100 loss_class: 0.617479 loss_bbox: 0.130053 loss_giou: 0.419037 loss_class_aux: 3.873209 loss_bbox_aux: 0.853016 loss_giou_aux: 2.642022 loss_class_dn: 0.335742 loss_bbox_dn: 0.140683 loss_giou_dn: 0.391516 loss_class_aux_dn: 1.787020 loss_bbox_aux_dn: 0.839559 loss_giou_aux_dn: 2.178663 loss: 14.516642 eta: 2 days, 4:07:07 batch_cost: 0.5119 data_cost: 0.0014 ips: 7.8141 images/s [04/09 05:03:01] ppdet.engine INFO: Epoch: [35] [ 300/7329] learning_rate: 0.000100 loss_class: 0.543669 loss_bbox: 0.134336 loss_giou: 0.342481 loss_class_aux: 3.439945 loss_bbox_aux: 0.914254 loss_giou_aux: 2.176632 loss_class_dn: 0.295947 loss_bbox_dn: 0.154350 loss_giou_dn: 0.323691 loss_class_aux_dn: 1.621850 loss_bbox_aux_dn: 0.906517 loss_giou_aux_dn: 1.852499 loss: 13.351807 eta: 2 days, 4:06:22 batch_cost: 0.5754 data_cost: 0.0013 ips: 6.9516 images/s [04/09 05:04:03] ppdet.engine INFO: Epoch: [35] [ 400/7329] learning_rate: 0.000100 loss_class: 0.547934 loss_bbox: 0.125395 loss_giou: 0.361137 loss_class_aux: 3.503003 loss_bbox_aux: 0.913828 loss_giou_aux: 2.277975 loss_class_dn: 0.281307 loss_bbox_dn: 0.134322 loss_giou_dn: 0.324409 loss_class_aux_dn: 1.501991 loss_bbox_aux_dn: 0.797482 loss_giou_aux_dn: 1.820203 loss: 12.369884 eta: 2 days, 4:05:33 batch_cost: 0.5503 data_cost: 0.0013 ips: 7.2684 images/s [04/09 05:04:59] ppdet.engine INFO: Epoch: [35] [ 500/7329] learning_rate: 0.000100 loss_class: 0.621802 loss_bbox: 0.139411 loss_giou: 0.435905 loss_class_aux: 4.013143 loss_bbox_aux: 0.891914 loss_giou_aux: 2.653147 loss_class_dn: 0.344423 loss_bbox_dn: 0.145894 loss_giou_dn: 0.421581 loss_class_aux_dn: 1.857408 loss_bbox_aux_dn: 0.866316 loss_giou_aux_dn: 2.333586 loss: 15.949703 eta: 2 days, 4:04:38 batch_cost: 0.5018 data_cost: 0.0014 ips: 7.9706 images/s [04/09 05:05:58] ppdet.engine INFO: Epoch: [35] [ 600/7329] learning_rate: 0.000100 loss_class: 0.591006 loss_bbox: 0.153615 loss_giou: 0.412861 loss_class_aux: 3.824430 loss_bbox_aux: 1.010601 loss_giou_aux: 2.639690 loss_class_dn: 0.349606 loss_bbox_dn: 0.166276 loss_giou_dn: 0.387773 loss_class_aux_dn: 1.933770 loss_bbox_aux_dn: 0.972531 loss_giou_aux_dn: 2.186801 loss: 15.214998 eta: 2 days, 4:03:47 batch_cost: 0.5290 data_cost: 0.0017 ips: 7.5608 images/s [04/09 05:06:59] ppdet.engine INFO: Epoch: [35] [ 700/7329] learning_rate: 0.000100 loss_class: 0.581917 loss_bbox: 0.149054 loss_giou: 0.352604 loss_class_aux: 3.656715 loss_bbox_aux: 1.000681 loss_giou_aux: 2.243513 loss_class_dn: 0.321152 loss_bbox_dn: 0.157824 loss_giou_dn: 0.349557 loss_class_aux_dn: 1.716578 loss_bbox_aux_dn: 0.955680 loss_giou_aux_dn: 1.941842 loss: 13.808073 eta: 2 days, 4:02:56 batch_cost: 0.5326 data_cost: 0.0015 ips: 7.5096 images/s [04/09 05:08:00] ppdet.engine INFO: Epoch: [35] [ 800/7329] learning_rate: 0.000100 loss_class: 0.573824 loss_bbox: 0.136313 loss_giou: 0.427157 loss_class_aux: 3.688768 loss_bbox_aux: 0.895340 loss_giou_aux: 2.667988 loss_class_dn: 0.330127 loss_bbox_dn: 0.147673 loss_giou_dn: 0.387149 loss_class_aux_dn: 1.768217 loss_bbox_aux_dn: 0.867442 loss_giou_aux_dn: 2.113343 loss: 14.436462 eta: 2 days, 4:02:06 batch_cost: 0.5364 data_cost: 0.0017 ips: 7.4566 images/s [04/09 05:08:59] ppdet.engine INFO: Epoch: [35] [ 900/7329] learning_rate: 0.000100 loss_class: 0.602493 loss_bbox: 0.135735 loss_giou: 0.376936 loss_class_aux: 3.796185 loss_bbox_aux: 0.871846 loss_giou_aux: 2.358163 loss_class_dn: 0.322812 loss_bbox_dn: 0.154430 loss_giou_dn: 0.352628 loss_class_aux_dn: 1.709444 loss_bbox_aux_dn: 0.892262 loss_giou_aux_dn: 1.923520 loss: 14.100877 eta: 2 days, 4:01:13 batch_cost: 0.5226 data_cost: 0.0016 ips: 7.6534 images/s [04/09 05:09:56] ppdet.engine INFO: Epoch: [35] [1000/7329] learning_rate: 0.000100 loss_class: 0.578826 loss_bbox: 0.144784 loss_giou: 0.395041 loss_class_aux: 3.630217 loss_bbox_aux: 0.976881 loss_giou_aux: 2.479498 loss_class_dn: 0.351315 loss_bbox_dn: 0.145283 loss_giou_dn: 0.403751 loss_class_aux_dn: 1.847201 loss_bbox_aux_dn: 0.831284 loss_giou_aux_dn: 2.218497 loss: 14.928020 eta: 2 days, 4:00:19 batch_cost: 0.5108 data_cost: 0.0014 ips: 7.8308 images/s [04/09 05:11:01] ppdet.engine INFO: Epoch: [35] [1100/7329] learning_rate: 0.000100 loss_class: 0.535141 loss_bbox: 0.133447 loss_giou: 0.348348 loss_class_aux: 3.435407 loss_bbox_aux: 0.911428 loss_giou_aux: 2.206348 loss_class_dn: 0.305114 loss_bbox_dn: 0.147683 loss_giou_dn: 0.333595 loss_class_aux_dn: 1.614095 loss_bbox_aux_dn: 0.885768 loss_giou_aux_dn: 1.830444 loss: 13.230022 eta: 2 days, 3:59:36 batch_cost: 0.5850 data_cost: 0.0014 ips: 6.8379 images/s [04/09 05:11:59] ppdet.engine INFO: Epoch: [35] [1200/7329] learning_rate: 0.000100 loss_class: 0.483900 loss_bbox: 0.136794 loss_giou: 0.365452 loss_class_aux: 3.091016 loss_bbox_aux: 0.910739 loss_giou_aux: 2.305166 loss_class_dn: 0.294578 loss_bbox_dn: 0.150211 loss_giou_dn: 0.338184 loss_class_aux_dn: 1.602767 loss_bbox_aux_dn: 0.889700 loss_giou_aux_dn: 1.867531 loss: 13.071292 eta: 2 days, 3:58:43 batch_cost: 0.5190 data_cost: 0.0013 ips: 7.7066 images/s [04/09 05:12:57] ppdet.engine INFO: Epoch: [35] [1300/7329] learning_rate: 0.000100 loss_class: 0.568196 loss_bbox: 0.138482 loss_giou: 0.363496 loss_class_aux: 3.728090 loss_bbox_aux: 0.903468 loss_giou_aux: 2.316435 loss_class_dn: 0.321574 loss_bbox_dn: 0.136275 loss_giou_dn: 0.342259 loss_class_aux_dn: 1.744655 loss_bbox_aux_dn: 0.854078 loss_giou_aux_dn: 2.001101 loss: 14.434927 eta: 2 days, 3:57:49 batch_cost: 0.5120 data_cost: 0.0013 ips: 7.8124 images/s [04/09 05:13:56] ppdet.engine INFO: Epoch: [35] [1400/7329] learning_rate: 0.000100 loss_class: 0.533508 loss_bbox: 0.149520 loss_giou: 0.381057 loss_class_aux: 3.415923 loss_bbox_aux: 0.956233 loss_giou_aux: 2.437104 loss_class_dn: 0.325813 loss_bbox_dn: 0.169458 loss_giou_dn: 0.392372 loss_class_aux_dn: 1.722945 loss_bbox_aux_dn: 0.983379 loss_giou_aux_dn: 2.176903 loss: 14.663284 eta: 2 days, 3:56:57 batch_cost: 0.5248 data_cost: 0.0015 ips: 7.6225 images/s [04/09 05:14:53] ppdet.engine INFO: Epoch: [35] [1500/7329] learning_rate: 0.000100 loss_class: 0.566842 loss_bbox: 0.142009 loss_giou: 0.378958 loss_class_aux: 3.549994 loss_bbox_aux: 0.907670 loss_giou_aux: 2.330632 loss_class_dn: 0.331008 loss_bbox_dn: 0.143904 loss_giou_dn: 0.377875 loss_class_aux_dn: 1.738089 loss_bbox_aux_dn: 0.830950 loss_giou_aux_dn: 2.089786 loss: 14.050824 eta: 2 days, 3:56:04 batch_cost: 0.5159 data_cost: 0.0014 ips: 7.7530 images/s [04/09 05:15:50] ppdet.engine INFO: Epoch: [35] [1600/7329] learning_rate: 0.000100 loss_class: 0.597537 loss_bbox: 0.132159 loss_giou: 0.413514 loss_class_aux: 3.757415 loss_bbox_aux: 0.883387 loss_giou_aux: 2.564515 loss_class_dn: 0.334492 loss_bbox_dn: 0.146858 loss_giou_dn: 0.395828 loss_class_aux_dn: 1.806990 loss_bbox_aux_dn: 0.845016 loss_giou_aux_dn: 2.150084 loss: 14.184544 eta: 2 days, 3:55:09 batch_cost: 0.5052 data_cost: 0.0014 ips: 7.9169 images/s [04/09 05:16:55] ppdet.engine INFO: Epoch: [35] [1700/7329] learning_rate: 0.000100 loss_class: 0.571660 loss_bbox: 0.146883 loss_giou: 0.351586 loss_class_aux: 3.723439 loss_bbox_aux: 0.945974 loss_giou_aux: 2.210387 loss_class_dn: 0.329734 loss_bbox_dn: 0.174926 loss_giou_dn: 0.362324 loss_class_aux_dn: 1.783306 loss_bbox_aux_dn: 1.094854 loss_giou_aux_dn: 2.053648 loss: 14.099466 eta: 2 days, 3:54:25 batch_cost: 0.5828 data_cost: 0.0014 ips: 6.8637 images/s [04/09 05:17:52] ppdet.engine INFO: Epoch: [35] [1800/7329] learning_rate: 0.000100 loss_class: 0.584927 loss_bbox: 0.137905 loss_giou: 0.415065 loss_class_aux: 3.720357 loss_bbox_aux: 0.924204 loss_giou_aux: 2.611637 loss_class_dn: 0.336074 loss_bbox_dn: 0.145726 loss_giou_dn: 0.410432 loss_class_aux_dn: 1.799946 loss_bbox_aux_dn: 0.884374 loss_giou_aux_dn: 2.251235 loss: 14.758482 eta: 2 days, 3:53:31 batch_cost: 0.5088 data_cost: 0.0016 ips: 7.8620 images/s [04/09 05:18:48] ppdet.engine INFO: Epoch: [35] [1900/7329] learning_rate: 0.000100 loss_class: 0.592155 loss_bbox: 0.157317 loss_giou: 0.414544 loss_class_aux: 3.757103 loss_bbox_aux: 0.986805 loss_giou_aux: 2.563014 loss_class_dn: 0.336586 loss_bbox_dn: 0.143418 loss_giou_dn: 0.435777 loss_class_aux_dn: 1.834287 loss_bbox_aux_dn: 0.868106 loss_giou_aux_dn: 2.444575 loss: 14.978137 eta: 2 days, 3:52:35 batch_cost: 0.4932 data_cost: 0.0014 ips: 8.1103 images/s [04/09 05:19:45] ppdet.engine INFO: Epoch: [35] [2000/7329] learning_rate: 0.000100 loss_class: 0.625490 loss_bbox: 0.145218 loss_giou: 0.443765 loss_class_aux: 4.000482 loss_bbox_aux: 0.983714 loss_giou_aux: 2.808128 loss_class_dn: 0.377658 loss_bbox_dn: 0.146449 loss_giou_dn: 0.441821 loss_class_aux_dn: 2.007166 loss_bbox_aux_dn: 0.888428 loss_giou_aux_dn: 2.431150 loss: 15.381574 eta: 2 days, 3:51:41 batch_cost: 0.5101 data_cost: 0.0013 ips: 7.8419 images/s [04/09 05:20:42] ppdet.engine INFO: Epoch: [35] [2100/7329] learning_rate: 0.000100 loss_class: 0.600481 loss_bbox: 0.153601 loss_giou: 0.412607 loss_class_aux: 3.780410 loss_bbox_aux: 1.009034 loss_giou_aux: 2.694254 loss_class_dn: 0.326853 loss_bbox_dn: 0.162640 loss_giou_dn: 0.392653 loss_class_aux_dn: 1.760188 loss_bbox_aux_dn: 0.969329 loss_giou_aux_dn: 2.187486 loss: 14.821260 eta: 2 days, 3:50:46 batch_cost: 0.5056 data_cost: 0.0013 ips: 7.9110 images/s [04/09 05:21:46] ppdet.engine INFO: Epoch: [35] [2200/7329] learning_rate: 0.000100 loss_class: 0.598784 loss_bbox: 0.141469 loss_giou: 0.381623 loss_class_aux: 3.823127 loss_bbox_aux: 0.971980 loss_giou_aux: 2.402565 loss_class_dn: 0.338361 loss_bbox_dn: 0.150383 loss_giou_dn: 0.361634 loss_class_aux_dn: 1.881997 loss_bbox_aux_dn: 0.927712 loss_giou_aux_dn: 1.989825 loss: 14.808861 eta: 2 days, 3:50:00 batch_cost: 0.5661 data_cost: 0.0017 ips: 7.0657 images/s [04/09 05:22:41] ppdet.engine INFO: Epoch: [35] [2300/7329] learning_rate: 0.000100 loss_class: 0.596301 loss_bbox: 0.144279 loss_giou: 0.381813 loss_class_aux: 3.800807 loss_bbox_aux: 0.955161 loss_giou_aux: 2.462679 loss_class_dn: 0.324905 loss_bbox_dn: 0.172781 loss_giou_dn: 0.389283 loss_class_aux_dn: 1.739310 loss_bbox_aux_dn: 0.991030 loss_giou_aux_dn: 2.204150 loss: 14.284265 eta: 2 days, 3:49:03 batch_cost: 0.4921 data_cost: 0.0015 ips: 8.1283 images/s [04/09 05:23:35] ppdet.engine INFO: Epoch: [35] [2400/7329] learning_rate: 0.000100 loss_class: 0.615669 loss_bbox: 0.139952 loss_giou: 0.367384 loss_class_aux: 3.973354 loss_bbox_aux: 0.964363 loss_giou_aux: 2.294970 loss_class_dn: 0.325614 loss_bbox_dn: 0.161717 loss_giou_dn: 0.374933 loss_class_aux_dn: 1.745035 loss_bbox_aux_dn: 0.971561 loss_giou_aux_dn: 2.072647 loss: 14.385428 eta: 2 days, 3:48:04 batch_cost: 0.4761 data_cost: 0.0013 ips: 8.4024 images/s [04/09 05:24:32] ppdet.engine INFO: Epoch: [35] [2500/7329] learning_rate: 0.000100 loss_class: 0.582173 loss_bbox: 0.145350 loss_giou: 0.376967 loss_class_aux: 3.762375 loss_bbox_aux: 0.918614 loss_giou_aux: 2.419538 loss_class_dn: 0.319616 loss_bbox_dn: 0.154269 loss_giou_dn: 0.349478 loss_class_aux_dn: 1.696610 loss_bbox_aux_dn: 0.905134 loss_giou_aux_dn: 1.919299 loss: 14.064224 eta: 2 days, 3:47:10 batch_cost: 0.5098 data_cost: 0.0013 ips: 7.8460 images/s [04/09 05:25:33] ppdet.engine INFO: Epoch: [35] [2600/7329] learning_rate: 0.000100 loss_class: 0.532536 loss_bbox: 0.137793 loss_giou: 0.393623 loss_class_aux: 3.393120 loss_bbox_aux: 0.912363 loss_giou_aux: 2.472924 loss_class_dn: 0.324187 loss_bbox_dn: 0.141531 loss_giou_dn: 0.377883 loss_class_aux_dn: 1.755235 loss_bbox_aux_dn: 0.880467 loss_giou_aux_dn: 2.074757 loss: 13.471190 eta: 2 days, 3:46:22 batch_cost: 0.5500 data_cost: 0.0014 ips: 7.2733 images/s [04/09 05:26:32] ppdet.engine INFO: Epoch: [35] [2700/7329] learning_rate: 0.000100 loss_class: 0.613878 loss_bbox: 0.152580 loss_giou: 0.401132 loss_class_aux: 4.040450 loss_bbox_aux: 1.046162 loss_giou_aux: 2.437892 loss_class_dn: 0.341810 loss_bbox_dn: 0.175584 loss_giou_dn: 0.381172 loss_class_aux_dn: 1.843764 loss_bbox_aux_dn: 1.028543 loss_giou_aux_dn: 2.111611 loss: 15.494110 eta: 2 days, 3:45:29 batch_cost: 0.5197 data_cost: 0.0013 ips: 7.6974 images/s [04/09 05:27:30] ppdet.engine INFO: Epoch: [35] [2800/7329] learning_rate: 0.000100 loss_class: 0.498127 loss_bbox: 0.130029 loss_giou: 0.364311 loss_class_aux: 3.066954 loss_bbox_aux: 0.836906 loss_giou_aux: 2.334609 loss_class_dn: 0.290183 loss_bbox_dn: 0.132527 loss_giou_dn: 0.333444 loss_class_aux_dn: 1.520370 loss_bbox_aux_dn: 0.793328 loss_giou_aux_dn: 1.825054 loss: 11.898027 eta: 2 days, 3:44:37 batch_cost: 0.5274 data_cost: 0.0013 ips: 7.5845 images/s [04/09 05:28:29] ppdet.engine INFO: Epoch: [35] [2900/7329] learning_rate: 0.000100 loss_class: 0.516234 loss_bbox: 0.134795 loss_giou: 0.333609 loss_class_aux: 3.366388 loss_bbox_aux: 0.878945 loss_giou_aux: 2.122664 loss_class_dn: 0.292895 loss_bbox_dn: 0.153069 loss_giou_dn: 0.319901 loss_class_aux_dn: 1.591522 loss_bbox_aux_dn: 0.921752 loss_giou_aux_dn: 1.783573 loss: 12.784052 eta: 2 days, 3:43:44 batch_cost: 0.5160 data_cost: 0.0015 ips: 7.7523 images/s [04/09 05:29:29] ppdet.engine INFO: Epoch: [35] [3000/7329] learning_rate: 0.000100 loss_class: 0.522949 loss_bbox: 0.140385 loss_giou: 0.326199 loss_class_aux: 3.444266 loss_bbox_aux: 0.876602 loss_giou_aux: 2.124105 loss_class_dn: 0.293050 loss_bbox_dn: 0.148860 loss_giou_dn: 0.320015 loss_class_aux_dn: 1.621697 loss_bbox_aux_dn: 0.912219 loss_giou_aux_dn: 1.765980 loss: 13.223412 eta: 2 days, 3:42:54 batch_cost: 0.5396 data_cost: 0.0019 ips: 7.4135 images/s [04/09 05:30:33] ppdet.engine INFO: Epoch: [35] [3100/7329] learning_rate: 0.000100 loss_class: 0.629750 loss_bbox: 0.156747 loss_giou: 0.385917 loss_class_aux: 4.000766 loss_bbox_aux: 1.003147 loss_giou_aux: 2.381187 loss_class_dn: 0.363786 loss_bbox_dn: 0.165537 loss_giou_dn: 0.387528 loss_class_aux_dn: 1.938415 loss_bbox_aux_dn: 0.986840 loss_giou_aux_dn: 2.175884 loss: 14.923820 eta: 2 days, 3:42:08 batch_cost: 0.5686 data_cost: 0.0014 ips: 7.0349 images/s [04/09 05:31:38] ppdet.engine INFO: Epoch: [35] [3200/7329] learning_rate: 0.000100 loss_class: 0.570243 loss_bbox: 0.137861 loss_giou: 0.364278 loss_class_aux: 3.640574 loss_bbox_aux: 0.895136 loss_giou_aux: 2.379415 loss_class_dn: 0.311254 loss_bbox_dn: 0.145735 loss_giou_dn: 0.344985 loss_class_aux_dn: 1.656608 loss_bbox_aux_dn: 0.831157 loss_giou_aux_dn: 1.968263 loss: 13.537325 eta: 2 days, 3:41:24 batch_cost: 0.5780 data_cost: 0.0015 ips: 6.9202 images/s [04/09 05:32:47] ppdet.engine INFO: Epoch: [35] [3300/7329] learning_rate: 0.000100 loss_class: 0.591766 loss_bbox: 0.144877 loss_giou: 0.436727 loss_class_aux: 3.725031 loss_bbox_aux: 0.964275 loss_giou_aux: 2.795085 loss_class_dn: 0.355166 loss_bbox_dn: 0.155290 loss_giou_dn: 0.421023 loss_class_aux_dn: 1.894469 loss_bbox_aux_dn: 0.937059 loss_giou_aux_dn: 2.350293 loss: 15.620525 eta: 2 days, 3:40:42 batch_cost: 0.6003 data_cost: 0.0016 ips: 6.6630 images/s [04/09 05:33:46] ppdet.engine INFO: Epoch: [35] [3400/7329] learning_rate: 0.000100 loss_class: 0.659158 loss_bbox: 0.156778 loss_giou: 0.408172 loss_class_aux: 4.208018 loss_bbox_aux: 0.983335 loss_giou_aux: 2.578683 loss_class_dn: 0.370679 loss_bbox_dn: 0.157093 loss_giou_dn: 0.398198 loss_class_aux_dn: 2.021154 loss_bbox_aux_dn: 0.949574 loss_giou_aux_dn: 2.265336 loss: 15.778732 eta: 2 days, 3:39:50 batch_cost: 0.5259 data_cost: 0.0014 ips: 7.6053 images/s [04/09 05:34:44] ppdet.engine INFO: Epoch: [35] [3500/7329] learning_rate: 0.000100 loss_class: 0.590785 loss_bbox: 0.144670 loss_giou: 0.399037 loss_class_aux: 3.682840 loss_bbox_aux: 0.951940 loss_giou_aux: 2.605925 loss_class_dn: 0.362310 loss_bbox_dn: 0.165206 loss_giou_dn: 0.405418 loss_class_aux_dn: 1.972656 loss_bbox_aux_dn: 1.005511 loss_giou_aux_dn: 2.286777 loss: 15.470622 eta: 2 days, 3:38:56 batch_cost: 0.5127 data_cost: 0.0014 ips: 7.8020 images/s [04/09 05:35:40] ppdet.engine INFO: Epoch: [35] [3600/7329] learning_rate: 0.000100 loss_class: 0.600564 loss_bbox: 0.130994 loss_giou: 0.387149 loss_class_aux: 3.812531 loss_bbox_aux: 0.888615 loss_giou_aux: 2.445213 loss_class_dn: 0.315431 loss_bbox_dn: 0.139046 loss_giou_dn: 0.356565 loss_class_aux_dn: 1.741997 loss_bbox_aux_dn: 0.809504 loss_giou_aux_dn: 1.977623 loss: 13.532988 eta: 2 days, 3:38:00 batch_cost: 0.4957 data_cost: 0.0013 ips: 8.0686 images/s [04/09 05:36:38] ppdet.engine INFO: Epoch: [35] [3700/7329] learning_rate: 0.000100 loss_class: 0.592455 loss_bbox: 0.141990 loss_giou: 0.403124 loss_class_aux: 3.903386 loss_bbox_aux: 0.902138 loss_giou_aux: 2.561661 loss_class_dn: 0.346867 loss_bbox_dn: 0.140482 loss_giou_dn: 0.415770 loss_class_aux_dn: 1.845547 loss_bbox_aux_dn: 0.825920 loss_giou_aux_dn: 2.277281 loss: 14.983841 eta: 2 days, 3:37:08 batch_cost: 0.5234 data_cost: 0.0014 ips: 7.6426 images/s [04/09 05:37:36] ppdet.engine INFO: Epoch: [35] [3800/7329] learning_rate: 0.000100 loss_class: 0.664627 loss_bbox: 0.143457 loss_giou: 0.429552 loss_class_aux: 4.182098 loss_bbox_aux: 0.961922 loss_giou_aux: 2.812763 loss_class_dn: 0.372313 loss_bbox_dn: 0.159586 loss_giou_dn: 0.406935 loss_class_aux_dn: 1.983696 loss_bbox_aux_dn: 0.964295 loss_giou_aux_dn: 2.288404 loss: 16.463173 eta: 2 days, 3:36:14 batch_cost: 0.5122 data_cost: 0.0014 ips: 7.8089 images/s [04/09 05:38:39] ppdet.engine INFO: Epoch: [35] [3900/7329] learning_rate: 0.000100 loss_class: 0.559709 loss_bbox: 0.132596 loss_giou: 0.387944 loss_class_aux: 3.584091 loss_bbox_aux: 0.856008 loss_giou_aux: 2.432712 loss_class_dn: 0.303579 loss_bbox_dn: 0.134528 loss_giou_dn: 0.351088 loss_class_aux_dn: 1.624293 loss_bbox_aux_dn: 0.802903 loss_giou_aux_dn: 1.914804 loss: 12.860397 eta: 2 days, 3:35:28 batch_cost: 0.5675 data_cost: 0.0013 ips: 7.0486 images/s [04/09 05:39:36] ppdet.engine INFO: Epoch: [35] [4000/7329] learning_rate: 0.000100 loss_class: 0.557940 loss_bbox: 0.136581 loss_giou: 0.322757 loss_class_aux: 3.564111 loss_bbox_aux: 0.926191 loss_giou_aux: 2.084325 loss_class_dn: 0.314597 loss_bbox_dn: 0.148176 loss_giou_dn: 0.341258 loss_class_aux_dn: 1.694398 loss_bbox_aux_dn: 0.896093 loss_giou_aux_dn: 1.914061 loss: 15.031586 eta: 2 days, 3:34:34 batch_cost: 0.5079 data_cost: 0.0013 ips: 7.8752 images/s [04/09 05:40:32] ppdet.engine INFO: Epoch: [35] [4100/7329] learning_rate: 0.000100 loss_class: 0.609782 loss_bbox: 0.148442 loss_giou: 0.441268 loss_class_aux: 3.893465 loss_bbox_aux: 0.970825 loss_giou_aux: 2.804771 loss_class_dn: 0.338047 loss_bbox_dn: 0.157660 loss_giou_dn: 0.420587 loss_class_aux_dn: 1.809680 loss_bbox_aux_dn: 0.910487 loss_giou_aux_dn: 2.350504 loss: 14.994698 eta: 2 days, 3:33:39 batch_cost: 0.5061 data_cost: 0.0013 ips: 7.9036 images/s [04/09 05:41:31] ppdet.engine INFO: Epoch: [35] [4200/7329] learning_rate: 0.000100 loss_class: 0.601835 loss_bbox: 0.136274 loss_giou: 0.364955 loss_class_aux: 3.974280 loss_bbox_aux: 0.889651 loss_giou_aux: 2.348399 loss_class_dn: 0.314715 loss_bbox_dn: 0.135233 loss_giou_dn: 0.358188 loss_class_aux_dn: 1.728351 loss_bbox_aux_dn: 0.816909 loss_giou_aux_dn: 2.044324 loss: 13.941612 eta: 2 days, 3:32:48 batch_cost: 0.5296 data_cost: 0.0014 ips: 7.5528 images/s [04/09 05:42:32] ppdet.engine INFO: Epoch: [35] [4300/7329] learning_rate: 0.000100 loss_class: 0.512040 loss_bbox: 0.136122 loss_giou: 0.340584 loss_class_aux: 3.271586 loss_bbox_aux: 0.888403 loss_giou_aux: 2.212892 loss_class_dn: 0.290932 loss_bbox_dn: 0.142724 loss_giou_dn: 0.319651 loss_class_aux_dn: 1.639940 loss_bbox_aux_dn: 0.906110 loss_giou_aux_dn: 1.860850 loss: 12.468923 eta: 2 days, 3:31:58 batch_cost: 0.5402 data_cost: 0.0014 ips: 7.4044 images/s [04/09 05:43:31] ppdet.engine INFO: Epoch: [35] [4400/7329] learning_rate: 0.000100 loss_class: 0.623590 loss_bbox: 0.138103 loss_giou: 0.397463 loss_class_aux: 3.977529 loss_bbox_aux: 0.912453 loss_giou_aux: 2.558289 loss_class_dn: 0.345101 loss_bbox_dn: 0.174733 loss_giou_dn: 0.400017 loss_class_aux_dn: 1.881294 loss_bbox_aux_dn: 1.001912 loss_giou_aux_dn: 2.237448 loss: 15.428820 eta: 2 days, 3:31:07 batch_cost: 0.5312 data_cost: 0.0015 ips: 7.5305 images/s [04/09 05:44:30] ppdet.engine INFO: Epoch: [35] [4500/7329] learning_rate: 0.000100 loss_class: 0.525885 loss_bbox: 0.126919 loss_giou: 0.311066 loss_class_aux: 3.407328 loss_bbox_aux: 0.870601 loss_giou_aux: 2.031286 loss_class_dn: 0.294000 loss_bbox_dn: 0.132217 loss_giou_dn: 0.305384 loss_class_aux_dn: 1.594637 loss_bbox_aux_dn: 0.795316 loss_giou_aux_dn: 1.754625 loss: 12.683833 eta: 2 days, 3:30:14 batch_cost: 0.5207 data_cost: 0.0013 ips: 7.6820 images/s [04/09 05:45:25] ppdet.engine INFO: Epoch: [35] [4600/7329] learning_rate: 0.000100 loss_class: 0.563368 loss_bbox: 0.122895 loss_giou: 0.290050 loss_class_aux: 3.360496 loss_bbox_aux: 0.812237 loss_giou_aux: 1.870831 loss_class_dn: 0.269201 loss_bbox_dn: 0.132597 loss_giou_dn: 0.279653 loss_class_aux_dn: 1.479451 loss_bbox_aux_dn: 0.775167 loss_giou_aux_dn: 1.598223 loss: 11.947339 eta: 2 days, 3:29:17 batch_cost: 0.4885 data_cost: 0.0014 ips: 8.1884 images/s [04/09 05:46:23] ppdet.engine INFO: Epoch: [35] [4700/7329] learning_rate: 0.000100 loss_class: 0.634126 loss_bbox: 0.149140 loss_giou: 0.350544 loss_class_aux: 3.796523 loss_bbox_aux: 0.982719 loss_giou_aux: 2.321409 loss_class_dn: 0.330525 loss_bbox_dn: 0.185952 loss_giou_dn: 0.352734 loss_class_aux_dn: 1.747070 loss_bbox_aux_dn: 1.065906 loss_giou_aux_dn: 1.979982 loss: 14.208879 eta: 2 days, 3:28:23 batch_cost: 0.5092 data_cost: 0.0015 ips: 7.8555 images/s [04/09 05:47:18] ppdet.engine INFO: Epoch: [35] [4800/7329] learning_rate: 0.000100 loss_class: 0.544408 loss_bbox: 0.124400 loss_giou: 0.365869 loss_class_aux: 3.501293 loss_bbox_aux: 0.821701 loss_giou_aux: 2.376449 loss_class_dn: 0.303019 loss_bbox_dn: 0.155304 loss_giou_dn: 0.348550 loss_class_aux_dn: 1.634749 loss_bbox_aux_dn: 0.924701 loss_giou_aux_dn: 1.942651 loss: 13.256485 eta: 2 days, 3:27:27 batch_cost: 0.4913 data_cost: 0.0014 ips: 8.1413 images/s [04/09 05:48:12] ppdet.engine INFO: Epoch: [35] [4900/7329] learning_rate: 0.000100 loss_class: 0.598709 loss_bbox: 0.141106 loss_giou: 0.357192 loss_class_aux: 3.688880 loss_bbox_aux: 0.929997 loss_giou_aux: 2.326211 loss_class_dn: 0.348567 loss_bbox_dn: 0.159271 loss_giou_dn: 0.388593 loss_class_aux_dn: 1.858433 loss_bbox_aux_dn: 0.987539 loss_giou_aux_dn: 2.107450 loss: 14.397620 eta: 2 days, 3:26:28 batch_cost: 0.4784 data_cost: 0.0014 ips: 8.3606 images/s [04/09 05:49:14] ppdet.engine INFO: Epoch: [35] [5000/7329] learning_rate: 0.000100 loss_class: 0.569163 loss_bbox: 0.140773 loss_giou: 0.392177 loss_class_aux: 3.731332 loss_bbox_aux: 0.918073 loss_giou_aux: 2.469259 loss_class_dn: 0.325380 loss_bbox_dn: 0.146348 loss_giou_dn: 0.366725 loss_class_aux_dn: 1.788243 loss_bbox_aux_dn: 0.856227 loss_giou_aux_dn: 2.062348 loss: 14.051707 eta: 2 days, 3:25:39 batch_cost: 0.5430 data_cost: 0.0014 ips: 7.3671 images/s [04/09 05:50:15] ppdet.engine INFO: Epoch: [35] [5100/7329] learning_rate: 0.000100 loss_class: 0.583986 loss_bbox: 0.154771 loss_giou: 0.430112 loss_class_aux: 3.839285 loss_bbox_aux: 0.978636 loss_giou_aux: 2.725389 loss_class_dn: 0.332362 loss_bbox_dn: 0.151251 loss_giou_dn: 0.403492 loss_class_aux_dn: 1.810496 loss_bbox_aux_dn: 0.894855 loss_giou_aux_dn: 2.237169 loss: 14.794369 eta: 2 days, 3:24:49 batch_cost: 0.5410 data_cost: 0.0013 ips: 7.3939 images/s [04/09 05:51:12] ppdet.engine INFO: Epoch: [35] [5200/7329] learning_rate: 0.000100 loss_class: 0.545929 loss_bbox: 0.145630 loss_giou: 0.426445 loss_class_aux: 3.487052 loss_bbox_aux: 0.949423 loss_giou_aux: 2.656621 loss_class_dn: 0.332992 loss_bbox_dn: 0.157839 loss_giou_dn: 0.384227 loss_class_aux_dn: 1.760624 loss_bbox_aux_dn: 0.934867 loss_giou_aux_dn: 2.127743 loss: 14.222757 eta: 2 days, 3:23:55 batch_cost: 0.5079 data_cost: 0.0013 ips: 7.8756 images/s [04/09 05:52:09] ppdet.engine INFO: Epoch: [35] [5300/7329] learning_rate: 0.000100 loss_class: 0.635446 loss_bbox: 0.174439 loss_giou: 0.422910 loss_class_aux: 4.020466 loss_bbox_aux: 1.125868 loss_giou_aux: 2.720838 loss_class_dn: 0.367773 loss_bbox_dn: 0.162882 loss_giou_dn: 0.395043 loss_class_aux_dn: 1.981172 loss_bbox_aux_dn: 0.983855 loss_giou_aux_dn: 2.202035 loss: 15.809071 eta: 2 days, 3:23:00 batch_cost: 0.5073 data_cost: 0.0013 ips: 7.8842 images/s [04/09 05:53:15] ppdet.engine INFO: Epoch: [35] [5400/7329] learning_rate: 0.000100 loss_class: 0.592126 loss_bbox: 0.138708 loss_giou: 0.426312 loss_class_aux: 3.773381 loss_bbox_aux: 0.923854 loss_giou_aux: 2.610042 loss_class_dn: 0.351022 loss_bbox_dn: 0.145475 loss_giou_dn: 0.404016 loss_class_aux_dn: 1.883680 loss_bbox_aux_dn: 0.842666 loss_giou_aux_dn: 2.249720 loss: 15.027567 eta: 2 days, 3:22:19 batch_cost: 0.6068 data_cost: 0.0013 ips: 6.5917 images/s [04/09 05:54:22] ppdet.engine INFO: Epoch: [35] [5500/7329] learning_rate: 0.000100 loss_class: 0.628414 loss_bbox: 0.136584 loss_giou: 0.430254 loss_class_aux: 3.854297 loss_bbox_aux: 0.917792 loss_giou_aux: 2.696847 loss_class_dn: 0.322653 loss_bbox_dn: 0.154149 loss_giou_dn: 0.381770 loss_class_aux_dn: 1.753075 loss_bbox_aux_dn: 0.935158 loss_giou_aux_dn: 2.146166 loss: 15.048246 eta: 2 days, 3:21:38 batch_cost: 0.6010 data_cost: 0.0014 ips: 6.6561 images/s [04/09 05:55:18] ppdet.engine INFO: Epoch: [35] [5600/7329] learning_rate: 0.000100 loss_class: 0.611047 loss_bbox: 0.148956 loss_giou: 0.399713 loss_class_aux: 3.927320 loss_bbox_aux: 0.958757 loss_giou_aux: 2.579695 loss_class_dn: 0.338410 loss_bbox_dn: 0.168389 loss_giou_dn: 0.407138 loss_class_aux_dn: 1.800490 loss_bbox_aux_dn: 1.030906 loss_giou_aux_dn: 2.224365 loss: 14.790665 eta: 2 days, 3:20:43 batch_cost: 0.5047 data_cost: 0.0014 ips: 7.9249 images/s [04/09 05:56:20] ppdet.engine INFO: Epoch: [35] [5700/7329] learning_rate: 0.000100 loss_class: 0.521778 loss_bbox: 0.128586 loss_giou: 0.284892 loss_class_aux: 3.432287 loss_bbox_aux: 0.830925 loss_giou_aux: 1.720805 loss_class_dn: 0.301608 loss_bbox_dn: 0.137546 loss_giou_dn: 0.294292 loss_class_aux_dn: 1.622777 loss_bbox_aux_dn: 0.833354 loss_giou_aux_dn: 1.680048 loss: 12.818407 eta: 2 days, 3:19:55 batch_cost: 0.5573 data_cost: 0.0013 ips: 7.1778 images/s [04/09 05:57:16] ppdet.engine INFO: Epoch: [35] [5800/7329] learning_rate: 0.000100 loss_class: 0.615233 loss_bbox: 0.139718 loss_giou: 0.393021 loss_class_aux: 3.892789 loss_bbox_aux: 0.933149 loss_giou_aux: 2.454390 loss_class_dn: 0.352109 loss_bbox_dn: 0.158449 loss_giou_dn: 0.390813 loss_class_aux_dn: 1.859124 loss_bbox_aux_dn: 0.921047 loss_giou_aux_dn: 2.184587 loss: 15.276937 eta: 2 days, 3:19:00 batch_cost: 0.5023 data_cost: 0.0013 ips: 7.9639 images/s [04/09 05:58:20] ppdet.engine INFO: Epoch: [35] [5900/7329] learning_rate: 0.000100 loss_class: 0.552474 loss_bbox: 0.124117 loss_giou: 0.327413 loss_class_aux: 3.622160 loss_bbox_aux: 0.887178 loss_giou_aux: 2.113201 loss_class_dn: 0.313011 loss_bbox_dn: 0.140672 loss_giou_dn: 0.351390 loss_class_aux_dn: 1.666278 loss_bbox_aux_dn: 0.870183 loss_giou_aux_dn: 1.940557 loss: 13.170905 eta: 2 days, 3:18:14 batch_cost: 0.5690 data_cost: 0.0014 ips: 7.0302 images/s [04/09 05:59:19] ppdet.engine INFO: Epoch: [35] [6000/7329] learning_rate: 0.000100 loss_class: 0.650384 loss_bbox: 0.149888 loss_giou: 0.438383 loss_class_aux: 3.983325 loss_bbox_aux: 0.994202 loss_giou_aux: 2.784638 loss_class_dn: 0.355245 loss_bbox_dn: 0.159722 loss_giou_dn: 0.411777 loss_class_aux_dn: 1.926152 loss_bbox_aux_dn: 0.942853 loss_giou_aux_dn: 2.273336 loss: 15.947456 eta: 2 days, 3:17:21 batch_cost: 0.5175 data_cost: 0.0014 ips: 7.7289 images/s [04/09 06:00:17] ppdet.engine INFO: Epoch: [35] [6100/7329] learning_rate: 0.000100 loss_class: 0.604584 loss_bbox: 0.143805 loss_giou: 0.490618 loss_class_aux: 3.724979 loss_bbox_aux: 0.986608 loss_giou_aux: 3.031215 loss_class_dn: 0.345225 loss_bbox_dn: 0.160953 loss_giou_dn: 0.444604 loss_class_aux_dn: 1.880420 loss_bbox_aux_dn: 1.031573 loss_giou_aux_dn: 2.382780 loss: 15.077410 eta: 2 days, 3:16:29 batch_cost: 0.5212 data_cost: 0.0013 ips: 7.6739 images/s [04/09 06:01:19] ppdet.engine INFO: Epoch: [35] [6200/7329] learning_rate: 0.000100 loss_class: 0.584538 loss_bbox: 0.143740 loss_giou: 0.424175 loss_class_aux: 3.684309 loss_bbox_aux: 0.948715 loss_giou_aux: 2.719184 loss_class_dn: 0.331784 loss_bbox_dn: 0.152645 loss_giou_dn: 0.402988 loss_class_aux_dn: 1.804174 loss_bbox_aux_dn: 0.930932 loss_giou_aux_dn: 2.259061 loss: 14.657600 eta: 2 days, 3:15:41 batch_cost: 0.5576 data_cost: 0.0013 ips: 7.1739 images/s [04/09 06:02:17] ppdet.engine INFO: Epoch: [35] [6300/7329] learning_rate: 0.000100 loss_class: 0.525718 loss_bbox: 0.125375 loss_giou: 0.327013 loss_class_aux: 3.385888 loss_bbox_aux: 0.840595 loss_giou_aux: 2.181292 loss_class_dn: 0.299815 loss_bbox_dn: 0.141499 loss_giou_dn: 0.314297 loss_class_aux_dn: 1.598868 loss_bbox_aux_dn: 0.841638 loss_giou_aux_dn: 1.775843 loss: 12.378025 eta: 2 days, 3:14:49 batch_cost: 0.5272 data_cost: 0.0013 ips: 7.5878 images/s [04/09 06:03:27] ppdet.engine INFO: Epoch: [35] [6400/7329] learning_rate: 0.000100 loss_class: 0.537964 loss_bbox: 0.147651 loss_giou: 0.366526 loss_class_aux: 3.558271 loss_bbox_aux: 0.967190 loss_giou_aux: 2.317308 loss_class_dn: 0.315094 loss_bbox_dn: 0.163785 loss_giou_dn: 0.363000 loss_class_aux_dn: 1.658909 loss_bbox_aux_dn: 0.922241 loss_giou_aux_dn: 2.052211 loss: 13.281420 eta: 2 days, 3:14:11 batch_cost: 0.6284 data_cost: 0.0020 ips: 6.3652 images/s [04/09 06:04:26] ppdet.engine INFO: Epoch: [35] [6500/7329] learning_rate: 0.000100 loss_class: 0.620553 loss_bbox: 0.143372 loss_giou: 0.429257 loss_class_aux: 3.779983 loss_bbox_aux: 0.949390 loss_giou_aux: 2.644397 loss_class_dn: 0.353886 loss_bbox_dn: 0.152230 loss_giou_dn: 0.418416 loss_class_aux_dn: 1.896866 loss_bbox_aux_dn: 0.899227 loss_giou_aux_dn: 2.335629 loss: 14.616194 eta: 2 days, 3:13:19 batch_cost: 0.5219 data_cost: 0.0013 ips: 7.6640 images/s [04/09 06:05:24] ppdet.engine INFO: Epoch: [35] [6600/7329] learning_rate: 0.000100 loss_class: 0.572634 loss_bbox: 0.135678 loss_giou: 0.408080 loss_class_aux: 3.576572 loss_bbox_aux: 0.905602 loss_giou_aux: 2.526006 loss_class_dn: 0.334957 loss_bbox_dn: 0.152707 loss_giou_dn: 0.375523 loss_class_aux_dn: 1.811646 loss_bbox_aux_dn: 0.921837 loss_giou_aux_dn: 2.075170 loss: 13.857416 eta: 2 days, 3:12:26 batch_cost: 0.5170 data_cost: 0.0013 ips: 7.7372 images/s [04/09 06:06:20] ppdet.engine INFO: Epoch: [35] [6700/7329] learning_rate: 0.000100 loss_class: 0.612872 loss_bbox: 0.146715 loss_giou: 0.465891 loss_class_aux: 3.952096 loss_bbox_aux: 0.969069 loss_giou_aux: 2.882696 loss_class_dn: 0.333509 loss_bbox_dn: 0.166008 loss_giou_dn: 0.439211 loss_class_aux_dn: 1.796948 loss_bbox_aux_dn: 0.969771 loss_giou_aux_dn: 2.398604 loss: 15.024277 eta: 2 days, 3:11:30 batch_cost: 0.5018 data_cost: 0.0014 ips: 7.9714 images/s [04/09 06:07:20] ppdet.engine INFO: Epoch: [35] [6800/7329] learning_rate: 0.000100 loss_class: 0.600480 loss_bbox: 0.158792 loss_giou: 0.390678 loss_class_aux: 3.904879 loss_bbox_aux: 0.978691 loss_giou_aux: 2.510105 loss_class_dn: 0.345691 loss_bbox_dn: 0.175198 loss_giou_dn: 0.362997 loss_class_aux_dn: 1.856964 loss_bbox_aux_dn: 1.024171 loss_giou_aux_dn: 2.066446 loss: 14.378178 eta: 2 days, 3:10:40 batch_cost: 0.5338 data_cost: 0.0014 ips: 7.4931 images/s [04/09 06:08:16] ppdet.engine INFO: Epoch: [35] [6900/7329] learning_rate: 0.000100 loss_class: 0.571032 loss_bbox: 0.150099 loss_giou: 0.456367 loss_class_aux: 3.571371 loss_bbox_aux: 0.945920 loss_giou_aux: 2.779467 loss_class_dn: 0.324321 loss_bbox_dn: 0.151709 loss_giou_dn: 0.406725 loss_class_aux_dn: 1.739024 loss_bbox_aux_dn: 0.901429 loss_giou_aux_dn: 2.282040 loss: 14.606359 eta: 2 days, 3:09:44 batch_cost: 0.4983 data_cost: 0.0013 ips: 8.0274 images/s [04/09 06:09:20] ppdet.engine INFO: Epoch: [35] [7000/7329] learning_rate: 0.000100 loss_class: 0.597561 loss_bbox: 0.156743 loss_giou: 0.386587 loss_class_aux: 3.803886 loss_bbox_aux: 0.999049 loss_giou_aux: 2.433140 loss_class_dn: 0.355896 loss_bbox_dn: 0.155900 loss_giou_dn: 0.380408 loss_class_aux_dn: 1.957963 loss_bbox_aux_dn: 0.892424 loss_giou_aux_dn: 2.148887 loss: 15.308580 eta: 2 days, 3:08:58 batch_cost: 0.5700 data_cost: 0.0017 ips: 7.0180 images/s [04/09 06:10:21] ppdet.engine INFO: Epoch: [35] [7100/7329] learning_rate: 0.000100 loss_class: 0.591542 loss_bbox: 0.134822 loss_giou: 0.421903 loss_class_aux: 3.815064 loss_bbox_aux: 0.917130 loss_giou_aux: 2.558322 loss_class_dn: 0.345537 loss_bbox_dn: 0.145005 loss_giou_dn: 0.400802 loss_class_aux_dn: 1.875805 loss_bbox_aux_dn: 0.822164 loss_giou_aux_dn: 2.214535 loss: 14.668047 eta: 2 days, 3:08:07 batch_cost: 0.5330 data_cost: 0.0014 ips: 7.5045 images/s [04/09 06:11:18] ppdet.engine INFO: Epoch: [35] [7200/7329] learning_rate: 0.000100 loss_class: 0.560372 loss_bbox: 0.147791 loss_giou: 0.414687 loss_class_aux: 3.609981 loss_bbox_aux: 0.968161 loss_giou_aux: 2.569023 loss_class_dn: 0.334058 loss_bbox_dn: 0.161679 loss_giou_dn: 0.369918 loss_class_aux_dn: 1.820487 loss_bbox_aux_dn: 0.985563 loss_giou_aux_dn: 2.036286 loss: 13.757538 eta: 2 days, 3:07:14 batch_cost: 0.5157 data_cost: 0.0013 ips: 7.7571 images/s [04/09 06:12:16] ppdet.engine INFO: Epoch: [35] [7300/7329] learning_rate: 0.000100 loss_class: 0.607695 loss_bbox: 0.170774 loss_giou: 0.362164 loss_class_aux: 4.036112 loss_bbox_aux: 1.099700 loss_giou_aux: 2.318613 loss_class_dn: 0.338813 loss_bbox_dn: 0.178609 loss_giou_dn: 0.382971 loss_class_aux_dn: 1.814882 loss_bbox_aux_dn: 1.049788 loss_giou_aux_dn: 2.092510 loss: 14.676908 eta: 2 days, 3:06:20 batch_cost: 0.5100 data_cost: 0.0016 ips: 7.8438 images/s [04/09 06:12:37] ppdet.engine INFO: Eval iter: 0 [04/09 06:13:04] ppdet.engine INFO: Eval iter: 100 [04/09 06:13:30] ppdet.engine INFO: Eval iter: 200 [04/09 06:13:57] ppdet.engine INFO: Eval iter: 300 [04/09 06:14:24] ppdet.engine INFO: Eval iter: 400 [04/09 06:14:51] ppdet.engine INFO: Eval iter: 500 [04/09 06:15:18] ppdet.engine INFO: Eval iter: 600 [04/09 06:15:48] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.55s) creating index... index created! [04/09 06:15:49] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.39s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.57s). Accumulating evaluation results... DONE (t=30.60s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.520 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.704 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.327 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.649 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.714 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.537 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/09 06:18:32] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.552577100918274 [04/09 06:18:32] ppdet.engine INFO: Best test bbox ap is 0.520. [04/09 06:18:35] ppdet.engine INFO: Epoch: [36] [ 0/7329] learning_rate: 0.000100 loss_class: 0.673044 loss_bbox: 0.168229 loss_giou: 0.337226 loss_class_aux: 4.321614 loss_bbox_aux: 1.085528 loss_giou_aux: 2.139246 loss_class_dn: 0.338163 loss_bbox_dn: 0.178609 loss_giou_dn: 0.362194 loss_class_aux_dn: 1.853893 loss_bbox_aux_dn: 1.049788 loss_giou_aux_dn: 2.020068 loss: 14.896682 eta: 2 days, 3:06:04 batch_cost: 0.5044 data_cost: 0.0017 ips: 7.9308 images/s [04/09 06:19:32] ppdet.engine INFO: Epoch: [36] [ 100/7329] learning_rate: 0.000100 loss_class: 0.581176 loss_bbox: 0.133852 loss_giou: 0.396503 loss_class_aux: 3.727114 loss_bbox_aux: 0.900395 loss_giou_aux: 2.547098 loss_class_dn: 0.316484 loss_bbox_dn: 0.138275 loss_giou_dn: 0.398112 loss_class_aux_dn: 1.745404 loss_bbox_aux_dn: 0.835508 loss_giou_aux_dn: 2.215250 loss: 14.073321 eta: 2 days, 3:05:09 batch_cost: 0.5060 data_cost: 0.0015 ips: 7.9054 images/s [04/09 06:20:32] ppdet.engine INFO: Epoch: [36] [ 200/7329] learning_rate: 0.000100 loss_class: 0.591251 loss_bbox: 0.137476 loss_giou: 0.393062 loss_class_aux: 3.707459 loss_bbox_aux: 0.886560 loss_giou_aux: 2.514508 loss_class_dn: 0.334028 loss_bbox_dn: 0.145310 loss_giou_dn: 0.366483 loss_class_aux_dn: 1.800493 loss_bbox_aux_dn: 0.829428 loss_giou_aux_dn: 2.005701 loss: 14.180300 eta: 2 days, 3:04:19 batch_cost: 0.5390 data_cost: 0.0013 ips: 7.4212 images/s [04/09 06:21:28] ppdet.engine INFO: Epoch: [36] [ 300/7329] learning_rate: 0.000100 loss_class: 0.548934 loss_bbox: 0.141030 loss_giou: 0.389345 loss_class_aux: 3.636747 loss_bbox_aux: 0.970360 loss_giou_aux: 2.517722 loss_class_dn: 0.319072 loss_bbox_dn: 0.150679 loss_giou_dn: 0.387013 loss_class_aux_dn: 1.696357 loss_bbox_aux_dn: 0.917800 loss_giou_aux_dn: 2.142387 loss: 14.235441 eta: 2 days, 3:03:24 batch_cost: 0.4997 data_cost: 0.0013 ips: 8.0045 images/s [04/09 06:22:27] ppdet.engine INFO: Epoch: [36] [ 400/7329] learning_rate: 0.000100 loss_class: 0.545854 loss_bbox: 0.131829 loss_giou: 0.353277 loss_class_aux: 3.481039 loss_bbox_aux: 0.884576 loss_giou_aux: 2.273324 loss_class_dn: 0.309157 loss_bbox_dn: 0.148041 loss_giou_dn: 0.365700 loss_class_aux_dn: 1.665409 loss_bbox_aux_dn: 0.881160 loss_giou_aux_dn: 2.001717 loss: 13.473543 eta: 2 days, 3:02:32 batch_cost: 0.5294 data_cost: 0.0014 ips: 7.5560 images/s [04/09 06:23:23] ppdet.engine INFO: Epoch: [36] [ 500/7329] learning_rate: 0.000100 loss_class: 0.630131 loss_bbox: 0.156217 loss_giou: 0.474883 loss_class_aux: 4.006405 loss_bbox_aux: 0.988142 loss_giou_aux: 2.974075 loss_class_dn: 0.381742 loss_bbox_dn: 0.152151 loss_giou_dn: 0.439169 loss_class_aux_dn: 2.014702 loss_bbox_aux_dn: 0.949682 loss_giou_aux_dn: 2.460264 loss: 15.569482 eta: 2 days, 3:01:37 batch_cost: 0.4979 data_cost: 0.0014 ips: 8.0344 images/s [04/09 06:24:20] ppdet.engine INFO: Epoch: [36] [ 600/7329] learning_rate: 0.000100 loss_class: 0.596919 loss_bbox: 0.142723 loss_giou: 0.410776 loss_class_aux: 3.901254 loss_bbox_aux: 0.960595 loss_giou_aux: 2.644511 loss_class_dn: 0.369002 loss_bbox_dn: 0.146144 loss_giou_dn: 0.392344 loss_class_aux_dn: 1.980867 loss_bbox_aux_dn: 0.894269 loss_giou_aux_dn: 2.215232 loss: 15.514709 eta: 2 days, 3:00:42 batch_cost: 0.5038 data_cost: 0.0013 ips: 7.9404 images/s [04/09 06:25:15] ppdet.engine INFO: Epoch: [36] [ 700/7329] learning_rate: 0.000100 loss_class: 0.644389 loss_bbox: 0.147843 loss_giou: 0.416483 loss_class_aux: 3.980093 loss_bbox_aux: 0.977223 loss_giou_aux: 2.646873 loss_class_dn: 0.343053 loss_bbox_dn: 0.166109 loss_giou_dn: 0.380013 loss_class_aux_dn: 1.898412 loss_bbox_aux_dn: 0.984209 loss_giou_aux_dn: 2.079962 loss: 14.347281 eta: 2 days, 2:59:46 batch_cost: 0.4938 data_cost: 0.0014 ips: 8.0998 images/s [04/09 06:26:10] ppdet.engine INFO: Epoch: [36] [ 800/7329] learning_rate: 0.000100 loss_class: 0.593571 loss_bbox: 0.141395 loss_giou: 0.373582 loss_class_aux: 3.810178 loss_bbox_aux: 0.900747 loss_giou_aux: 2.464905 loss_class_dn: 0.331164 loss_bbox_dn: 0.146039 loss_giou_dn: 0.387369 loss_class_aux_dn: 1.736615 loss_bbox_aux_dn: 0.840738 loss_giou_aux_dn: 2.126487 loss: 14.783453 eta: 2 days, 2:58:48 batch_cost: 0.4836 data_cost: 0.0014 ips: 8.2705 images/s [04/09 06:27:10] ppdet.engine INFO: Epoch: [36] [ 900/7329] learning_rate: 0.000100 loss_class: 0.553847 loss_bbox: 0.132314 loss_giou: 0.359642 loss_class_aux: 3.393494 loss_bbox_aux: 0.880585 loss_giou_aux: 2.296546 loss_class_dn: 0.303500 loss_bbox_dn: 0.160323 loss_giou_dn: 0.341158 loss_class_aux_dn: 1.606547 loss_bbox_aux_dn: 0.931461 loss_giou_aux_dn: 1.938041 loss: 13.306767 eta: 2 days, 2:57:58 batch_cost: 0.5388 data_cost: 0.0013 ips: 7.4239 images/s [04/09 06:28:10] ppdet.engine INFO: Epoch: [36] [1000/7329] learning_rate: 0.000100 loss_class: 0.561539 loss_bbox: 0.151951 loss_giou: 0.356672 loss_class_aux: 3.577694 loss_bbox_aux: 0.972040 loss_giou_aux: 2.240677 loss_class_dn: 0.317695 loss_bbox_dn: 0.158877 loss_giou_dn: 0.358837 loss_class_aux_dn: 1.692700 loss_bbox_aux_dn: 0.961028 loss_giou_aux_dn: 1.985937 loss: 13.766488 eta: 2 days, 2:57:07 batch_cost: 0.5309 data_cost: 0.0014 ips: 7.5339 images/s [04/09 06:29:12] ppdet.engine INFO: Epoch: [36] [1100/7329] learning_rate: 0.000100 loss_class: 0.604277 loss_bbox: 0.130440 loss_giou: 0.375859 loss_class_aux: 3.760236 loss_bbox_aux: 0.824616 loss_giou_aux: 2.331437 loss_class_dn: 0.313413 loss_bbox_dn: 0.162602 loss_giou_dn: 0.353304 loss_class_aux_dn: 1.700444 loss_bbox_aux_dn: 0.922787 loss_giou_aux_dn: 1.920373 loss: 13.814866 eta: 2 days, 2:56:19 batch_cost: 0.5526 data_cost: 0.0016 ips: 7.2382 images/s [04/09 06:30:09] ppdet.engine INFO: Epoch: [36] [1200/7329] learning_rate: 0.000100 loss_class: 0.500378 loss_bbox: 0.131104 loss_giou: 0.326807 loss_class_aux: 3.245232 loss_bbox_aux: 0.853029 loss_giou_aux: 2.186156 loss_class_dn: 0.307772 loss_bbox_dn: 0.148796 loss_giou_dn: 0.333607 loss_class_aux_dn: 1.623997 loss_bbox_aux_dn: 0.862873 loss_giou_aux_dn: 1.910484 loss: 13.100310 eta: 2 days, 2:55:23 batch_cost: 0.4984 data_cost: 0.0014 ips: 8.0260 images/s [04/09 06:31:04] ppdet.engine INFO: Epoch: [36] [1300/7329] learning_rate: 0.000100 loss_class: 0.603569 loss_bbox: 0.152536 loss_giou: 0.386764 loss_class_aux: 3.857827 loss_bbox_aux: 0.954901 loss_giou_aux: 2.455126 loss_class_dn: 0.342162 loss_bbox_dn: 0.140493 loss_giou_dn: 0.360474 loss_class_aux_dn: 1.827697 loss_bbox_aux_dn: 0.881552 loss_giou_aux_dn: 1.998892 loss: 14.743980 eta: 2 days, 2:54:26 batch_cost: 0.4894 data_cost: 0.0016 ips: 8.1737 images/s [04/09 06:32:05] ppdet.engine INFO: Epoch: [36] [1400/7329] learning_rate: 0.000100 loss_class: 0.516196 loss_bbox: 0.142130 loss_giou: 0.334851 loss_class_aux: 3.282696 loss_bbox_aux: 0.903693 loss_giou_aux: 2.116410 loss_class_dn: 0.294368 loss_bbox_dn: 0.146024 loss_giou_dn: 0.320498 loss_class_aux_dn: 1.626998 loss_bbox_aux_dn: 0.884929 loss_giou_aux_dn: 1.756930 loss: 12.801182 eta: 2 days, 2:53:37 batch_cost: 0.5477 data_cost: 0.0014 ips: 7.3035 images/s [04/09 06:33:08] ppdet.engine INFO: Epoch: [36] [1500/7329] learning_rate: 0.000100 loss_class: 0.543716 loss_bbox: 0.136185 loss_giou: 0.358603 loss_class_aux: 3.498486 loss_bbox_aux: 0.866597 loss_giou_aux: 2.251253 loss_class_dn: 0.332037 loss_bbox_dn: 0.146327 loss_giou_dn: 0.342806 loss_class_aux_dn: 1.826850 loss_bbox_aux_dn: 0.874704 loss_giou_aux_dn: 1.895356 loss: 13.373982 eta: 2 days, 2:52:50 batch_cost: 0.5620 data_cost: 0.0015 ips: 7.1180 images/s [04/09 06:34:03] ppdet.engine INFO: Epoch: [36] [1600/7329] learning_rate: 0.000100 loss_class: 0.644448 loss_bbox: 0.143008 loss_giou: 0.445813 loss_class_aux: 3.982347 loss_bbox_aux: 0.925956 loss_giou_aux: 2.847859 loss_class_dn: 0.362115 loss_bbox_dn: 0.161680 loss_giou_dn: 0.411694 loss_class_aux_dn: 1.996409 loss_bbox_aux_dn: 0.934084 loss_giou_aux_dn: 2.268706 loss: 15.607740 eta: 2 days, 2:51:53 batch_cost: 0.4842 data_cost: 0.0013 ips: 8.2610 images/s [04/09 06:34:58] ppdet.engine INFO: Epoch: [36] [1700/7329] learning_rate: 0.000100 loss_class: 0.587505 loss_bbox: 0.137680 loss_giou: 0.396224 loss_class_aux: 3.870991 loss_bbox_aux: 0.862982 loss_giou_aux: 2.537367 loss_class_dn: 0.362304 loss_bbox_dn: 0.136785 loss_giou_dn: 0.378494 loss_class_aux_dn: 1.962458 loss_bbox_aux_dn: 0.892958 loss_giou_aux_dn: 2.100414 loss: 14.315029 eta: 2 days, 2:50:56 batch_cost: 0.4885 data_cost: 0.0013 ips: 8.1879 images/s [04/09 06:36:05] ppdet.engine INFO: Epoch: [36] [1800/7329] learning_rate: 0.000100 loss_class: 0.552987 loss_bbox: 0.145861 loss_giou: 0.387612 loss_class_aux: 3.583188 loss_bbox_aux: 0.958817 loss_giou_aux: 2.545951 loss_class_dn: 0.316060 loss_bbox_dn: 0.155158 loss_giou_dn: 0.381012 loss_class_aux_dn: 1.720624 loss_bbox_aux_dn: 0.931398 loss_giou_aux_dn: 2.053095 loss: 13.645495 eta: 2 days, 2:50:12 batch_cost: 0.5843 data_cost: 0.0015 ips: 6.8461 images/s [04/09 06:37:08] ppdet.engine INFO: Epoch: [36] [1900/7329] learning_rate: 0.000100 loss_class: 0.556374 loss_bbox: 0.138271 loss_giou: 0.386008 loss_class_aux: 3.500992 loss_bbox_aux: 0.885539 loss_giou_aux: 2.375601 loss_class_dn: 0.330232 loss_bbox_dn: 0.136540 loss_giou_dn: 0.378256 loss_class_aux_dn: 1.760692 loss_bbox_aux_dn: 0.798777 loss_giou_aux_dn: 2.063455 loss: 14.868592 eta: 2 days, 2:49:25 batch_cost: 0.5631 data_cost: 0.0014 ips: 7.1040 images/s [04/09 06:38:08] ppdet.engine INFO: Epoch: [36] [2000/7329] learning_rate: 0.000100 loss_class: 0.614476 loss_bbox: 0.145097 loss_giou: 0.443413 loss_class_aux: 3.864736 loss_bbox_aux: 0.929096 loss_giou_aux: 2.819909 loss_class_dn: 0.363104 loss_bbox_dn: 0.120802 loss_giou_dn: 0.386369 loss_class_aux_dn: 1.955830 loss_bbox_aux_dn: 0.753996 loss_giou_aux_dn: 2.199456 loss: 15.354451 eta: 2 days, 2:48:35 batch_cost: 0.5388 data_cost: 0.0014 ips: 7.4243 images/s [04/09 06:39:02] ppdet.engine INFO: Epoch: [36] [2100/7329] learning_rate: 0.000100 loss_class: 0.608460 loss_bbox: 0.142036 loss_giou: 0.363035 loss_class_aux: 3.868867 loss_bbox_aux: 0.917316 loss_giou_aux: 2.327229 loss_class_dn: 0.350155 loss_bbox_dn: 0.158206 loss_giou_dn: 0.353880 loss_class_aux_dn: 1.862463 loss_bbox_aux_dn: 0.943383 loss_giou_aux_dn: 2.015140 loss: 14.671594 eta: 2 days, 2:47:37 batch_cost: 0.4842 data_cost: 0.0012 ips: 8.2616 images/s [04/09 06:39:56] ppdet.engine INFO: Epoch: [36] [2200/7329] learning_rate: 0.000100 loss_class: 0.596071 loss_bbox: 0.155293 loss_giou: 0.427365 loss_class_aux: 3.806007 loss_bbox_aux: 0.988382 loss_giou_aux: 2.702046 loss_class_dn: 0.333421 loss_bbox_dn: 0.154197 loss_giou_dn: 0.409386 loss_class_aux_dn: 1.787867 loss_bbox_aux_dn: 0.902410 loss_giou_aux_dn: 2.253307 loss: 15.272877 eta: 2 days, 2:46:39 batch_cost: 0.4763 data_cost: 0.0014 ips: 8.3982 images/s [04/09 06:41:02] ppdet.engine INFO: Epoch: [36] [2300/7329] learning_rate: 0.000100 loss_class: 0.619773 loss_bbox: 0.152973 loss_giou: 0.379554 loss_class_aux: 3.844018 loss_bbox_aux: 0.972451 loss_giou_aux: 2.443367 loss_class_dn: 0.348157 loss_bbox_dn: 0.159358 loss_giou_dn: 0.370201 loss_class_aux_dn: 1.873090 loss_bbox_aux_dn: 0.935036 loss_giou_aux_dn: 2.100447 loss: 15.267054 eta: 2 days, 2:45:57 batch_cost: 0.5999 data_cost: 0.0013 ips: 6.6677 images/s [04/09 06:42:06] ppdet.engine INFO: Epoch: [36] [2400/7329] learning_rate: 0.000100 loss_class: 0.579354 loss_bbox: 0.135877 loss_giou: 0.422047 loss_class_aux: 3.750939 loss_bbox_aux: 0.841907 loss_giou_aux: 2.652397 loss_class_dn: 0.341216 loss_bbox_dn: 0.131995 loss_giou_dn: 0.402728 loss_class_aux_dn: 1.859952 loss_bbox_aux_dn: 0.795455 loss_giou_aux_dn: 2.202432 loss: 14.384603 eta: 2 days, 2:45:11 batch_cost: 0.5766 data_cost: 0.0015 ips: 6.9374 images/s [04/09 06:43:06] ppdet.engine INFO: Epoch: [36] [2500/7329] learning_rate: 0.000100 loss_class: 0.624255 loss_bbox: 0.135354 loss_giou: 0.384858 loss_class_aux: 3.870458 loss_bbox_aux: 0.836802 loss_giou_aux: 2.418873 loss_class_dn: 0.355299 loss_bbox_dn: 0.140868 loss_giou_dn: 0.383975 loss_class_aux_dn: 1.871485 loss_bbox_aux_dn: 0.846583 loss_giou_aux_dn: 2.130082 loss: 15.086877 eta: 2 days, 2:44:21 batch_cost: 0.5356 data_cost: 0.0014 ips: 7.4689 images/s [04/09 06:43:59] ppdet.engine INFO: Epoch: [36] [2600/7329] learning_rate: 0.000100 loss_class: 0.611157 loss_bbox: 0.150011 loss_giou: 0.387555 loss_class_aux: 3.832742 loss_bbox_aux: 0.986691 loss_giou_aux: 2.475863 loss_class_dn: 0.349264 loss_bbox_dn: 0.147912 loss_giou_dn: 0.384199 loss_class_aux_dn: 1.898099 loss_bbox_aux_dn: 0.873826 loss_giou_aux_dn: 2.158722 loss: 15.400722 eta: 2 days, 2:43:22 batch_cost: 0.4757 data_cost: 0.0013 ips: 8.4095 images/s [04/09 06:44:57] ppdet.engine INFO: Epoch: [36] [2700/7329] learning_rate: 0.000100 loss_class: 0.572626 loss_bbox: 0.137361 loss_giou: 0.338156 loss_class_aux: 3.582864 loss_bbox_aux: 0.963589 loss_giou_aux: 2.142204 loss_class_dn: 0.305023 loss_bbox_dn: 0.178214 loss_giou_dn: 0.339250 loss_class_aux_dn: 1.677206 loss_bbox_aux_dn: 1.053574 loss_giou_aux_dn: 1.866038 loss: 14.113674 eta: 2 days, 2:42:28 batch_cost: 0.5116 data_cost: 0.0013 ips: 7.8183 images/s [04/09 06:45:58] ppdet.engine INFO: Epoch: [36] [2800/7329] learning_rate: 0.000100 loss_class: 0.606736 loss_bbox: 0.132942 loss_giou: 0.383183 loss_class_aux: 3.868937 loss_bbox_aux: 0.854226 loss_giou_aux: 2.514968 loss_class_dn: 0.341723 loss_bbox_dn: 0.151557 loss_giou_dn: 0.377330 loss_class_aux_dn: 1.822479 loss_bbox_aux_dn: 0.843793 loss_giou_aux_dn: 2.122949 loss: 14.383013 eta: 2 days, 2:41:39 batch_cost: 0.5483 data_cost: 0.0014 ips: 7.2948 images/s [04/09 06:46:59] ppdet.engine INFO: Epoch: [36] [2900/7329] learning_rate: 0.000100 loss_class: 0.510461 loss_bbox: 0.115969 loss_giou: 0.307437 loss_class_aux: 3.320828 loss_bbox_aux: 0.782272 loss_giou_aux: 2.022113 loss_class_dn: 0.276940 loss_bbox_dn: 0.125063 loss_giou_dn: 0.307050 loss_class_aux_dn: 1.527581 loss_bbox_aux_dn: 0.775782 loss_giou_aux_dn: 1.713086 loss: 12.392327 eta: 2 days, 2:40:51 batch_cost: 0.5542 data_cost: 0.0013 ips: 7.2175 images/s [04/09 06:47:58] ppdet.engine INFO: Epoch: [36] [3000/7329] learning_rate: 0.000100 loss_class: 0.550281 loss_bbox: 0.149912 loss_giou: 0.409641 loss_class_aux: 3.415619 loss_bbox_aux: 1.003766 loss_giou_aux: 2.622235 loss_class_dn: 0.318400 loss_bbox_dn: 0.155977 loss_giou_dn: 0.385105 loss_class_aux_dn: 1.708473 loss_bbox_aux_dn: 0.932586 loss_giou_aux_dn: 2.168222 loss: 14.483982 eta: 2 days, 2:39:59 batch_cost: 0.5231 data_cost: 0.0014 ips: 7.6467 images/s [04/09 06:48:52] ppdet.engine INFO: Epoch: [36] [3100/7329] learning_rate: 0.000100 loss_class: 0.610236 loss_bbox: 0.140622 loss_giou: 0.419955 loss_class_aux: 3.913293 loss_bbox_aux: 0.909371 loss_giou_aux: 2.659020 loss_class_dn: 0.351675 loss_bbox_dn: 0.142443 loss_giou_dn: 0.399266 loss_class_aux_dn: 1.909793 loss_bbox_aux_dn: 0.855667 loss_giou_aux_dn: 2.161161 loss: 14.897454 eta: 2 days, 2:39:01 batch_cost: 0.4837 data_cost: 0.0014 ips: 8.2699 images/s [04/09 06:49:50] ppdet.engine INFO: Epoch: [36] [3200/7329] learning_rate: 0.000100 loss_class: 0.636996 loss_bbox: 0.151629 loss_giou: 0.466870 loss_class_aux: 4.086654 loss_bbox_aux: 1.011163 loss_giou_aux: 2.876587 loss_class_dn: 0.374947 loss_bbox_dn: 0.152054 loss_giou_dn: 0.443932 loss_class_aux_dn: 2.003749 loss_bbox_aux_dn: 0.928601 loss_giou_aux_dn: 2.416244 loss: 16.529663 eta: 2 days, 2:38:07 batch_cost: 0.5075 data_cost: 0.0015 ips: 7.8825 images/s [04/09 06:50:49] ppdet.engine INFO: Epoch: [36] [3300/7329] learning_rate: 0.000100 loss_class: 0.617647 loss_bbox: 0.162788 loss_giou: 0.457168 loss_class_aux: 3.969222 loss_bbox_aux: 1.041162 loss_giou_aux: 2.956090 loss_class_dn: 0.371931 loss_bbox_dn: 0.153828 loss_giou_dn: 0.426692 loss_class_aux_dn: 1.963451 loss_bbox_aux_dn: 0.920900 loss_giou_aux_dn: 2.376542 loss: 16.571167 eta: 2 days, 2:37:14 batch_cost: 0.5171 data_cost: 0.0015 ips: 7.7348 images/s [04/09 06:51:45] ppdet.engine INFO: Epoch: [36] [3400/7329] learning_rate: 0.000100 loss_class: 0.515097 loss_bbox: 0.131896 loss_giou: 0.353671 loss_class_aux: 3.342066 loss_bbox_aux: 0.886685 loss_giou_aux: 2.268946 loss_class_dn: 0.297387 loss_bbox_dn: 0.146048 loss_giou_dn: 0.344892 loss_class_aux_dn: 1.609080 loss_bbox_aux_dn: 0.922182 loss_giou_aux_dn: 1.846441 loss: 12.956648 eta: 2 days, 2:36:19 batch_cost: 0.5030 data_cost: 0.0014 ips: 7.9517 images/s [04/09 06:52:44] ppdet.engine INFO: Epoch: [36] [3500/7329] learning_rate: 0.000100 loss_class: 0.569816 loss_bbox: 0.123685 loss_giou: 0.347022 loss_class_aux: 3.490743 loss_bbox_aux: 0.872441 loss_giou_aux: 2.165779 loss_class_dn: 0.307555 loss_bbox_dn: 0.149853 loss_giou_dn: 0.342434 loss_class_aux_dn: 1.672294 loss_bbox_aux_dn: 0.877091 loss_giou_aux_dn: 1.903155 loss: 13.313610 eta: 2 days, 2:35:27 batch_cost: 0.5203 data_cost: 0.0013 ips: 7.6884 images/s [04/09 06:53:44] ppdet.engine INFO: Epoch: [36] [3600/7329] learning_rate: 0.000100 loss_class: 0.552352 loss_bbox: 0.140413 loss_giou: 0.355009 loss_class_aux: 3.544748 loss_bbox_aux: 0.883201 loss_giou_aux: 2.209298 loss_class_dn: 0.302347 loss_bbox_dn: 0.151831 loss_giou_dn: 0.324333 loss_class_aux_dn: 1.645695 loss_bbox_aux_dn: 0.889022 loss_giou_aux_dn: 1.839143 loss: 13.339945 eta: 2 days, 2:34:37 batch_cost: 0.5441 data_cost: 0.0013 ips: 7.3520 images/s [04/09 06:54:43] ppdet.engine INFO: Epoch: [36] [3700/7329] learning_rate: 0.000100 loss_class: 0.552199 loss_bbox: 0.128697 loss_giou: 0.351708 loss_class_aux: 3.615476 loss_bbox_aux: 0.894869 loss_giou_aux: 2.251612 loss_class_dn: 0.296457 loss_bbox_dn: 0.150343 loss_giou_dn: 0.337536 loss_class_aux_dn: 1.628257 loss_bbox_aux_dn: 0.941161 loss_giou_aux_dn: 1.843211 loss: 13.829601 eta: 2 days, 2:33:46 batch_cost: 0.5286 data_cost: 0.0014 ips: 7.5672 images/s [04/09 06:55:43] ppdet.engine INFO: Epoch: [36] [3800/7329] learning_rate: 0.000100 loss_class: 0.592713 loss_bbox: 0.128969 loss_giou: 0.497195 loss_class_aux: 3.715141 loss_bbox_aux: 0.863093 loss_giou_aux: 3.056751 loss_class_dn: 0.378106 loss_bbox_dn: 0.132584 loss_giou_dn: 0.438754 loss_class_aux_dn: 2.012304 loss_bbox_aux_dn: 0.801971 loss_giou_aux_dn: 2.425967 loss: 15.840510 eta: 2 days, 2:32:56 batch_cost: 0.5404 data_cost: 0.0013 ips: 7.4013 images/s [04/09 06:56:38] ppdet.engine INFO: Epoch: [36] [3900/7329] learning_rate: 0.000100 loss_class: 0.566722 loss_bbox: 0.155664 loss_giou: 0.401575 loss_class_aux: 3.667282 loss_bbox_aux: 1.023945 loss_giou_aux: 2.508710 loss_class_dn: 0.349413 loss_bbox_dn: 0.157851 loss_giou_dn: 0.382478 loss_class_aux_dn: 1.847686 loss_bbox_aux_dn: 0.926907 loss_giou_aux_dn: 2.101288 loss: 15.063223 eta: 2 days, 2:31:58 batch_cost: 0.4810 data_cost: 0.0014 ips: 8.3156 images/s [04/09 06:57:40] ppdet.engine INFO: Epoch: [36] [4000/7329] learning_rate: 0.000100 loss_class: 0.527024 loss_bbox: 0.135973 loss_giou: 0.340440 loss_class_aux: 3.420362 loss_bbox_aux: 0.894748 loss_giou_aux: 2.121392 loss_class_dn: 0.301691 loss_bbox_dn: 0.145784 loss_giou_dn: 0.350991 loss_class_aux_dn: 1.614356 loss_bbox_aux_dn: 0.856139 loss_giou_aux_dn: 1.888822 loss: 12.723174 eta: 2 days, 2:31:08 batch_cost: 0.5436 data_cost: 0.0023 ips: 7.3584 images/s [04/09 06:58:43] ppdet.engine INFO: Epoch: [36] [4100/7329] learning_rate: 0.000100 loss_class: 0.641313 loss_bbox: 0.171235 loss_giou: 0.487453 loss_class_aux: 4.193591 loss_bbox_aux: 1.113537 loss_giou_aux: 3.030574 loss_class_dn: 0.370183 loss_bbox_dn: 0.173352 loss_giou_dn: 0.427205 loss_class_aux_dn: 1.983764 loss_bbox_aux_dn: 1.014082 loss_giou_aux_dn: 2.343179 loss: 16.212589 eta: 2 days, 2:30:20 batch_cost: 0.5568 data_cost: 0.0016 ips: 7.1845 images/s [04/09 06:59:42] ppdet.engine INFO: Epoch: [36] [4200/7329] learning_rate: 0.000100 loss_class: 0.595137 loss_bbox: 0.148617 loss_giou: 0.385892 loss_class_aux: 3.798352 loss_bbox_aux: 0.972684 loss_giou_aux: 2.488049 loss_class_dn: 0.332037 loss_bbox_dn: 0.167208 loss_giou_dn: 0.370760 loss_class_aux_dn: 1.754833 loss_bbox_aux_dn: 1.007495 loss_giou_aux_dn: 2.117188 loss: 14.236872 eta: 2 days, 2:29:28 batch_cost: 0.5233 data_cost: 0.0015 ips: 7.6437 images/s [04/09 07:00:39] ppdet.engine INFO: Epoch: [36] [4300/7329] learning_rate: 0.000100 loss_class: 0.435864 loss_bbox: 0.116014 loss_giou: 0.278635 loss_class_aux: 2.919863 loss_bbox_aux: 0.805584 loss_giou_aux: 1.768579 loss_class_dn: 0.257043 loss_bbox_dn: 0.127023 loss_giou_dn: 0.279505 loss_class_aux_dn: 1.422598 loss_bbox_aux_dn: 0.763021 loss_giou_aux_dn: 1.519422 loss: 11.692389 eta: 2 days, 2:28:33 batch_cost: 0.5030 data_cost: 0.0013 ips: 7.9528 images/s [04/09 07:01:37] ppdet.engine INFO: Epoch: [36] [4400/7329] learning_rate: 0.000100 loss_class: 0.606858 loss_bbox: 0.134306 loss_giou: 0.361849 loss_class_aux: 3.771701 loss_bbox_aux: 0.924083 loss_giou_aux: 2.359414 loss_class_dn: 0.329057 loss_bbox_dn: 0.151109 loss_giou_dn: 0.356564 loss_class_aux_dn: 1.728949 loss_bbox_aux_dn: 0.855521 loss_giou_aux_dn: 1.987141 loss: 13.692948 eta: 2 days, 2:27:40 batch_cost: 0.5203 data_cost: 0.0013 ips: 7.6877 images/s [04/09 07:02:34] ppdet.engine INFO: Epoch: [36] [4500/7329] learning_rate: 0.000100 loss_class: 0.523490 loss_bbox: 0.132391 loss_giou: 0.322310 loss_class_aux: 3.433470 loss_bbox_aux: 0.858686 loss_giou_aux: 2.070853 loss_class_dn: 0.308233 loss_bbox_dn: 0.126189 loss_giou_dn: 0.330041 loss_class_aux_dn: 1.707508 loss_bbox_aux_dn: 0.776057 loss_giou_aux_dn: 1.849912 loss: 12.928403 eta: 2 days, 2:26:46 batch_cost: 0.5031 data_cost: 0.0013 ips: 7.9500 images/s [04/09 07:03:35] ppdet.engine INFO: Epoch: [36] [4600/7329] learning_rate: 0.000100 loss_class: 0.593247 loss_bbox: 0.155302 loss_giou: 0.384856 loss_class_aux: 3.912867 loss_bbox_aux: 0.967213 loss_giou_aux: 2.388603 loss_class_dn: 0.331493 loss_bbox_dn: 0.153531 loss_giou_dn: 0.372844 loss_class_aux_dn: 1.752948 loss_bbox_aux_dn: 0.906764 loss_giou_aux_dn: 2.082148 loss: 14.327414 eta: 2 days, 2:25:56 batch_cost: 0.5463 data_cost: 0.0016 ips: 7.3221 images/s [04/09 07:04:36] ppdet.engine INFO: Epoch: [36] [4700/7329] learning_rate: 0.000100 loss_class: 0.572435 loss_bbox: 0.127895 loss_giou: 0.404836 loss_class_aux: 3.738712 loss_bbox_aux: 0.829702 loss_giou_aux: 2.504682 loss_class_dn: 0.330637 loss_bbox_dn: 0.136564 loss_giou_dn: 0.367584 loss_class_aux_dn: 1.769368 loss_bbox_aux_dn: 0.834997 loss_giou_aux_dn: 2.037191 loss: 13.898663 eta: 2 days, 2:25:06 batch_cost: 0.5350 data_cost: 0.0020 ips: 7.4765 images/s [04/09 07:05:36] ppdet.engine INFO: Epoch: [36] [4800/7329] learning_rate: 0.000100 loss_class: 0.598819 loss_bbox: 0.145948 loss_giou: 0.430159 loss_class_aux: 3.831380 loss_bbox_aux: 0.926305 loss_giou_aux: 2.731304 loss_class_dn: 0.340087 loss_bbox_dn: 0.148245 loss_giou_dn: 0.418569 loss_class_aux_dn: 1.801460 loss_bbox_aux_dn: 0.901200 loss_giou_aux_dn: 2.286643 loss: 14.916889 eta: 2 days, 2:24:16 batch_cost: 0.5443 data_cost: 0.0013 ips: 7.3485 images/s [04/09 07:06:32] ppdet.engine INFO: Epoch: [36] [4900/7329] learning_rate: 0.000100 loss_class: 0.498725 loss_bbox: 0.138650 loss_giou: 0.338313 loss_class_aux: 3.311381 loss_bbox_aux: 0.918725 loss_giou_aux: 2.112796 loss_class_dn: 0.270739 loss_bbox_dn: 0.149368 loss_giou_dn: 0.317790 loss_class_aux_dn: 1.479966 loss_bbox_aux_dn: 0.868506 loss_giou_aux_dn: 1.766603 loss: 12.035088 eta: 2 days, 2:23:20 batch_cost: 0.4964 data_cost: 0.0013 ips: 8.0574 images/s [04/09 07:07:34] ppdet.engine INFO: Epoch: [36] [5000/7329] learning_rate: 0.000100 loss_class: 0.616408 loss_bbox: 0.133904 loss_giou: 0.384670 loss_class_aux: 3.809324 loss_bbox_aux: 0.890012 loss_giou_aux: 2.440028 loss_class_dn: 0.328765 loss_bbox_dn: 0.154731 loss_giou_dn: 0.369146 loss_class_aux_dn: 1.740932 loss_bbox_aux_dn: 0.931595 loss_giou_aux_dn: 2.053785 loss: 14.399628 eta: 2 days, 2:22:33 batch_cost: 0.5622 data_cost: 0.0013 ips: 7.1143 images/s [04/09 07:08:33] ppdet.engine INFO: Epoch: [36] [5100/7329] learning_rate: 0.000100 loss_class: 0.616994 loss_bbox: 0.145301 loss_giou: 0.412468 loss_class_aux: 3.874606 loss_bbox_aux: 1.006610 loss_giou_aux: 2.742012 loss_class_dn: 0.346756 loss_bbox_dn: 0.169095 loss_giou_dn: 0.433851 loss_class_aux_dn: 1.932712 loss_bbox_aux_dn: 0.967761 loss_giou_aux_dn: 2.386477 loss: 15.976315 eta: 2 days, 2:21:42 batch_cost: 0.5308 data_cost: 0.0013 ips: 7.5364 images/s [04/09 07:09:33] ppdet.engine INFO: Epoch: [36] [5200/7329] learning_rate: 0.000100 loss_class: 0.603653 loss_bbox: 0.157754 loss_giou: 0.436392 loss_class_aux: 3.894168 loss_bbox_aux: 0.995795 loss_giou_aux: 2.717272 loss_class_dn: 0.353508 loss_bbox_dn: 0.169688 loss_giou_dn: 0.403737 loss_class_aux_dn: 1.887434 loss_bbox_aux_dn: 0.968003 loss_giou_aux_dn: 2.204809 loss: 15.360270 eta: 2 days, 2:20:51 batch_cost: 0.5369 data_cost: 0.0014 ips: 7.4496 images/s [04/09 07:10:35] ppdet.engine INFO: Epoch: [36] [5300/7329] learning_rate: 0.000100 loss_class: 0.668066 loss_bbox: 0.147189 loss_giou: 0.399974 loss_class_aux: 4.032295 loss_bbox_aux: 0.953091 loss_giou_aux: 2.569702 loss_class_dn: 0.350046 loss_bbox_dn: 0.158857 loss_giou_dn: 0.409931 loss_class_aux_dn: 1.863093 loss_bbox_aux_dn: 0.904465 loss_giou_aux_dn: 2.249754 loss: 15.349877 eta: 2 days, 2:20:04 batch_cost: 0.5584 data_cost: 0.0015 ips: 7.1629 images/s [04/09 07:11:34] ppdet.engine INFO: Epoch: [36] [5400/7329] learning_rate: 0.000100 loss_class: 0.574623 loss_bbox: 0.145071 loss_giou: 0.423976 loss_class_aux: 3.601109 loss_bbox_aux: 0.927776 loss_giou_aux: 2.732111 loss_class_dn: 0.304712 loss_bbox_dn: 0.158446 loss_giou_dn: 0.419965 loss_class_aux_dn: 1.643169 loss_bbox_aux_dn: 0.901720 loss_giou_aux_dn: 2.335422 loss: 14.662037 eta: 2 days, 2:19:11 batch_cost: 0.5235 data_cost: 0.0014 ips: 7.6405 images/s [04/09 07:12:33] ppdet.engine INFO: Epoch: [36] [5500/7329] learning_rate: 0.000100 loss_class: 0.620714 loss_bbox: 0.158555 loss_giou: 0.450970 loss_class_aux: 3.930338 loss_bbox_aux: 1.047336 loss_giou_aux: 2.784461 loss_class_dn: 0.365137 loss_bbox_dn: 0.182821 loss_giou_dn: 0.432070 loss_class_aux_dn: 1.911491 loss_bbox_aux_dn: 1.066685 loss_giou_aux_dn: 2.392461 loss: 16.583427 eta: 2 days, 2:18:19 batch_cost: 0.5244 data_cost: 0.0013 ips: 7.6274 images/s [04/09 07:13:34] ppdet.engine INFO: Epoch: [36] [5600/7329] learning_rate: 0.000100 loss_class: 0.525896 loss_bbox: 0.136184 loss_giou: 0.347178 loss_class_aux: 3.442130 loss_bbox_aux: 0.902791 loss_giou_aux: 2.220903 loss_class_dn: 0.289459 loss_bbox_dn: 0.145447 loss_giou_dn: 0.344345 loss_class_aux_dn: 1.550826 loss_bbox_aux_dn: 0.848255 loss_giou_aux_dn: 1.897876 loss: 13.116219 eta: 2 days, 2:17:29 batch_cost: 0.5414 data_cost: 0.0015 ips: 7.3881 images/s [04/09 07:14:35] ppdet.engine INFO: Epoch: [36] [5700/7329] learning_rate: 0.000100 loss_class: 0.544553 loss_bbox: 0.156131 loss_giou: 0.314427 loss_class_aux: 3.543952 loss_bbox_aux: 0.985466 loss_giou_aux: 2.141754 loss_class_dn: 0.322683 loss_bbox_dn: 0.160665 loss_giou_dn: 0.319781 loss_class_aux_dn: 1.725074 loss_bbox_aux_dn: 0.965518 loss_giou_aux_dn: 1.835218 loss: 14.328856 eta: 2 days, 2:16:40 batch_cost: 0.5450 data_cost: 0.0017 ips: 7.3388 images/s [04/09 07:15:35] ppdet.engine INFO: Epoch: [36] [5800/7329] learning_rate: 0.000100 loss_class: 0.606481 loss_bbox: 0.158372 loss_giou: 0.383801 loss_class_aux: 3.857791 loss_bbox_aux: 1.036590 loss_giou_aux: 2.468692 loss_class_dn: 0.327270 loss_bbox_dn: 0.174064 loss_giou_dn: 0.351398 loss_class_aux_dn: 1.769037 loss_bbox_aux_dn: 1.051604 loss_giou_aux_dn: 2.008156 loss: 14.982835 eta: 2 days, 2:15:49 batch_cost: 0.5364 data_cost: 0.0013 ips: 7.4575 images/s [04/09 07:16:35] ppdet.engine INFO: Epoch: [36] [5900/7329] learning_rate: 0.000100 loss_class: 0.550148 loss_bbox: 0.141544 loss_giou: 0.415425 loss_class_aux: 3.578980 loss_bbox_aux: 0.943180 loss_giou_aux: 2.661496 loss_class_dn: 0.347358 loss_bbox_dn: 0.152291 loss_giou_dn: 0.375546 loss_class_aux_dn: 1.853398 loss_bbox_aux_dn: 0.858483 loss_giou_aux_dn: 2.129785 loss: 14.279556 eta: 2 days, 2:14:59 batch_cost: 0.5406 data_cost: 0.0014 ips: 7.3989 images/s [04/09 07:17:35] ppdet.engine INFO: Epoch: [36] [6000/7329] learning_rate: 0.000100 loss_class: 0.579133 loss_bbox: 0.128356 loss_giou: 0.353461 loss_class_aux: 3.677837 loss_bbox_aux: 0.835103 loss_giou_aux: 2.258556 loss_class_dn: 0.321864 loss_bbox_dn: 0.142106 loss_giou_dn: 0.348549 loss_class_aux_dn: 1.735459 loss_bbox_aux_dn: 0.825316 loss_giou_aux_dn: 1.883635 loss: 13.360622 eta: 2 days, 2:14:09 batch_cost: 0.5408 data_cost: 0.0013 ips: 7.3960 images/s [04/09 07:18:32] ppdet.engine INFO: Epoch: [36] [6100/7329] learning_rate: 0.000100 loss_class: 0.618934 loss_bbox: 0.127607 loss_giou: 0.375522 loss_class_aux: 3.942755 loss_bbox_aux: 0.861737 loss_giou_aux: 2.330729 loss_class_dn: 0.330901 loss_bbox_dn: 0.154869 loss_giou_dn: 0.378262 loss_class_aux_dn: 1.784546 loss_bbox_aux_dn: 0.910752 loss_giou_aux_dn: 2.096091 loss: 14.528366 eta: 2 days, 2:13:14 batch_cost: 0.5022 data_cost: 0.0014 ips: 7.9647 images/s [04/09 07:19:32] ppdet.engine INFO: Epoch: [36] [6200/7329] learning_rate: 0.000100 loss_class: 0.561090 loss_bbox: 0.138511 loss_giou: 0.390528 loss_class_aux: 3.480211 loss_bbox_aux: 0.907732 loss_giou_aux: 2.520009 loss_class_dn: 0.325487 loss_bbox_dn: 0.155453 loss_giou_dn: 0.370349 loss_class_aux_dn: 1.808207 loss_bbox_aux_dn: 0.905754 loss_giou_aux_dn: 2.078834 loss: 13.696234 eta: 2 days, 2:12:25 batch_cost: 0.5431 data_cost: 0.0014 ips: 7.3657 images/s [04/09 07:20:31] ppdet.engine INFO: Epoch: [36] [6300/7329] learning_rate: 0.000100 loss_class: 0.566222 loss_bbox: 0.140905 loss_giou: 0.399510 loss_class_aux: 3.455734 loss_bbox_aux: 0.925773 loss_giou_aux: 2.525345 loss_class_dn: 0.323249 loss_bbox_dn: 0.140606 loss_giou_dn: 0.385874 loss_class_aux_dn: 1.748652 loss_bbox_aux_dn: 0.829783 loss_giou_aux_dn: 2.119466 loss: 13.928696 eta: 2 days, 2:11:32 batch_cost: 0.5180 data_cost: 0.0014 ips: 7.7218 images/s [04/09 07:21:32] ppdet.engine INFO: Epoch: [36] [6400/7329] learning_rate: 0.000100 loss_class: 0.566090 loss_bbox: 0.155208 loss_giou: 0.363137 loss_class_aux: 3.646383 loss_bbox_aux: 1.004309 loss_giou_aux: 2.500088 loss_class_dn: 0.341005 loss_bbox_dn: 0.154175 loss_giou_dn: 0.362379 loss_class_aux_dn: 1.817535 loss_bbox_aux_dn: 0.928962 loss_giou_aux_dn: 2.040369 loss: 13.998180 eta: 2 days, 2:10:42 batch_cost: 0.5444 data_cost: 0.0015 ips: 7.3476 images/s [04/09 07:22:26] ppdet.engine INFO: Epoch: [36] [6500/7329] learning_rate: 0.000100 loss_class: 0.556130 loss_bbox: 0.137100 loss_giou: 0.368911 loss_class_aux: 3.628011 loss_bbox_aux: 0.892343 loss_giou_aux: 2.413017 loss_class_dn: 0.299709 loss_bbox_dn: 0.144412 loss_giou_dn: 0.356779 loss_class_aux_dn: 1.615300 loss_bbox_aux_dn: 0.871155 loss_giou_aux_dn: 1.966723 loss: 13.407043 eta: 2 days, 2:09:45 batch_cost: 0.4831 data_cost: 0.0013 ips: 8.2803 images/s [04/09 07:23:22] ppdet.engine INFO: Epoch: [36] [6600/7329] learning_rate: 0.000100 loss_class: 0.571521 loss_bbox: 0.140213 loss_giou: 0.351000 loss_class_aux: 3.612841 loss_bbox_aux: 0.938054 loss_giou_aux: 2.318727 loss_class_dn: 0.303783 loss_bbox_dn: 0.148478 loss_giou_dn: 0.340276 loss_class_aux_dn: 1.645840 loss_bbox_aux_dn: 0.859241 loss_giou_aux_dn: 1.866478 loss: 13.273865 eta: 2 days, 2:08:49 batch_cost: 0.4930 data_cost: 0.0014 ips: 8.1134 images/s [04/09 07:24:20] ppdet.engine INFO: Epoch: [36] [6700/7329] learning_rate: 0.000100 loss_class: 0.638801 loss_bbox: 0.144059 loss_giou: 0.385151 loss_class_aux: 3.836726 loss_bbox_aux: 0.980831 loss_giou_aux: 2.546463 loss_class_dn: 0.350366 loss_bbox_dn: 0.167541 loss_giou_dn: 0.373098 loss_class_aux_dn: 1.913938 loss_bbox_aux_dn: 0.982171 loss_giou_aux_dn: 2.086003 loss: 15.042444 eta: 2 days, 2:07:55 batch_cost: 0.5161 data_cost: 0.0014 ips: 7.7500 images/s [04/09 07:25:19] ppdet.engine INFO: Epoch: [36] [6800/7329] learning_rate: 0.000100 loss_class: 0.568142 loss_bbox: 0.138536 loss_giou: 0.374160 loss_class_aux: 3.630682 loss_bbox_aux: 0.903987 loss_giou_aux: 2.385851 loss_class_dn: 0.327871 loss_bbox_dn: 0.145181 loss_giou_dn: 0.350861 loss_class_aux_dn: 1.763782 loss_bbox_aux_dn: 0.868721 loss_giou_aux_dn: 1.941687 loss: 14.010103 eta: 2 days, 2:07:03 batch_cost: 0.5214 data_cost: 0.0015 ips: 7.6713 images/s [04/09 07:26:16] ppdet.engine INFO: Epoch: [36] [6900/7329] learning_rate: 0.000100 loss_class: 0.556158 loss_bbox: 0.135733 loss_giou: 0.395036 loss_class_aux: 3.523342 loss_bbox_aux: 0.945133 loss_giou_aux: 2.438339 loss_class_dn: 0.317012 loss_bbox_dn: 0.149865 loss_giou_dn: 0.366316 loss_class_aux_dn: 1.705452 loss_bbox_aux_dn: 0.887269 loss_giou_aux_dn: 2.040964 loss: 13.804415 eta: 2 days, 2:06:09 batch_cost: 0.5084 data_cost: 0.0020 ips: 7.8679 images/s [04/09 07:27:17] ppdet.engine INFO: Epoch: [36] [7000/7329] learning_rate: 0.000100 loss_class: 0.515978 loss_bbox: 0.127899 loss_giou: 0.387180 loss_class_aux: 3.406888 loss_bbox_aux: 0.859831 loss_giou_aux: 2.432190 loss_class_dn: 0.318131 loss_bbox_dn: 0.155593 loss_giou_dn: 0.361710 loss_class_aux_dn: 1.700966 loss_bbox_aux_dn: 0.904661 loss_giou_aux_dn: 1.975208 loss: 13.651838 eta: 2 days, 2:05:20 batch_cost: 0.5482 data_cost: 0.0013 ips: 7.2963 images/s [04/09 07:28:18] ppdet.engine INFO: Epoch: [36] [7100/7329] learning_rate: 0.000100 loss_class: 0.563798 loss_bbox: 0.137399 loss_giou: 0.379205 loss_class_aux: 3.579495 loss_bbox_aux: 0.876299 loss_giou_aux: 2.449866 loss_class_dn: 0.329892 loss_bbox_dn: 0.144602 loss_giou_dn: 0.390486 loss_class_aux_dn: 1.731905 loss_bbox_aux_dn: 0.888330 loss_giou_aux_dn: 2.175680 loss: 14.110422 eta: 2 days, 2:04:29 batch_cost: 0.5373 data_cost: 0.0014 ips: 7.4443 images/s [04/09 07:29:21] ppdet.engine INFO: Epoch: [36] [7200/7329] learning_rate: 0.000100 loss_class: 0.541771 loss_bbox: 0.132795 loss_giou: 0.335988 loss_class_aux: 3.537231 loss_bbox_aux: 0.925965 loss_giou_aux: 2.116093 loss_class_dn: 0.291867 loss_bbox_dn: 0.144593 loss_giou_dn: 0.325447 loss_class_aux_dn: 1.633557 loss_bbox_aux_dn: 0.870760 loss_giou_aux_dn: 1.845954 loss: 13.551880 eta: 2 days, 2:03:43 batch_cost: 0.5720 data_cost: 0.0014 ips: 6.9934 images/s [04/09 07:30:16] ppdet.engine INFO: Epoch: [36] [7300/7329] learning_rate: 0.000100 loss_class: 0.604012 loss_bbox: 0.125736 loss_giou: 0.375582 loss_class_aux: 3.884080 loss_bbox_aux: 0.805895 loss_giou_aux: 2.317904 loss_class_dn: 0.326407 loss_bbox_dn: 0.135311 loss_giou_dn: 0.348708 loss_class_aux_dn: 1.774911 loss_bbox_aux_dn: 0.824538 loss_giou_aux_dn: 1.969887 loss: 14.202040 eta: 2 days, 2:02:47 batch_cost: 0.4909 data_cost: 0.0014 ips: 8.1478 images/s [04/09 07:30:37] ppdet.engine INFO: Eval iter: 0 [04/09 07:31:04] ppdet.engine INFO: Eval iter: 100 [04/09 07:31:31] ppdet.engine INFO: Eval iter: 200 [04/09 07:31:58] ppdet.engine INFO: Eval iter: 300 [04/09 07:32:25] ppdet.engine INFO: Eval iter: 400 [04/09 07:32:53] ppdet.engine INFO: Eval iter: 500 [04/09 07:33:20] ppdet.engine INFO: Eval iter: 600 [04/09 07:33:50] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/09 07:33:51] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.12s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.05s). Accumulating evaluation results... DONE (t=27.96s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.704 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.559 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.327 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.565 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.647 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.712 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.535 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/09 07:36:31] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.25550147984443 [04/09 07:36:31] ppdet.engine INFO: Best test bbox ap is 0.520. [04/09 07:36:32] ppdet.engine INFO: Epoch: [37] [ 0/7329] learning_rate: 0.000100 loss_class: 0.616963 loss_bbox: 0.131363 loss_giou: 0.372916 loss_class_aux: 3.884080 loss_bbox_aux: 0.908062 loss_giou_aux: 2.317904 loss_class_dn: 0.329559 loss_bbox_dn: 0.140328 loss_giou_dn: 0.359299 loss_class_aux_dn: 1.817965 loss_bbox_aux_dn: 0.833588 loss_giou_aux_dn: 2.038546 loss: 14.384933 eta: 2 days, 2:02:30 batch_cost: 0.4827 data_cost: 0.0014 ips: 8.2873 images/s [04/09 07:37:29] ppdet.engine INFO: Epoch: [37] [ 100/7329] learning_rate: 0.000100 loss_class: 0.594259 loss_bbox: 0.146977 loss_giou: 0.403637 loss_class_aux: 3.733786 loss_bbox_aux: 0.970531 loss_giou_aux: 2.394897 loss_class_dn: 0.334853 loss_bbox_dn: 0.153298 loss_giou_dn: 0.373789 loss_class_aux_dn: 1.830680 loss_bbox_aux_dn: 0.920542 loss_giou_aux_dn: 2.100293 loss: 14.950026 eta: 2 days, 2:01:35 batch_cost: 0.5007 data_cost: 0.0015 ips: 7.9890 images/s [04/09 07:38:26] ppdet.engine INFO: Epoch: [37] [ 200/7329] learning_rate: 0.000100 loss_class: 0.577284 loss_bbox: 0.131947 loss_giou: 0.356470 loss_class_aux: 3.588847 loss_bbox_aux: 0.901002 loss_giou_aux: 2.311069 loss_class_dn: 0.322228 loss_bbox_dn: 0.137039 loss_giou_dn: 0.371329 loss_class_aux_dn: 1.731285 loss_bbox_aux_dn: 0.838270 loss_giou_aux_dn: 2.083929 loss: 14.127226 eta: 2 days, 2:00:40 batch_cost: 0.5052 data_cost: 0.0015 ips: 7.9180 images/s [04/09 07:39:20] ppdet.engine INFO: Epoch: [37] [ 300/7329] learning_rate: 0.000100 loss_class: 0.609264 loss_bbox: 0.144330 loss_giou: 0.408468 loss_class_aux: 3.877813 loss_bbox_aux: 0.943462 loss_giou_aux: 2.568876 loss_class_dn: 0.354800 loss_bbox_dn: 0.153723 loss_giou_dn: 0.385005 loss_class_aux_dn: 1.880600 loss_bbox_aux_dn: 0.897695 loss_giou_aux_dn: 2.152447 loss: 15.393929 eta: 2 days, 1:59:43 batch_cost: 0.4802 data_cost: 0.0013 ips: 8.3305 images/s [04/09 07:40:16] ppdet.engine INFO: Epoch: [37] [ 400/7329] learning_rate: 0.000100 loss_class: 0.646762 loss_bbox: 0.150543 loss_giou: 0.452285 loss_class_aux: 4.143596 loss_bbox_aux: 0.973277 loss_giou_aux: 2.917354 loss_class_dn: 0.380002 loss_bbox_dn: 0.156477 loss_giou_dn: 0.440572 loss_class_aux_dn: 2.036663 loss_bbox_aux_dn: 0.953119 loss_giou_aux_dn: 2.469362 loss: 15.912054 eta: 2 days, 1:58:47 batch_cost: 0.4954 data_cost: 0.0013 ips: 8.0742 images/s [04/09 07:41:14] ppdet.engine INFO: Epoch: [37] [ 500/7329] learning_rate: 0.000100 loss_class: 0.574920 loss_bbox: 0.140475 loss_giou: 0.363640 loss_class_aux: 3.572937 loss_bbox_aux: 0.895986 loss_giou_aux: 2.243558 loss_class_dn: 0.318104 loss_bbox_dn: 0.145374 loss_giou_dn: 0.352827 loss_class_aux_dn: 1.728972 loss_bbox_aux_dn: 0.840256 loss_giou_aux_dn: 1.938650 loss: 13.577988 eta: 2 days, 1:57:54 batch_cost: 0.5177 data_cost: 0.0014 ips: 7.7261 images/s [04/09 07:42:14] ppdet.engine INFO: Epoch: [37] [ 600/7329] learning_rate: 0.000100 loss_class: 0.551980 loss_bbox: 0.127475 loss_giou: 0.347032 loss_class_aux: 3.523811 loss_bbox_aux: 0.839159 loss_giou_aux: 2.285084 loss_class_dn: 0.315021 loss_bbox_dn: 0.138047 loss_giou_dn: 0.370614 loss_class_aux_dn: 1.678804 loss_bbox_aux_dn: 0.849094 loss_giou_aux_dn: 2.104290 loss: 14.127121 eta: 2 days, 1:57:04 batch_cost: 0.5396 data_cost: 0.0014 ips: 7.4130 images/s [04/09 07:43:08] ppdet.engine INFO: Epoch: [37] [ 700/7329] learning_rate: 0.000100 loss_class: 0.640409 loss_bbox: 0.146699 loss_giou: 0.386630 loss_class_aux: 4.053040 loss_bbox_aux: 0.962835 loss_giou_aux: 2.438495 loss_class_dn: 0.352836 loss_bbox_dn: 0.154823 loss_giou_dn: 0.388291 loss_class_aux_dn: 1.890743 loss_bbox_aux_dn: 0.955451 loss_giou_aux_dn: 2.176583 loss: 14.323068 eta: 2 days, 1:56:06 batch_cost: 0.4801 data_cost: 0.0013 ips: 8.3308 images/s [04/09 07:44:14] ppdet.engine INFO: Epoch: [37] [ 800/7329] learning_rate: 0.000100 loss_class: 0.568060 loss_bbox: 0.128091 loss_giou: 0.339707 loss_class_aux: 3.622987 loss_bbox_aux: 0.902350 loss_giou_aux: 2.181350 loss_class_dn: 0.308319 loss_bbox_dn: 0.149750 loss_giou_dn: 0.316281 loss_class_aux_dn: 1.670098 loss_bbox_aux_dn: 0.925000 loss_giou_aux_dn: 1.802574 loss: 13.075207 eta: 2 days, 1:55:22 batch_cost: 0.5852 data_cost: 0.0017 ips: 6.8358 images/s [04/09 07:45:16] ppdet.engine INFO: Epoch: [37] [ 900/7329] learning_rate: 0.000100 loss_class: 0.605434 loss_bbox: 0.145575 loss_giou: 0.408449 loss_class_aux: 4.019436 loss_bbox_aux: 0.979728 loss_giou_aux: 2.657061 loss_class_dn: 0.352100 loss_bbox_dn: 0.158995 loss_giou_dn: 0.404809 loss_class_aux_dn: 1.861558 loss_bbox_aux_dn: 1.005014 loss_giou_aux_dn: 2.273118 loss: 15.204334 eta: 2 days, 1:54:33 batch_cost: 0.5505 data_cost: 0.0014 ips: 7.2666 images/s [04/09 07:46:10] ppdet.engine INFO: Epoch: [37] [1000/7329] learning_rate: 0.000100 loss_class: 0.555534 loss_bbox: 0.138369 loss_giou: 0.379473 loss_class_aux: 3.495484 loss_bbox_aux: 0.902377 loss_giou_aux: 2.507174 loss_class_dn: 0.322151 loss_bbox_dn: 0.146662 loss_giou_dn: 0.360150 loss_class_aux_dn: 1.714553 loss_bbox_aux_dn: 0.843729 loss_giou_aux_dn: 1.941439 loss: 14.171493 eta: 2 days, 1:53:36 batch_cost: 0.4864 data_cost: 0.0015 ips: 8.2233 images/s [04/09 07:47:07] ppdet.engine INFO: Epoch: [37] [1100/7329] learning_rate: 0.000100 loss_class: 0.602087 loss_bbox: 0.150430 loss_giou: 0.439615 loss_class_aux: 3.869404 loss_bbox_aux: 0.983161 loss_giou_aux: 2.768264 loss_class_dn: 0.356421 loss_bbox_dn: 0.170598 loss_giou_dn: 0.448891 loss_class_aux_dn: 1.965189 loss_bbox_aux_dn: 0.962852 loss_giou_aux_dn: 2.445165 loss: 15.871782 eta: 2 days, 1:52:41 batch_cost: 0.5054 data_cost: 0.0015 ips: 7.9139 images/s [04/09 07:48:12] ppdet.engine INFO: Epoch: [37] [1200/7329] learning_rate: 0.000100 loss_class: 0.585465 loss_bbox: 0.143901 loss_giou: 0.354546 loss_class_aux: 3.771995 loss_bbox_aux: 0.944702 loss_giou_aux: 2.268414 loss_class_dn: 0.337800 loss_bbox_dn: 0.153318 loss_giou_dn: 0.387392 loss_class_aux_dn: 1.825121 loss_bbox_aux_dn: 0.939661 loss_giou_aux_dn: 2.144424 loss: 14.937023 eta: 2 days, 1:51:55 batch_cost: 0.5710 data_cost: 0.0019 ips: 7.0056 images/s [04/09 07:49:11] ppdet.engine INFO: Epoch: [37] [1300/7329] learning_rate: 0.000100 loss_class: 0.577521 loss_bbox: 0.150075 loss_giou: 0.373908 loss_class_aux: 3.704186 loss_bbox_aux: 0.955447 loss_giou_aux: 2.347155 loss_class_dn: 0.318716 loss_bbox_dn: 0.164516 loss_giou_dn: 0.362850 loss_class_aux_dn: 1.726539 loss_bbox_aux_dn: 0.967437 loss_giou_aux_dn: 2.013610 loss: 14.424977 eta: 2 days, 1:51:04 batch_cost: 0.5312 data_cost: 0.0015 ips: 7.5307 images/s [04/09 07:50:10] ppdet.engine INFO: Epoch: [37] [1400/7329] learning_rate: 0.000100 loss_class: 0.628659 loss_bbox: 0.141164 loss_giou: 0.387957 loss_class_aux: 3.996557 loss_bbox_aux: 0.921180 loss_giou_aux: 2.418982 loss_class_dn: 0.340663 loss_bbox_dn: 0.148468 loss_giou_dn: 0.376457 loss_class_aux_dn: 1.864449 loss_bbox_aux_dn: 0.887685 loss_giou_aux_dn: 2.108657 loss: 14.479570 eta: 2 days, 1:50:11 batch_cost: 0.5190 data_cost: 0.0024 ips: 7.7078 images/s [04/09 07:51:09] ppdet.engine INFO: Epoch: [37] [1500/7329] learning_rate: 0.000100 loss_class: 0.589295 loss_bbox: 0.140726 loss_giou: 0.403827 loss_class_aux: 3.628737 loss_bbox_aux: 0.899638 loss_giou_aux: 2.534960 loss_class_dn: 0.337602 loss_bbox_dn: 0.146655 loss_giou_dn: 0.375580 loss_class_aux_dn: 1.843671 loss_bbox_aux_dn: 0.844026 loss_giou_aux_dn: 2.122114 loss: 14.898292 eta: 2 days, 1:49:18 batch_cost: 0.5205 data_cost: 0.0019 ips: 7.6852 images/s [04/09 07:52:22] ppdet.engine INFO: Epoch: [37] [1600/7329] learning_rate: 0.000100 loss_class: 0.570407 loss_bbox: 0.146304 loss_giou: 0.345006 loss_class_aux: 3.569831 loss_bbox_aux: 0.948778 loss_giou_aux: 2.192726 loss_class_dn: 0.340608 loss_bbox_dn: 0.146824 loss_giou_dn: 0.338398 loss_class_aux_dn: 1.850393 loss_bbox_aux_dn: 0.896326 loss_giou_aux_dn: 1.939764 loss: 14.311493 eta: 2 days, 1:48:39 batch_cost: 0.6237 data_cost: 0.0021 ips: 6.4136 images/s [04/09 07:53:24] ppdet.engine INFO: Epoch: [37] [1700/7329] learning_rate: 0.000100 loss_class: 0.619446 loss_bbox: 0.152842 loss_giou: 0.433622 loss_class_aux: 4.014527 loss_bbox_aux: 0.985628 loss_giou_aux: 2.739865 loss_class_dn: 0.351453 loss_bbox_dn: 0.146708 loss_giou_dn: 0.415488 loss_class_aux_dn: 1.894869 loss_bbox_aux_dn: 0.887378 loss_giou_aux_dn: 2.307373 loss: 15.405985 eta: 2 days, 1:47:50 batch_cost: 0.5534 data_cost: 0.0016 ips: 7.2277 images/s [04/09 07:54:21] ppdet.engine INFO: Epoch: [37] [1800/7329] learning_rate: 0.000100 loss_class: 0.605442 loss_bbox: 0.150072 loss_giou: 0.386909 loss_class_aux: 3.902035 loss_bbox_aux: 0.996651 loss_giou_aux: 2.531260 loss_class_dn: 0.335389 loss_bbox_dn: 0.163960 loss_giou_dn: 0.381357 loss_class_aux_dn: 1.773357 loss_bbox_aux_dn: 1.005678 loss_giou_aux_dn: 2.111672 loss: 15.067230 eta: 2 days, 1:46:56 batch_cost: 0.5097 data_cost: 0.0013 ips: 7.8472 images/s [04/09 07:55:21] ppdet.engine INFO: Epoch: [37] [1900/7329] learning_rate: 0.000100 loss_class: 0.628846 loss_bbox: 0.132087 loss_giou: 0.474627 loss_class_aux: 3.924743 loss_bbox_aux: 0.885129 loss_giou_aux: 3.009451 loss_class_dn: 0.347467 loss_bbox_dn: 0.145137 loss_giou_dn: 0.418459 loss_class_aux_dn: 1.805708 loss_bbox_aux_dn: 0.859407 loss_giou_aux_dn: 2.283343 loss: 15.404978 eta: 2 days, 1:46:06 batch_cost: 0.5355 data_cost: 0.0015 ips: 7.4699 images/s [04/09 07:56:17] ppdet.engine INFO: Epoch: [37] [2000/7329] learning_rate: 0.000100 loss_class: 0.562860 loss_bbox: 0.141760 loss_giou: 0.362959 loss_class_aux: 3.734852 loss_bbox_aux: 0.933006 loss_giou_aux: 2.286923 loss_class_dn: 0.314483 loss_bbox_dn: 0.147863 loss_giou_dn: 0.373698 loss_class_aux_dn: 1.695514 loss_bbox_aux_dn: 0.902788 loss_giou_aux_dn: 2.058703 loss: 14.011547 eta: 2 days, 1:45:10 batch_cost: 0.4927 data_cost: 0.0015 ips: 8.1183 images/s [04/09 07:57:20] ppdet.engine INFO: Epoch: [37] [2100/7329] learning_rate: 0.000100 loss_class: 0.571606 loss_bbox: 0.139330 loss_giou: 0.383458 loss_class_aux: 3.546350 loss_bbox_aux: 0.891258 loss_giou_aux: 2.398171 loss_class_dn: 0.306927 loss_bbox_dn: 0.156326 loss_giou_dn: 0.355319 loss_class_aux_dn: 1.696705 loss_bbox_aux_dn: 0.885157 loss_giou_aux_dn: 1.957835 loss: 13.743285 eta: 2 days, 1:44:23 batch_cost: 0.5668 data_cost: 0.0013 ips: 7.0577 images/s [04/09 07:58:16] ppdet.engine INFO: Epoch: [37] [2200/7329] learning_rate: 0.000100 loss_class: 0.639399 loss_bbox: 0.134136 loss_giou: 0.436050 loss_class_aux: 4.085531 loss_bbox_aux: 0.877027 loss_giou_aux: 2.729904 loss_class_dn: 0.350122 loss_bbox_dn: 0.149131 loss_giou_dn: 0.407765 loss_class_aux_dn: 1.871478 loss_bbox_aux_dn: 0.888992 loss_giou_aux_dn: 2.328890 loss: 15.810118 eta: 2 days, 1:43:27 batch_cost: 0.4973 data_cost: 0.0016 ips: 8.0438 images/s [04/09 07:59:16] ppdet.engine INFO: Epoch: [37] [2300/7329] learning_rate: 0.000100 loss_class: 0.613003 loss_bbox: 0.134192 loss_giou: 0.371797 loss_class_aux: 3.951133 loss_bbox_aux: 0.908421 loss_giou_aux: 2.361566 loss_class_dn: 0.338824 loss_bbox_dn: 0.159677 loss_giou_dn: 0.348716 loss_class_aux_dn: 1.829267 loss_bbox_aux_dn: 0.922733 loss_giou_aux_dn: 1.980964 loss: 14.741680 eta: 2 days, 1:42:35 batch_cost: 0.5262 data_cost: 0.0016 ips: 7.6012 images/s [04/09 08:00:14] ppdet.engine INFO: Epoch: [37] [2400/7329] learning_rate: 0.000100 loss_class: 0.594451 loss_bbox: 0.156699 loss_giou: 0.387607 loss_class_aux: 3.735456 loss_bbox_aux: 1.026196 loss_giou_aux: 2.462143 loss_class_dn: 0.328938 loss_bbox_dn: 0.162355 loss_giou_dn: 0.374448 loss_class_aux_dn: 1.787191 loss_bbox_aux_dn: 0.992471 loss_giou_aux_dn: 2.144731 loss: 15.099384 eta: 2 days, 1:41:42 batch_cost: 0.5138 data_cost: 0.0017 ips: 7.7851 images/s [04/09 08:01:11] ppdet.engine INFO: Epoch: [37] [2500/7329] learning_rate: 0.000100 loss_class: 0.588407 loss_bbox: 0.136862 loss_giou: 0.399153 loss_class_aux: 3.812294 loss_bbox_aux: 0.887845 loss_giou_aux: 2.514202 loss_class_dn: 0.330707 loss_bbox_dn: 0.142117 loss_giou_dn: 0.379525 loss_class_aux_dn: 1.837980 loss_bbox_aux_dn: 0.830240 loss_giou_aux_dn: 2.136896 loss: 14.532329 eta: 2 days, 1:40:48 batch_cost: 0.5065 data_cost: 0.0014 ips: 7.8972 images/s [04/09 08:02:07] ppdet.engine INFO: Epoch: [37] [2600/7329] learning_rate: 0.000100 loss_class: 0.663313 loss_bbox: 0.163073 loss_giou: 0.468004 loss_class_aux: 4.284410 loss_bbox_aux: 1.045253 loss_giou_aux: 3.019847 loss_class_dn: 0.401864 loss_bbox_dn: 0.170505 loss_giou_dn: 0.460193 loss_class_aux_dn: 2.156820 loss_bbox_aux_dn: 0.980965 loss_giou_aux_dn: 2.444635 loss: 17.256893 eta: 2 days, 1:39:52 batch_cost: 0.4965 data_cost: 0.0016 ips: 8.0559 images/s [04/09 08:03:04] ppdet.engine INFO: Epoch: [37] [2700/7329] learning_rate: 0.000100 loss_class: 0.477682 loss_bbox: 0.129072 loss_giou: 0.319269 loss_class_aux: 3.070625 loss_bbox_aux: 0.848327 loss_giou_aux: 1.945246 loss_class_dn: 0.266703 loss_bbox_dn: 0.128651 loss_giou_dn: 0.321297 loss_class_aux_dn: 1.426750 loss_bbox_aux_dn: 0.803134 loss_giou_aux_dn: 1.765320 loss: 11.918088 eta: 2 days, 1:38:58 batch_cost: 0.5117 data_cost: 0.0014 ips: 7.8166 images/s [04/09 08:04:00] ppdet.engine INFO: Epoch: [37] [2800/7329] learning_rate: 0.000100 loss_class: 0.687167 loss_bbox: 0.139875 loss_giou: 0.473015 loss_class_aux: 4.397617 loss_bbox_aux: 0.947448 loss_giou_aux: 2.922198 loss_class_dn: 0.373160 loss_bbox_dn: 0.162743 loss_giou_dn: 0.450778 loss_class_aux_dn: 2.002134 loss_bbox_aux_dn: 0.947710 loss_giou_aux_dn: 2.489324 loss: 16.476959 eta: 2 days, 1:38:03 batch_cost: 0.4997 data_cost: 0.0014 ips: 8.0052 images/s [04/09 08:04:54] ppdet.engine INFO: Epoch: [37] [2900/7329] learning_rate: 0.000100 loss_class: 0.581295 loss_bbox: 0.131083 loss_giou: 0.374115 loss_class_aux: 3.718363 loss_bbox_aux: 0.843136 loss_giou_aux: 2.280133 loss_class_dn: 0.314456 loss_bbox_dn: 0.135489 loss_giou_dn: 0.371641 loss_class_aux_dn: 1.694790 loss_bbox_aux_dn: 0.804265 loss_giou_aux_dn: 2.045034 loss: 13.885349 eta: 2 days, 1:37:05 batch_cost: 0.4755 data_cost: 0.0013 ips: 8.4129 images/s [04/09 08:05:51] ppdet.engine INFO: Epoch: [37] [3000/7329] learning_rate: 0.000100 loss_class: 0.556629 loss_bbox: 0.147697 loss_giou: 0.390506 loss_class_aux: 3.483441 loss_bbox_aux: 0.970491 loss_giou_aux: 2.413297 loss_class_dn: 0.320841 loss_bbox_dn: 0.146295 loss_giou_dn: 0.376494 loss_class_aux_dn: 1.700213 loss_bbox_aux_dn: 0.856727 loss_giou_aux_dn: 2.034449 loss: 13.623701 eta: 2 days, 1:36:11 batch_cost: 0.5095 data_cost: 0.0014 ips: 7.8507 images/s [04/09 08:06:52] ppdet.engine INFO: Epoch: [37] [3100/7329] learning_rate: 0.000100 loss_class: 0.607070 loss_bbox: 0.139470 loss_giou: 0.417186 loss_class_aux: 3.856813 loss_bbox_aux: 0.918684 loss_giou_aux: 2.665677 loss_class_dn: 0.350485 loss_bbox_dn: 0.148815 loss_giou_dn: 0.391393 loss_class_aux_dn: 1.871006 loss_bbox_aux_dn: 0.882117 loss_giou_aux_dn: 2.194391 loss: 15.544857 eta: 2 days, 1:35:21 batch_cost: 0.5402 data_cost: 0.0016 ips: 7.4052 images/s [04/09 08:07:53] ppdet.engine INFO: Epoch: [37] [3200/7329] learning_rate: 0.000100 loss_class: 0.583162 loss_bbox: 0.133913 loss_giou: 0.344252 loss_class_aux: 3.670112 loss_bbox_aux: 0.904107 loss_giou_aux: 2.148617 loss_class_dn: 0.291623 loss_bbox_dn: 0.155791 loss_giou_dn: 0.338359 loss_class_aux_dn: 1.569631 loss_bbox_aux_dn: 0.951102 loss_giou_aux_dn: 1.863715 loss: 13.692896 eta: 2 days, 1:34:31 batch_cost: 0.5456 data_cost: 0.0013 ips: 7.3318 images/s [04/09 08:08:49] ppdet.engine INFO: Epoch: [37] [3300/7329] learning_rate: 0.000100 loss_class: 0.581777 loss_bbox: 0.146206 loss_giou: 0.345387 loss_class_aux: 3.775198 loss_bbox_aux: 0.942741 loss_giou_aux: 2.150130 loss_class_dn: 0.311089 loss_bbox_dn: 0.152027 loss_giou_dn: 0.321085 loss_class_aux_dn: 1.681911 loss_bbox_aux_dn: 0.833758 loss_giou_aux_dn: 1.800557 loss: 13.219490 eta: 2 days, 1:33:36 batch_cost: 0.4994 data_cost: 0.0013 ips: 8.0101 images/s [04/09 08:09:44] ppdet.engine INFO: Epoch: [37] [3400/7329] learning_rate: 0.000100 loss_class: 0.592425 loss_bbox: 0.140492 loss_giou: 0.362474 loss_class_aux: 3.690950 loss_bbox_aux: 0.900460 loss_giou_aux: 2.356504 loss_class_dn: 0.303886 loss_bbox_dn: 0.157940 loss_giou_dn: 0.329560 loss_class_aux_dn: 1.622955 loss_bbox_aux_dn: 0.885071 loss_giou_aux_dn: 1.813985 loss: 13.445717 eta: 2 days, 1:32:40 batch_cost: 0.4907 data_cost: 0.0014 ips: 8.1512 images/s [04/09 08:10:40] ppdet.engine INFO: Epoch: [37] [3500/7329] learning_rate: 0.000100 loss_class: 0.545338 loss_bbox: 0.131782 loss_giou: 0.310478 loss_class_aux: 3.483644 loss_bbox_aux: 0.881852 loss_giou_aux: 1.936107 loss_class_dn: 0.288832 loss_bbox_dn: 0.154718 loss_giou_dn: 0.299486 loss_class_aux_dn: 1.580801 loss_bbox_aux_dn: 0.864265 loss_giou_aux_dn: 1.693092 loss: 13.499538 eta: 2 days, 1:31:44 batch_cost: 0.4944 data_cost: 0.0013 ips: 8.0911 images/s [04/09 08:11:37] ppdet.engine INFO: Epoch: [37] [3600/7329] learning_rate: 0.000100 loss_class: 0.662650 loss_bbox: 0.140713 loss_giou: 0.388859 loss_class_aux: 4.298064 loss_bbox_aux: 0.907330 loss_giou_aux: 2.535896 loss_class_dn: 0.333425 loss_bbox_dn: 0.145940 loss_giou_dn: 0.381614 loss_class_aux_dn: 1.801406 loss_bbox_aux_dn: 0.865785 loss_giou_aux_dn: 2.143354 loss: 15.764142 eta: 2 days, 1:30:51 batch_cost: 0.5153 data_cost: 0.0013 ips: 7.7621 images/s [04/09 08:12:40] ppdet.engine INFO: Epoch: [37] [3700/7329] learning_rate: 0.000100 loss_class: 0.559376 loss_bbox: 0.142242 loss_giou: 0.370400 loss_class_aux: 3.643222 loss_bbox_aux: 0.941115 loss_giou_aux: 2.431583 loss_class_dn: 0.357375 loss_bbox_dn: 0.145478 loss_giou_dn: 0.400413 loss_class_aux_dn: 1.910166 loss_bbox_aux_dn: 0.853602 loss_giou_aux_dn: 2.219006 loss: 14.874079 eta: 2 days, 1:30:03 batch_cost: 0.5579 data_cost: 0.0014 ips: 7.1702 images/s [04/09 08:13:39] ppdet.engine INFO: Epoch: [37] [3800/7329] learning_rate: 0.000100 loss_class: 0.599757 loss_bbox: 0.142133 loss_giou: 0.393254 loss_class_aux: 3.698773 loss_bbox_aux: 0.929344 loss_giou_aux: 2.479003 loss_class_dn: 0.316331 loss_bbox_dn: 0.141498 loss_giou_dn: 0.368662 loss_class_aux_dn: 1.749337 loss_bbox_aux_dn: 0.862642 loss_giou_aux_dn: 2.051522 loss: 13.944374 eta: 2 days, 1:29:11 batch_cost: 0.5305 data_cost: 0.0014 ips: 7.5402 images/s [04/09 08:14:42] ppdet.engine INFO: Epoch: [37] [3900/7329] learning_rate: 0.000100 loss_class: 0.583644 loss_bbox: 0.121757 loss_giou: 0.418809 loss_class_aux: 3.659507 loss_bbox_aux: 0.805867 loss_giou_aux: 2.705397 loss_class_dn: 0.319816 loss_bbox_dn: 0.132147 loss_giou_dn: 0.419660 loss_class_aux_dn: 1.711114 loss_bbox_aux_dn: 0.807882 loss_giou_aux_dn: 2.313206 loss: 14.258770 eta: 2 days, 1:28:24 batch_cost: 0.5643 data_cost: 0.0013 ips: 7.0886 images/s [04/09 08:15:39] ppdet.engine INFO: Epoch: [37] [4000/7329] learning_rate: 0.000100 loss_class: 0.614802 loss_bbox: 0.154999 loss_giou: 0.442346 loss_class_aux: 3.847854 loss_bbox_aux: 1.047416 loss_giou_aux: 2.814155 loss_class_dn: 0.359033 loss_bbox_dn: 0.165017 loss_giou_dn: 0.412057 loss_class_aux_dn: 1.927054 loss_bbox_aux_dn: 0.999230 loss_giou_aux_dn: 2.334599 loss: 15.638717 eta: 2 days, 1:27:31 batch_cost: 0.5150 data_cost: 0.0014 ips: 7.7668 images/s [04/09 08:16:45] ppdet.engine INFO: Epoch: [37] [4100/7329] learning_rate: 0.000100 loss_class: 0.587470 loss_bbox: 0.147084 loss_giou: 0.362079 loss_class_aux: 3.612341 loss_bbox_aux: 0.992783 loss_giou_aux: 2.265880 loss_class_dn: 0.316562 loss_bbox_dn: 0.152946 loss_giou_dn: 0.356920 loss_class_aux_dn: 1.710077 loss_bbox_aux_dn: 0.903678 loss_giou_aux_dn: 1.987440 loss: 13.574635 eta: 2 days, 1:26:47 batch_cost: 0.5951 data_cost: 0.0015 ips: 6.7219 images/s [04/09 08:17:47] ppdet.engine INFO: Epoch: [37] [4200/7329] learning_rate: 0.000100 loss_class: 0.503820 loss_bbox: 0.131953 loss_giou: 0.338638 loss_class_aux: 3.258213 loss_bbox_aux: 0.923999 loss_giou_aux: 2.147328 loss_class_dn: 0.276881 loss_bbox_dn: 0.144160 loss_giou_dn: 0.329006 loss_class_aux_dn: 1.520104 loss_bbox_aux_dn: 0.848126 loss_giou_aux_dn: 1.824339 loss: 12.407253 eta: 2 days, 1:25:59 batch_cost: 0.5550 data_cost: 0.0015 ips: 7.2074 images/s [04/09 08:18:49] ppdet.engine INFO: Epoch: [37] [4300/7329] learning_rate: 0.000100 loss_class: 0.623678 loss_bbox: 0.141758 loss_giou: 0.413866 loss_class_aux: 3.939363 loss_bbox_aux: 0.948008 loss_giou_aux: 2.665521 loss_class_dn: 0.347475 loss_bbox_dn: 0.146910 loss_giou_dn: 0.383038 loss_class_aux_dn: 1.915861 loss_bbox_aux_dn: 0.893021 loss_giou_aux_dn: 2.145595 loss: 15.353104 eta: 2 days, 1:25:10 batch_cost: 0.5468 data_cost: 0.0017 ips: 7.3158 images/s [04/09 08:19:49] ppdet.engine INFO: Epoch: [37] [4400/7329] learning_rate: 0.000100 loss_class: 0.546781 loss_bbox: 0.130848 loss_giou: 0.409399 loss_class_aux: 3.445408 loss_bbox_aux: 0.858900 loss_giou_aux: 2.584014 loss_class_dn: 0.314525 loss_bbox_dn: 0.136598 loss_giou_dn: 0.396821 loss_class_aux_dn: 1.693957 loss_bbox_aux_dn: 0.830034 loss_giou_aux_dn: 2.167943 loss: 13.719410 eta: 2 days, 1:24:19 batch_cost: 0.5396 data_cost: 0.0013 ips: 7.4127 images/s [04/09 08:20:48] ppdet.engine INFO: Epoch: [37] [4500/7329] learning_rate: 0.000100 loss_class: 0.596149 loss_bbox: 0.144164 loss_giou: 0.409789 loss_class_aux: 3.815011 loss_bbox_aux: 0.971023 loss_giou_aux: 2.574177 loss_class_dn: 0.355491 loss_bbox_dn: 0.141732 loss_giou_dn: 0.385484 loss_class_aux_dn: 1.849988 loss_bbox_aux_dn: 0.885929 loss_giou_aux_dn: 2.197794 loss: 15.196923 eta: 2 days, 1:23:28 batch_cost: 0.5329 data_cost: 0.0013 ips: 7.5056 images/s [04/09 08:21:54] ppdet.engine INFO: Epoch: [37] [4600/7329] learning_rate: 0.000100 loss_class: 0.628525 loss_bbox: 0.138775 loss_giou: 0.426218 loss_class_aux: 3.918139 loss_bbox_aux: 0.937945 loss_giou_aux: 2.842862 loss_class_dn: 0.351185 loss_bbox_dn: 0.148859 loss_giou_dn: 0.432621 loss_class_aux_dn: 1.845319 loss_bbox_aux_dn: 0.900224 loss_giou_aux_dn: 2.332619 loss: 15.248260 eta: 2 days, 1:22:45 batch_cost: 0.5974 data_cost: 0.0013 ips: 6.6962 images/s [04/09 08:22:52] ppdet.engine INFO: Epoch: [37] [4700/7329] learning_rate: 0.000100 loss_class: 0.563651 loss_bbox: 0.140231 loss_giou: 0.350917 loss_class_aux: 3.726462 loss_bbox_aux: 0.922893 loss_giou_aux: 2.185686 loss_class_dn: 0.309746 loss_bbox_dn: 0.158373 loss_giou_dn: 0.336737 loss_class_aux_dn: 1.701702 loss_bbox_aux_dn: 0.943789 loss_giou_aux_dn: 1.826770 loss: 13.900126 eta: 2 days, 1:21:53 batch_cost: 0.5205 data_cost: 0.0014 ips: 7.6854 images/s [04/09 08:23:49] ppdet.engine INFO: Epoch: [37] [4800/7329] learning_rate: 0.000100 loss_class: 0.597371 loss_bbox: 0.156087 loss_giou: 0.456420 loss_class_aux: 3.786121 loss_bbox_aux: 1.036462 loss_giou_aux: 2.907861 loss_class_dn: 0.345270 loss_bbox_dn: 0.173618 loss_giou_dn: 0.409013 loss_class_aux_dn: 1.842650 loss_bbox_aux_dn: 0.994945 loss_giou_aux_dn: 2.231833 loss: 15.056272 eta: 2 days, 1:20:58 batch_cost: 0.5025 data_cost: 0.0015 ips: 7.9595 images/s [04/09 08:24:46] ppdet.engine INFO: Epoch: [37] [4900/7329] learning_rate: 0.000100 loss_class: 0.548699 loss_bbox: 0.124628 loss_giou: 0.369378 loss_class_aux: 3.598082 loss_bbox_aux: 0.857720 loss_giou_aux: 2.356729 loss_class_dn: 0.315121 loss_bbox_dn: 0.141846 loss_giou_dn: 0.370704 loss_class_aux_dn: 1.698466 loss_bbox_aux_dn: 0.844575 loss_giou_aux_dn: 2.086193 loss: 14.738699 eta: 2 days, 1:20:04 batch_cost: 0.5075 data_cost: 0.0015 ips: 7.8823 images/s [04/09 08:25:42] ppdet.engine INFO: Epoch: [37] [5000/7329] learning_rate: 0.000100 loss_class: 0.505648 loss_bbox: 0.134500 loss_giou: 0.307627 loss_class_aux: 3.245877 loss_bbox_aux: 0.860824 loss_giou_aux: 1.952304 loss_class_dn: 0.262515 loss_bbox_dn: 0.152427 loss_giou_dn: 0.294519 loss_class_aux_dn: 1.433297 loss_bbox_aux_dn: 0.889944 loss_giou_aux_dn: 1.715512 loss: 12.402126 eta: 2 days, 1:19:08 batch_cost: 0.4988 data_cost: 0.0013 ips: 8.0192 images/s [04/09 08:26:47] ppdet.engine INFO: Epoch: [37] [5100/7329] learning_rate: 0.000100 loss_class: 0.640803 loss_bbox: 0.155462 loss_giou: 0.387777 loss_class_aux: 4.048459 loss_bbox_aux: 0.986849 loss_giou_aux: 2.403315 loss_class_dn: 0.358187 loss_bbox_dn: 0.152360 loss_giou_dn: 0.377615 loss_class_aux_dn: 1.882171 loss_bbox_aux_dn: 0.909181 loss_giou_aux_dn: 2.074359 loss: 15.468340 eta: 2 days, 1:18:24 batch_cost: 0.5868 data_cost: 0.0014 ips: 6.8161 images/s [04/09 08:27:55] ppdet.engine INFO: Epoch: [37] [5200/7329] learning_rate: 0.000100 loss_class: 0.550025 loss_bbox: 0.123529 loss_giou: 0.400538 loss_class_aux: 3.466776 loss_bbox_aux: 0.829872 loss_giou_aux: 2.577930 loss_class_dn: 0.327737 loss_bbox_dn: 0.139461 loss_giou_dn: 0.388449 loss_class_aux_dn: 1.764843 loss_bbox_aux_dn: 0.835056 loss_giou_aux_dn: 2.145754 loss: 13.734772 eta: 2 days, 1:17:41 batch_cost: 0.5967 data_cost: 0.0017 ips: 6.7036 images/s [04/09 08:28:59] ppdet.engine INFO: Epoch: [37] [5300/7329] learning_rate: 0.000100 loss_class: 0.618255 loss_bbox: 0.144141 loss_giou: 0.384150 loss_class_aux: 3.963696 loss_bbox_aux: 0.944436 loss_giou_aux: 2.480529 loss_class_dn: 0.348142 loss_bbox_dn: 0.164342 loss_giou_dn: 0.366786 loss_class_aux_dn: 1.858863 loss_bbox_aux_dn: 0.935401 loss_giou_aux_dn: 2.019643 loss: 14.652020 eta: 2 days, 1:16:55 batch_cost: 0.5817 data_cost: 0.0013 ips: 6.8761 images/s [04/09 08:29:54] ppdet.engine INFO: Epoch: [37] [5400/7329] learning_rate: 0.000100 loss_class: 0.640686 loss_bbox: 0.144697 loss_giou: 0.446757 loss_class_aux: 4.007327 loss_bbox_aux: 0.957398 loss_giou_aux: 2.736001 loss_class_dn: 0.362954 loss_bbox_dn: 0.169685 loss_giou_dn: 0.402740 loss_class_aux_dn: 1.950519 loss_bbox_aux_dn: 0.948468 loss_giou_aux_dn: 2.238379 loss: 15.593800 eta: 2 days, 1:15:59 batch_cost: 0.4895 data_cost: 0.0014 ips: 8.1724 images/s [04/09 08:30:50] ppdet.engine INFO: Epoch: [37] [5500/7329] learning_rate: 0.000100 loss_class: 0.569978 loss_bbox: 0.142524 loss_giou: 0.389310 loss_class_aux: 3.560682 loss_bbox_aux: 0.936158 loss_giou_aux: 2.503600 loss_class_dn: 0.338163 loss_bbox_dn: 0.153530 loss_giou_dn: 0.397929 loss_class_aux_dn: 1.831261 loss_bbox_aux_dn: 0.933814 loss_giou_aux_dn: 2.278024 loss: 14.838608 eta: 2 days, 1:15:03 batch_cost: 0.4947 data_cost: 0.0014 ips: 8.0861 images/s [04/09 08:31:53] ppdet.engine INFO: Epoch: [37] [5600/7329] learning_rate: 0.000100 loss_class: 0.588908 loss_bbox: 0.143527 loss_giou: 0.417411 loss_class_aux: 3.787411 loss_bbox_aux: 0.953858 loss_giou_aux: 2.660860 loss_class_dn: 0.342906 loss_bbox_dn: 0.154141 loss_giou_dn: 0.414607 loss_class_aux_dn: 1.851971 loss_bbox_aux_dn: 0.918895 loss_giou_aux_dn: 2.281590 loss: 14.866232 eta: 2 days, 1:14:16 batch_cost: 0.5632 data_cost: 0.0016 ips: 7.1017 images/s [04/09 08:32:53] ppdet.engine INFO: Epoch: [37] [5700/7329] learning_rate: 0.000100 loss_class: 0.605402 loss_bbox: 0.155676 loss_giou: 0.412761 loss_class_aux: 3.917437 loss_bbox_aux: 1.036351 loss_giou_aux: 2.632322 loss_class_dn: 0.344570 loss_bbox_dn: 0.179364 loss_giou_dn: 0.413224 loss_class_aux_dn: 1.774216 loss_bbox_aux_dn: 1.015940 loss_giou_aux_dn: 2.184695 loss: 15.028683 eta: 2 days, 1:13:25 batch_cost: 0.5360 data_cost: 0.0013 ips: 7.4630 images/s [04/09 08:33:47] ppdet.engine INFO: Epoch: [37] [5800/7329] learning_rate: 0.000100 loss_class: 0.510279 loss_bbox: 0.133734 loss_giou: 0.324512 loss_class_aux: 3.298343 loss_bbox_aux: 0.897004 loss_giou_aux: 2.120476 loss_class_dn: 0.285140 loss_bbox_dn: 0.147123 loss_giou_dn: 0.301543 loss_class_aux_dn: 1.552936 loss_bbox_aux_dn: 0.849991 loss_giou_aux_dn: 1.726624 loss: 12.396526 eta: 2 days, 1:12:28 batch_cost: 0.4855 data_cost: 0.0013 ips: 8.2387 images/s [04/09 08:34:45] ppdet.engine INFO: Epoch: [37] [5900/7329] learning_rate: 0.000100 loss_class: 0.681083 loss_bbox: 0.166343 loss_giou: 0.420025 loss_class_aux: 4.255630 loss_bbox_aux: 1.061741 loss_giou_aux: 2.726965 loss_class_dn: 0.352619 loss_bbox_dn: 0.176566 loss_giou_dn: 0.406211 loss_class_aux_dn: 1.919024 loss_bbox_aux_dn: 1.029074 loss_giou_aux_dn: 2.267241 loss: 15.205673 eta: 2 days, 1:11:34 batch_cost: 0.5104 data_cost: 0.0016 ips: 7.8370 images/s [04/09 08:35:43] ppdet.engine INFO: Epoch: [37] [6000/7329] learning_rate: 0.000100 loss_class: 0.561118 loss_bbox: 0.144265 loss_giou: 0.422272 loss_class_aux: 3.577888 loss_bbox_aux: 0.938870 loss_giou_aux: 2.687935 loss_class_dn: 0.331400 loss_bbox_dn: 0.150118 loss_giou_dn: 0.342757 loss_class_aux_dn: 1.781715 loss_bbox_aux_dn: 0.944821 loss_giou_aux_dn: 1.946654 loss: 13.768435 eta: 2 days, 1:10:42 batch_cost: 0.5209 data_cost: 0.0014 ips: 7.6783 images/s [04/09 08:36:46] ppdet.engine INFO: Epoch: [37] [6100/7329] learning_rate: 0.000100 loss_class: 0.603419 loss_bbox: 0.134935 loss_giou: 0.393806 loss_class_aux: 3.879225 loss_bbox_aux: 0.877599 loss_giou_aux: 2.543553 loss_class_dn: 0.334729 loss_bbox_dn: 0.149529 loss_giou_dn: 0.368371 loss_class_aux_dn: 1.786614 loss_bbox_aux_dn: 0.878370 loss_giou_aux_dn: 1.986164 loss: 14.101714 eta: 2 days, 1:09:53 batch_cost: 0.5535 data_cost: 0.0014 ips: 7.2261 images/s [04/09 08:37:43] ppdet.engine INFO: Epoch: [37] [6200/7329] learning_rate: 0.000100 loss_class: 0.551856 loss_bbox: 0.130345 loss_giou: 0.443255 loss_class_aux: 3.379416 loss_bbox_aux: 0.878376 loss_giou_aux: 2.814018 loss_class_dn: 0.318676 loss_bbox_dn: 0.133827 loss_giou_dn: 0.401711 loss_class_aux_dn: 1.693096 loss_bbox_aux_dn: 0.802506 loss_giou_aux_dn: 2.201209 loss: 14.181175 eta: 2 days, 1:08:58 batch_cost: 0.5039 data_cost: 0.0014 ips: 7.9379 images/s [04/09 08:38:42] ppdet.engine INFO: Epoch: [37] [6300/7329] learning_rate: 0.000100 loss_class: 0.544556 loss_bbox: 0.127481 loss_giou: 0.371662 loss_class_aux: 3.479172 loss_bbox_aux: 0.846368 loss_giou_aux: 2.409532 loss_class_dn: 0.303948 loss_bbox_dn: 0.131049 loss_giou_dn: 0.340454 loss_class_aux_dn: 1.627181 loss_bbox_aux_dn: 0.772557 loss_giou_aux_dn: 1.891630 loss: 13.285950 eta: 2 days, 1:08:07 batch_cost: 0.5322 data_cost: 0.0013 ips: 7.5157 images/s [04/09 08:39:39] ppdet.engine INFO: Epoch: [37] [6400/7329] learning_rate: 0.000100 loss_class: 0.488541 loss_bbox: 0.138391 loss_giou: 0.362760 loss_class_aux: 3.159675 loss_bbox_aux: 0.851888 loss_giou_aux: 2.353246 loss_class_dn: 0.299384 loss_bbox_dn: 0.146265 loss_giou_dn: 0.325088 loss_class_aux_dn: 1.580750 loss_bbox_aux_dn: 0.869522 loss_giou_aux_dn: 1.865725 loss: 13.384230 eta: 2 days, 1:07:13 batch_cost: 0.5096 data_cost: 0.0013 ips: 7.8486 images/s [04/09 08:40:36] ppdet.engine INFO: Epoch: [37] [6500/7329] learning_rate: 0.000100 loss_class: 0.596527 loss_bbox: 0.140871 loss_giou: 0.375398 loss_class_aux: 3.755385 loss_bbox_aux: 0.905014 loss_giou_aux: 2.549343 loss_class_dn: 0.336044 loss_bbox_dn: 0.153829 loss_giou_dn: 0.370810 loss_class_aux_dn: 1.809864 loss_bbox_aux_dn: 0.922032 loss_giou_aux_dn: 2.091929 loss: 14.427944 eta: 2 days, 1:06:19 batch_cost: 0.5093 data_cost: 0.0013 ips: 7.8541 images/s [04/09 08:41:36] ppdet.engine INFO: Epoch: [37] [6600/7329] learning_rate: 0.000100 loss_class: 0.550196 loss_bbox: 0.120668 loss_giou: 0.401901 loss_class_aux: 3.420443 loss_bbox_aux: 0.830592 loss_giou_aux: 2.488049 loss_class_dn: 0.334814 loss_bbox_dn: 0.129764 loss_giou_dn: 0.377794 loss_class_aux_dn: 1.796583 loss_bbox_aux_dn: 0.777421 loss_giou_aux_dn: 2.039530 loss: 14.167008 eta: 2 days, 1:05:29 batch_cost: 0.5364 data_cost: 0.0015 ips: 7.4566 images/s [04/09 08:42:37] ppdet.engine INFO: Epoch: [37] [6700/7329] learning_rate: 0.000100 loss_class: 0.571864 loss_bbox: 0.139633 loss_giou: 0.339091 loss_class_aux: 3.697922 loss_bbox_aux: 0.942060 loss_giou_aux: 2.143694 loss_class_dn: 0.306800 loss_bbox_dn: 0.157157 loss_giou_dn: 0.325353 loss_class_aux_dn: 1.662187 loss_bbox_aux_dn: 0.930688 loss_giou_aux_dn: 1.854424 loss: 13.007272 eta: 2 days, 1:04:38 batch_cost: 0.5326 data_cost: 0.0014 ips: 7.5110 images/s [04/09 08:43:35] ppdet.engine INFO: Epoch: [37] [6800/7329] learning_rate: 0.000100 loss_class: 0.646976 loss_bbox: 0.143763 loss_giou: 0.443646 loss_class_aux: 4.044280 loss_bbox_aux: 0.996457 loss_giou_aux: 2.810127 loss_class_dn: 0.374591 loss_bbox_dn: 0.154222 loss_giou_dn: 0.421303 loss_class_aux_dn: 2.001595 loss_bbox_aux_dn: 0.906244 loss_giou_aux_dn: 2.342067 loss: 15.655607 eta: 2 days, 1:03:45 batch_cost: 0.5193 data_cost: 0.0014 ips: 7.7021 images/s [04/09 08:44:34] ppdet.engine INFO: Epoch: [37] [6900/7329] learning_rate: 0.000100 loss_class: 0.563845 loss_bbox: 0.137317 loss_giou: 0.365284 loss_class_aux: 3.505826 loss_bbox_aux: 0.901544 loss_giou_aux: 2.345273 loss_class_dn: 0.314629 loss_bbox_dn: 0.151008 loss_giou_dn: 0.350749 loss_class_aux_dn: 1.679737 loss_bbox_aux_dn: 0.901852 loss_giou_aux_dn: 1.911709 loss: 13.213507 eta: 2 days, 1:02:53 batch_cost: 0.5255 data_cost: 0.0014 ips: 7.6115 images/s [04/09 08:45:30] ppdet.engine INFO: Epoch: [37] [7000/7329] learning_rate: 0.000100 loss_class: 0.640706 loss_bbox: 0.155803 loss_giou: 0.474036 loss_class_aux: 4.094316 loss_bbox_aux: 1.019365 loss_giou_aux: 2.898941 loss_class_dn: 0.363167 loss_bbox_dn: 0.148026 loss_giou_dn: 0.444084 loss_class_aux_dn: 1.958768 loss_bbox_aux_dn: 0.899022 loss_giou_aux_dn: 2.474345 loss: 16.187241 eta: 2 days, 1:01:57 batch_cost: 0.4971 data_cost: 0.0013 ips: 8.0466 images/s [04/09 08:46:28] ppdet.engine INFO: Epoch: [37] [7100/7329] learning_rate: 0.000100 loss_class: 0.556340 loss_bbox: 0.144299 loss_giou: 0.416873 loss_class_aux: 3.506064 loss_bbox_aux: 0.919237 loss_giou_aux: 2.620650 loss_class_dn: 0.323673 loss_bbox_dn: 0.138836 loss_giou_dn: 0.357536 loss_class_aux_dn: 1.720077 loss_bbox_aux_dn: 0.806000 loss_giou_aux_dn: 2.050449 loss: 14.171902 eta: 2 days, 1:01:04 batch_cost: 0.5148 data_cost: 0.0014 ips: 7.7706 images/s [04/09 08:47:27] ppdet.engine INFO: Epoch: [37] [7200/7329] learning_rate: 0.000100 loss_class: 0.579463 loss_bbox: 0.119688 loss_giou: 0.351283 loss_class_aux: 3.731589 loss_bbox_aux: 0.821743 loss_giou_aux: 2.131172 loss_class_dn: 0.304693 loss_bbox_dn: 0.140290 loss_giou_dn: 0.327436 loss_class_aux_dn: 1.675659 loss_bbox_aux_dn: 0.855564 loss_giou_aux_dn: 1.802863 loss: 13.576317 eta: 2 days, 1:00:13 batch_cost: 0.5363 data_cost: 0.0013 ips: 7.4587 images/s [04/09 08:48:25] ppdet.engine INFO: Epoch: [37] [7300/7329] learning_rate: 0.000100 loss_class: 0.578227 loss_bbox: 0.149814 loss_giou: 0.399711 loss_class_aux: 3.665488 loss_bbox_aux: 0.910813 loss_giou_aux: 2.532242 loss_class_dn: 0.326783 loss_bbox_dn: 0.150110 loss_giou_dn: 0.380423 loss_class_aux_dn: 1.706959 loss_bbox_aux_dn: 0.917261 loss_giou_aux_dn: 2.195129 loss: 14.297034 eta: 2 days, 0:59:20 batch_cost: 0.5139 data_cost: 0.0013 ips: 7.7831 images/s [04/09 08:48:45] ppdet.engine INFO: Eval iter: 0 [04/09 08:49:13] ppdet.engine INFO: Eval iter: 100 [04/09 08:49:41] ppdet.engine INFO: Eval iter: 200 [04/09 08:50:08] ppdet.engine INFO: Eval iter: 300 [04/09 08:50:37] ppdet.engine INFO: Eval iter: 400 [04/09 08:51:04] ppdet.engine INFO: Eval iter: 500 [04/09 08:51:32] ppdet.engine INFO: Eval iter: 600 [04/09 08:52:01] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.82s) creating index... index created! [04/09 08:52:03] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.59s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.74s). Accumulating evaluation results... DONE (t=27.68s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.705 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.561 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.328 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.648 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.714 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/09 08:54:49] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.686789530371268 [04/09 08:54:49] ppdet.engine INFO: Best test bbox ap is 0.521. [04/09 08:54:52] ppdet.engine INFO: Epoch: [38] [ 0/7329] learning_rate: 0.000100 loss_class: 0.564610 loss_bbox: 0.138362 loss_giou: 0.350084 loss_class_aux: 3.701366 loss_bbox_aux: 0.901923 loss_giou_aux: 2.295062 loss_class_dn: 0.326932 loss_bbox_dn: 0.147434 loss_giou_dn: 0.353192 loss_class_aux_dn: 1.701423 loss_bbox_aux_dn: 0.869944 loss_giou_aux_dn: 1.940889 loss: 14.023630 eta: 2 days, 0:59:03 batch_cost: 0.5073 data_cost: 0.0014 ips: 7.8848 images/s [04/09 08:55:49] ppdet.engine INFO: Epoch: [38] [ 100/7329] learning_rate: 0.000100 loss_class: 0.620632 loss_bbox: 0.137410 loss_giou: 0.358028 loss_class_aux: 4.057740 loss_bbox_aux: 0.922429 loss_giou_aux: 2.313975 loss_class_dn: 0.346509 loss_bbox_dn: 0.153043 loss_giou_dn: 0.353778 loss_class_aux_dn: 1.855699 loss_bbox_aux_dn: 0.962227 loss_giou_aux_dn: 2.023051 loss: 14.693718 eta: 2 days, 0:58:09 batch_cost: 0.5112 data_cost: 0.0013 ips: 7.8242 images/s [04/09 08:56:51] ppdet.engine INFO: Epoch: [38] [ 200/7329] learning_rate: 0.000100 loss_class: 0.578180 loss_bbox: 0.167498 loss_giou: 0.442141 loss_class_aux: 3.668478 loss_bbox_aux: 1.080468 loss_giou_aux: 2.739066 loss_class_dn: 0.333798 loss_bbox_dn: 0.166170 loss_giou_dn: 0.405928 loss_class_aux_dn: 1.805131 loss_bbox_aux_dn: 0.981870 loss_giou_aux_dn: 2.270123 loss: 15.001114 eta: 2 days, 0:57:19 batch_cost: 0.5407 data_cost: 0.0018 ips: 7.3977 images/s [04/09 08:57:50] ppdet.engine INFO: Epoch: [38] [ 300/7329] learning_rate: 0.000100 loss_class: 0.534438 loss_bbox: 0.124088 loss_giou: 0.311526 loss_class_aux: 3.305742 loss_bbox_aux: 0.836480 loss_giou_aux: 2.059765 loss_class_dn: 0.316813 loss_bbox_dn: 0.132224 loss_giou_dn: 0.317658 loss_class_aux_dn: 1.714919 loss_bbox_aux_dn: 0.801333 loss_giou_aux_dn: 1.852363 loss: 12.976932 eta: 2 days, 0:56:28 batch_cost: 0.5273 data_cost: 0.0014 ips: 7.5852 images/s [04/09 08:58:51] ppdet.engine INFO: Epoch: [38] [ 400/7329] learning_rate: 0.000100 loss_class: 0.541902 loss_bbox: 0.130200 loss_giou: 0.347210 loss_class_aux: 3.553548 loss_bbox_aux: 0.848820 loss_giou_aux: 2.209062 loss_class_dn: 0.304335 loss_bbox_dn: 0.144493 loss_giou_dn: 0.336518 loss_class_aux_dn: 1.640887 loss_bbox_aux_dn: 0.855780 loss_giou_aux_dn: 1.862806 loss: 12.867857 eta: 2 days, 0:55:38 batch_cost: 0.5478 data_cost: 0.0014 ips: 7.3025 images/s [04/09 08:59:48] ppdet.engine INFO: Epoch: [38] [ 500/7329] learning_rate: 0.000100 loss_class: 0.587803 loss_bbox: 0.151030 loss_giou: 0.475239 loss_class_aux: 3.693589 loss_bbox_aux: 0.983108 loss_giou_aux: 3.002940 loss_class_dn: 0.361700 loss_bbox_dn: 0.159276 loss_giou_dn: 0.431676 loss_class_aux_dn: 1.890575 loss_bbox_aux_dn: 0.929425 loss_giou_aux_dn: 2.328060 loss: 15.394724 eta: 2 days, 0:54:43 batch_cost: 0.5025 data_cost: 0.0014 ips: 7.9609 images/s [04/09 09:00:45] ppdet.engine INFO: Epoch: [38] [ 600/7329] learning_rate: 0.000100 loss_class: 0.534163 loss_bbox: 0.139078 loss_giou: 0.350489 loss_class_aux: 3.449313 loss_bbox_aux: 0.956885 loss_giou_aux: 2.291761 loss_class_dn: 0.297850 loss_bbox_dn: 0.146691 loss_giou_dn: 0.340475 loss_class_aux_dn: 1.616327 loss_bbox_aux_dn: 0.927067 loss_giou_aux_dn: 1.904539 loss: 13.232143 eta: 2 days, 0:53:49 batch_cost: 0.5058 data_cost: 0.0014 ips: 7.9086 images/s [04/09 09:01:39] ppdet.engine INFO: Epoch: [38] [ 700/7329] learning_rate: 0.000100 loss_class: 0.503141 loss_bbox: 0.129300 loss_giou: 0.401417 loss_class_aux: 3.190971 loss_bbox_aux: 0.845884 loss_giou_aux: 2.476475 loss_class_dn: 0.299818 loss_bbox_dn: 0.136337 loss_giou_dn: 0.333470 loss_class_aux_dn: 1.623827 loss_bbox_aux_dn: 0.788380 loss_giou_aux_dn: 1.901083 loss: 13.788704 eta: 2 days, 0:52:52 batch_cost: 0.4834 data_cost: 0.0015 ips: 8.2749 images/s [04/09 09:02:36] ppdet.engine INFO: Epoch: [38] [ 800/7329] learning_rate: 0.000100 loss_class: 0.593628 loss_bbox: 0.145151 loss_giou: 0.365543 loss_class_aux: 3.773129 loss_bbox_aux: 0.943589 loss_giou_aux: 2.304249 loss_class_dn: 0.324621 loss_bbox_dn: 0.151599 loss_giou_dn: 0.339562 loss_class_aux_dn: 1.733490 loss_bbox_aux_dn: 0.887560 loss_giou_aux_dn: 1.905697 loss: 14.010859 eta: 2 days, 0:51:58 batch_cost: 0.5060 data_cost: 0.0015 ips: 7.9057 images/s [04/09 09:03:37] ppdet.engine INFO: Epoch: [38] [ 900/7329] learning_rate: 0.000100 loss_class: 0.622129 loss_bbox: 0.150644 loss_giou: 0.425703 loss_class_aux: 3.886773 loss_bbox_aux: 0.978223 loss_giou_aux: 2.738829 loss_class_dn: 0.362699 loss_bbox_dn: 0.168439 loss_giou_dn: 0.413318 loss_class_aux_dn: 1.932465 loss_bbox_aux_dn: 1.050234 loss_giou_aux_dn: 2.294479 loss: 15.205406 eta: 2 days, 0:51:08 batch_cost: 0.5421 data_cost: 0.0013 ips: 7.3790 images/s [04/09 09:04:40] ppdet.engine INFO: Epoch: [38] [1000/7329] learning_rate: 0.000100 loss_class: 0.494725 loss_bbox: 0.119942 loss_giou: 0.285766 loss_class_aux: 3.110566 loss_bbox_aux: 0.812481 loss_giou_aux: 1.761257 loss_class_dn: 0.265836 loss_bbox_dn: 0.139880 loss_giou_dn: 0.278658 loss_class_aux_dn: 1.411277 loss_bbox_aux_dn: 0.835598 loss_giou_aux_dn: 1.539685 loss: 11.564625 eta: 2 days, 0:50:21 batch_cost: 0.5692 data_cost: 0.0015 ips: 7.0276 images/s [04/09 09:05:40] ppdet.engine INFO: Epoch: [38] [1100/7329] learning_rate: 0.000100 loss_class: 0.654741 loss_bbox: 0.147422 loss_giou: 0.460484 loss_class_aux: 4.223095 loss_bbox_aux: 1.002193 loss_giou_aux: 2.904078 loss_class_dn: 0.384395 loss_bbox_dn: 0.165093 loss_giou_dn: 0.430443 loss_class_aux_dn: 2.080935 loss_bbox_aux_dn: 1.014479 loss_giou_aux_dn: 2.431536 loss: 16.709934 eta: 2 days, 0:49:30 batch_cost: 0.5379 data_cost: 0.0014 ips: 7.4370 images/s [04/09 09:06:41] ppdet.engine INFO: Epoch: [38] [1200/7329] learning_rate: 0.000100 loss_class: 0.608702 loss_bbox: 0.143700 loss_giou: 0.413430 loss_class_aux: 3.832026 loss_bbox_aux: 0.957577 loss_giou_aux: 2.656376 loss_class_dn: 0.363681 loss_bbox_dn: 0.159046 loss_giou_dn: 0.401140 loss_class_aux_dn: 1.876121 loss_bbox_aux_dn: 0.922657 loss_giou_aux_dn: 2.270290 loss: 15.069052 eta: 2 days, 0:48:41 batch_cost: 0.5494 data_cost: 0.0014 ips: 7.2808 images/s [04/09 09:07:40] ppdet.engine INFO: Epoch: [38] [1300/7329] learning_rate: 0.000100 loss_class: 0.501865 loss_bbox: 0.139183 loss_giou: 0.342063 loss_class_aux: 3.315585 loss_bbox_aux: 0.898819 loss_giou_aux: 2.166826 loss_class_dn: 0.302555 loss_bbox_dn: 0.146667 loss_giou_dn: 0.343348 loss_class_aux_dn: 1.614633 loss_bbox_aux_dn: 0.856596 loss_giou_aux_dn: 1.923925 loss: 13.420134 eta: 2 days, 0:47:48 batch_cost: 0.5187 data_cost: 0.0016 ips: 7.7114 images/s [04/09 09:08:37] ppdet.engine INFO: Epoch: [38] [1400/7329] learning_rate: 0.000100 loss_class: 0.601599 loss_bbox: 0.159679 loss_giou: 0.431281 loss_class_aux: 3.817531 loss_bbox_aux: 0.991306 loss_giou_aux: 2.689937 loss_class_dn: 0.373190 loss_bbox_dn: 0.161437 loss_giou_dn: 0.433527 loss_class_aux_dn: 2.008186 loss_bbox_aux_dn: 0.975191 loss_giou_aux_dn: 2.404556 loss: 16.852360 eta: 2 days, 0:46:54 batch_cost: 0.5060 data_cost: 0.0013 ips: 7.9058 images/s [04/09 09:09:37] ppdet.engine INFO: Epoch: [38] [1500/7329] learning_rate: 0.000100 loss_class: 0.604612 loss_bbox: 0.149213 loss_giou: 0.393288 loss_class_aux: 3.726055 loss_bbox_aux: 0.998826 loss_giou_aux: 2.509570 loss_class_dn: 0.323009 loss_bbox_dn: 0.160083 loss_giou_dn: 0.379316 loss_class_aux_dn: 1.741156 loss_bbox_aux_dn: 0.988521 loss_giou_aux_dn: 2.132783 loss: 13.857670 eta: 2 days, 0:46:04 batch_cost: 0.5398 data_cost: 0.0016 ips: 7.4100 images/s [04/09 09:10:35] ppdet.engine INFO: Epoch: [38] [1600/7329] learning_rate: 0.000100 loss_class: 0.609448 loss_bbox: 0.141332 loss_giou: 0.361548 loss_class_aux: 3.866386 loss_bbox_aux: 0.924042 loss_giou_aux: 2.369003 loss_class_dn: 0.335092 loss_bbox_dn: 0.161856 loss_giou_dn: 0.371790 loss_class_aux_dn: 1.782201 loss_bbox_aux_dn: 0.947257 loss_giou_aux_dn: 2.035353 loss: 14.512729 eta: 2 days, 0:45:11 batch_cost: 0.5190 data_cost: 0.0014 ips: 7.7067 images/s [04/09 09:11:35] ppdet.engine INFO: Epoch: [38] [1700/7329] learning_rate: 0.000100 loss_class: 0.537585 loss_bbox: 0.130839 loss_giou: 0.371635 loss_class_aux: 3.499249 loss_bbox_aux: 0.859291 loss_giou_aux: 2.369764 loss_class_dn: 0.324234 loss_bbox_dn: 0.145506 loss_giou_dn: 0.353240 loss_class_aux_dn: 1.753535 loss_bbox_aux_dn: 0.881793 loss_giou_aux_dn: 1.939888 loss: 13.897636 eta: 2 days, 0:44:19 batch_cost: 0.5278 data_cost: 0.0017 ips: 7.5781 images/s [04/09 09:12:37] ppdet.engine INFO: Epoch: [38] [1800/7329] learning_rate: 0.000100 loss_class: 0.586277 loss_bbox: 0.132060 loss_giou: 0.367209 loss_class_aux: 3.764453 loss_bbox_aux: 0.931063 loss_giou_aux: 2.347434 loss_class_dn: 0.349532 loss_bbox_dn: 0.140865 loss_giou_dn: 0.337037 loss_class_aux_dn: 1.886573 loss_bbox_aux_dn: 0.847128 loss_giou_aux_dn: 1.921495 loss: 13.934522 eta: 2 days, 0:43:30 batch_cost: 0.5463 data_cost: 0.0016 ips: 7.3223 images/s [04/09 09:13:33] ppdet.engine INFO: Epoch: [38] [1900/7329] learning_rate: 0.000100 loss_class: 0.574061 loss_bbox: 0.129328 loss_giou: 0.406429 loss_class_aux: 3.684235 loss_bbox_aux: 0.850720 loss_giou_aux: 2.528967 loss_class_dn: 0.326087 loss_bbox_dn: 0.140181 loss_giou_dn: 0.397681 loss_class_aux_dn: 1.719604 loss_bbox_aux_dn: 0.837962 loss_giou_aux_dn: 2.156381 loss: 14.013046 eta: 2 days, 0:42:35 batch_cost: 0.5046 data_cost: 0.0014 ips: 7.9267 images/s [04/09 09:14:33] ppdet.engine INFO: Epoch: [38] [2000/7329] learning_rate: 0.000100 loss_class: 0.565102 loss_bbox: 0.136854 loss_giou: 0.385772 loss_class_aux: 3.594056 loss_bbox_aux: 0.923712 loss_giou_aux: 2.510213 loss_class_dn: 0.317162 loss_bbox_dn: 0.144956 loss_giou_dn: 0.343096 loss_class_aux_dn: 1.720884 loss_bbox_aux_dn: 0.875095 loss_giou_aux_dn: 1.961490 loss: 13.743143 eta: 2 days, 0:41:43 batch_cost: 0.5215 data_cost: 0.0016 ips: 7.6707 images/s [04/09 09:15:32] ppdet.engine INFO: Epoch: [38] [2100/7329] learning_rate: 0.000100 loss_class: 0.545896 loss_bbox: 0.143891 loss_giou: 0.398987 loss_class_aux: 3.564953 loss_bbox_aux: 0.950162 loss_giou_aux: 2.485296 loss_class_dn: 0.323347 loss_bbox_dn: 0.156919 loss_giou_dn: 0.364061 loss_class_aux_dn: 1.712155 loss_bbox_aux_dn: 0.903730 loss_giou_aux_dn: 2.015805 loss: 13.920573 eta: 2 days, 0:40:51 batch_cost: 0.5301 data_cost: 0.0014 ips: 7.5463 images/s [04/09 09:16:31] ppdet.engine INFO: Epoch: [38] [2200/7329] learning_rate: 0.000100 loss_class: 0.545740 loss_bbox: 0.138135 loss_giou: 0.380759 loss_class_aux: 3.563928 loss_bbox_aux: 0.959456 loss_giou_aux: 2.400929 loss_class_dn: 0.317888 loss_bbox_dn: 0.156067 loss_giou_dn: 0.354238 loss_class_aux_dn: 1.735814 loss_bbox_aux_dn: 0.956170 loss_giou_aux_dn: 2.012095 loss: 14.223690 eta: 2 days, 0:40:00 batch_cost: 0.5301 data_cost: 0.0015 ips: 7.5461 images/s [04/09 09:17:28] ppdet.engine INFO: Epoch: [38] [2300/7329] learning_rate: 0.000100 loss_class: 0.595810 loss_bbox: 0.139636 loss_giou: 0.380889 loss_class_aux: 3.802593 loss_bbox_aux: 0.944272 loss_giou_aux: 2.478311 loss_class_dn: 0.337780 loss_bbox_dn: 0.146595 loss_giou_dn: 0.376086 loss_class_aux_dn: 1.767090 loss_bbox_aux_dn: 0.866781 loss_giou_aux_dn: 2.139388 loss: 14.456631 eta: 2 days, 0:39:05 batch_cost: 0.5032 data_cost: 0.0013 ips: 7.9497 images/s [04/09 09:18:38] ppdet.engine INFO: Epoch: [38] [2400/7329] learning_rate: 0.000100 loss_class: 0.595197 loss_bbox: 0.150443 loss_giou: 0.433050 loss_class_aux: 3.838254 loss_bbox_aux: 0.950476 loss_giou_aux: 2.722990 loss_class_dn: 0.337895 loss_bbox_dn: 0.152453 loss_giou_dn: 0.391721 loss_class_aux_dn: 1.808440 loss_bbox_aux_dn: 0.920961 loss_giou_aux_dn: 2.163727 loss: 14.811052 eta: 2 days, 0:38:23 batch_cost: 0.6126 data_cost: 0.0020 ips: 6.5298 images/s [04/09 09:19:35] ppdet.engine INFO: Epoch: [38] [2500/7329] learning_rate: 0.000100 loss_class: 0.512089 loss_bbox: 0.128503 loss_giou: 0.339418 loss_class_aux: 3.187147 loss_bbox_aux: 0.825004 loss_giou_aux: 2.095264 loss_class_dn: 0.291418 loss_bbox_dn: 0.139993 loss_giou_dn: 0.318666 loss_class_aux_dn: 1.613420 loss_bbox_aux_dn: 0.886386 loss_giou_aux_dn: 1.822071 loss: 12.534609 eta: 2 days, 0:37:28 batch_cost: 0.5016 data_cost: 0.0013 ips: 7.9746 images/s [04/09 09:20:35] ppdet.engine INFO: Epoch: [38] [2600/7329] learning_rate: 0.000100 loss_class: 0.597942 loss_bbox: 0.131482 loss_giou: 0.374227 loss_class_aux: 3.765558 loss_bbox_aux: 0.900709 loss_giou_aux: 2.339360 loss_class_dn: 0.327372 loss_bbox_dn: 0.159302 loss_giou_dn: 0.357395 loss_class_aux_dn: 1.759799 loss_bbox_aux_dn: 0.974062 loss_giou_aux_dn: 1.978287 loss: 14.240908 eta: 2 days, 0:36:38 batch_cost: 0.5366 data_cost: 0.0016 ips: 7.4545 images/s [04/09 09:21:32] ppdet.engine INFO: Epoch: [38] [2700/7329] learning_rate: 0.000100 loss_class: 0.661249 loss_bbox: 0.154565 loss_giou: 0.451852 loss_class_aux: 4.238970 loss_bbox_aux: 1.025474 loss_giou_aux: 2.875000 loss_class_dn: 0.387587 loss_bbox_dn: 0.162829 loss_giou_dn: 0.413819 loss_class_aux_dn: 2.050096 loss_bbox_aux_dn: 0.960229 loss_giou_aux_dn: 2.297571 loss: 15.846312 eta: 2 days, 0:35:43 batch_cost: 0.5059 data_cost: 0.0014 ips: 7.9071 images/s [04/09 09:22:34] ppdet.engine INFO: Epoch: [38] [2800/7329] learning_rate: 0.000100 loss_class: 0.649802 loss_bbox: 0.167578 loss_giou: 0.417462 loss_class_aux: 4.154945 loss_bbox_aux: 1.042408 loss_giou_aux: 2.685188 loss_class_dn: 0.379834 loss_bbox_dn: 0.151782 loss_giou_dn: 0.439321 loss_class_aux_dn: 2.011231 loss_bbox_aux_dn: 0.903382 loss_giou_aux_dn: 2.466641 loss: 16.612566 eta: 2 days, 0:34:54 batch_cost: 0.5502 data_cost: 0.0014 ips: 7.2695 images/s [04/09 09:23:31] ppdet.engine INFO: Epoch: [38] [2900/7329] learning_rate: 0.000100 loss_class: 0.552685 loss_bbox: 0.127851 loss_giou: 0.445559 loss_class_aux: 3.468904 loss_bbox_aux: 0.852594 loss_giou_aux: 2.750788 loss_class_dn: 0.318382 loss_bbox_dn: 0.129918 loss_giou_dn: 0.390831 loss_class_aux_dn: 1.753401 loss_bbox_aux_dn: 0.815975 loss_giou_aux_dn: 2.229485 loss: 14.119890 eta: 2 days, 0:34:01 batch_cost: 0.5139 data_cost: 0.0013 ips: 7.7835 images/s [04/09 09:24:28] ppdet.engine INFO: Epoch: [38] [3000/7329] learning_rate: 0.000100 loss_class: 0.583022 loss_bbox: 0.132383 loss_giou: 0.430433 loss_class_aux: 3.645882 loss_bbox_aux: 0.866445 loss_giou_aux: 2.691483 loss_class_dn: 0.330739 loss_bbox_dn: 0.146343 loss_giou_dn: 0.392477 loss_class_aux_dn: 1.782319 loss_bbox_aux_dn: 0.904159 loss_giou_aux_dn: 2.158645 loss: 13.794096 eta: 2 days, 0:33:07 batch_cost: 0.5112 data_cost: 0.0013 ips: 7.8251 images/s [04/09 09:25:28] ppdet.engine INFO: Epoch: [38] [3100/7329] learning_rate: 0.000100 loss_class: 0.620749 loss_bbox: 0.154152 loss_giou: 0.423056 loss_class_aux: 3.797003 loss_bbox_aux: 1.005403 loss_giou_aux: 2.682423 loss_class_dn: 0.365605 loss_bbox_dn: 0.149117 loss_giou_dn: 0.404679 loss_class_aux_dn: 1.921250 loss_bbox_aux_dn: 0.877000 loss_giou_aux_dn: 2.207522 loss: 15.175786 eta: 2 days, 0:32:17 batch_cost: 0.5413 data_cost: 0.0014 ips: 7.3894 images/s [04/09 09:26:29] ppdet.engine INFO: Epoch: [38] [3200/7329] learning_rate: 0.000100 loss_class: 0.666446 loss_bbox: 0.144571 loss_giou: 0.450978 loss_class_aux: 4.265234 loss_bbox_aux: 0.947950 loss_giou_aux: 2.857254 loss_class_dn: 0.372575 loss_bbox_dn: 0.154148 loss_giou_dn: 0.409773 loss_class_aux_dn: 2.038130 loss_bbox_aux_dn: 0.916549 loss_giou_aux_dn: 2.293374 loss: 16.514246 eta: 2 days, 0:31:27 batch_cost: 0.5455 data_cost: 0.0014 ips: 7.3326 images/s [04/09 09:27:27] ppdet.engine INFO: Epoch: [38] [3300/7329] learning_rate: 0.000100 loss_class: 0.617801 loss_bbox: 0.145683 loss_giou: 0.405273 loss_class_aux: 3.928849 loss_bbox_aux: 0.918734 loss_giou_aux: 2.584838 loss_class_dn: 0.343119 loss_bbox_dn: 0.140202 loss_giou_dn: 0.396962 loss_class_aux_dn: 1.827245 loss_bbox_aux_dn: 0.874908 loss_giou_aux_dn: 2.247807 loss: 15.448845 eta: 2 days, 0:30:34 batch_cost: 0.5158 data_cost: 0.0014 ips: 7.7550 images/s [04/09 09:28:23] ppdet.engine INFO: Epoch: [38] [3400/7329] learning_rate: 0.000100 loss_class: 0.596601 loss_bbox: 0.154142 loss_giou: 0.373841 loss_class_aux: 3.754970 loss_bbox_aux: 0.964113 loss_giou_aux: 2.376994 loss_class_dn: 0.331281 loss_bbox_dn: 0.150167 loss_giou_dn: 0.369297 loss_class_aux_dn: 1.780785 loss_bbox_aux_dn: 0.907021 loss_giou_aux_dn: 2.073580 loss: 14.583664 eta: 2 days, 0:29:38 batch_cost: 0.4892 data_cost: 0.0016 ips: 8.1762 images/s [04/09 09:29:21] ppdet.engine INFO: Epoch: [38] [3500/7329] learning_rate: 0.000100 loss_class: 0.537214 loss_bbox: 0.136837 loss_giou: 0.399015 loss_class_aux: 3.444298 loss_bbox_aux: 0.913899 loss_giou_aux: 2.561783 loss_class_dn: 0.337626 loss_bbox_dn: 0.153234 loss_giou_dn: 0.390003 loss_class_aux_dn: 1.789790 loss_bbox_aux_dn: 0.923914 loss_giou_aux_dn: 2.185674 loss: 14.612230 eta: 2 days, 0:28:45 batch_cost: 0.5195 data_cost: 0.0014 ips: 7.7003 images/s [04/09 09:30:20] ppdet.engine INFO: Epoch: [38] [3600/7329] learning_rate: 0.000100 loss_class: 0.587313 loss_bbox: 0.133631 loss_giou: 0.383708 loss_class_aux: 3.748169 loss_bbox_aux: 0.862394 loss_giou_aux: 2.505919 loss_class_dn: 0.338545 loss_bbox_dn: 0.134702 loss_giou_dn: 0.391883 loss_class_aux_dn: 1.825043 loss_bbox_aux_dn: 0.835915 loss_giou_aux_dn: 2.224412 loss: 13.927410 eta: 2 days, 0:27:53 batch_cost: 0.5267 data_cost: 0.0015 ips: 7.5945 images/s [04/09 09:31:18] ppdet.engine INFO: Epoch: [38] [3700/7329] learning_rate: 0.000100 loss_class: 0.533441 loss_bbox: 0.141701 loss_giou: 0.390602 loss_class_aux: 3.404514 loss_bbox_aux: 0.943624 loss_giou_aux: 2.504633 loss_class_dn: 0.320911 loss_bbox_dn: 0.141388 loss_giou_dn: 0.380140 loss_class_aux_dn: 1.714638 loss_bbox_aux_dn: 0.864051 loss_giou_aux_dn: 2.140384 loss: 13.720602 eta: 2 days, 0:26:59 batch_cost: 0.5049 data_cost: 0.0016 ips: 7.9219 images/s [04/09 09:32:13] ppdet.engine INFO: Epoch: [38] [3800/7329] learning_rate: 0.000100 loss_class: 0.559663 loss_bbox: 0.129641 loss_giou: 0.422692 loss_class_aux: 3.638300 loss_bbox_aux: 0.861727 loss_giou_aux: 2.681794 loss_class_dn: 0.339623 loss_bbox_dn: 0.131689 loss_giou_dn: 0.385144 loss_class_aux_dn: 1.781673 loss_bbox_aux_dn: 0.816052 loss_giou_aux_dn: 2.161344 loss: 14.384431 eta: 2 days, 0:26:03 batch_cost: 0.4955 data_cost: 0.0014 ips: 8.0727 images/s [04/09 09:33:08] ppdet.engine INFO: Epoch: [38] [3900/7329] learning_rate: 0.000100 loss_class: 0.598660 loss_bbox: 0.141993 loss_giou: 0.393018 loss_class_aux: 3.827423 loss_bbox_aux: 0.944790 loss_giou_aux: 2.481176 loss_class_dn: 0.332644 loss_bbox_dn: 0.148527 loss_giou_dn: 0.396700 loss_class_aux_dn: 1.781207 loss_bbox_aux_dn: 0.882369 loss_giou_aux_dn: 2.211277 loss: 14.942015 eta: 2 days, 0:25:07 batch_cost: 0.4878 data_cost: 0.0013 ips: 8.2001 images/s [04/09 09:34:08] ppdet.engine INFO: Epoch: [38] [4000/7329] learning_rate: 0.000100 loss_class: 0.634251 loss_bbox: 0.160513 loss_giou: 0.477809 loss_class_aux: 3.915214 loss_bbox_aux: 1.033919 loss_giou_aux: 3.048361 loss_class_dn: 0.375330 loss_bbox_dn: 0.168320 loss_giou_dn: 0.452689 loss_class_aux_dn: 2.025359 loss_bbox_aux_dn: 0.997054 loss_giou_aux_dn: 2.463551 loss: 15.700843 eta: 2 days, 0:24:16 batch_cost: 0.5386 data_cost: 0.0015 ips: 7.4273 images/s [04/09 09:35:02] ppdet.engine INFO: Epoch: [38] [4100/7329] learning_rate: 0.000100 loss_class: 0.565788 loss_bbox: 0.142768 loss_giou: 0.371560 loss_class_aux: 3.682476 loss_bbox_aux: 0.942151 loss_giou_aux: 2.436629 loss_class_dn: 0.300813 loss_bbox_dn: 0.154519 loss_giou_dn: 0.337398 loss_class_aux_dn: 1.624396 loss_bbox_aux_dn: 0.933917 loss_giou_aux_dn: 1.876175 loss: 13.384663 eta: 2 days, 0:23:19 batch_cost: 0.4785 data_cost: 0.0013 ips: 8.3593 images/s [04/09 09:35:57] ppdet.engine INFO: Epoch: [38] [4200/7329] learning_rate: 0.000100 loss_class: 0.631381 loss_bbox: 0.140065 loss_giou: 0.396580 loss_class_aux: 3.961552 loss_bbox_aux: 0.932742 loss_giou_aux: 2.568613 loss_class_dn: 0.348930 loss_bbox_dn: 0.154554 loss_giou_dn: 0.383697 loss_class_aux_dn: 1.862145 loss_bbox_aux_dn: 0.919291 loss_giou_aux_dn: 2.143325 loss: 15.189379 eta: 2 days, 0:22:22 batch_cost: 0.4844 data_cost: 0.0013 ips: 8.2578 images/s [04/09 09:36:51] ppdet.engine INFO: Epoch: [38] [4300/7329] learning_rate: 0.000100 loss_class: 0.590017 loss_bbox: 0.147290 loss_giou: 0.371417 loss_class_aux: 3.686738 loss_bbox_aux: 0.934654 loss_giou_aux: 2.330648 loss_class_dn: 0.322106 loss_bbox_dn: 0.144965 loss_giou_dn: 0.366622 loss_class_aux_dn: 1.723494 loss_bbox_aux_dn: 0.865637 loss_giou_aux_dn: 2.036715 loss: 14.318638 eta: 2 days, 0:21:25 batch_cost: 0.4867 data_cost: 0.0013 ips: 8.2182 images/s [04/09 09:37:47] ppdet.engine INFO: Epoch: [38] [4400/7329] learning_rate: 0.000100 loss_class: 0.589458 loss_bbox: 0.134656 loss_giou: 0.430841 loss_class_aux: 3.603061 loss_bbox_aux: 0.896625 loss_giou_aux: 2.729447 loss_class_dn: 0.355510 loss_bbox_dn: 0.132200 loss_giou_dn: 0.395982 loss_class_aux_dn: 1.877009 loss_bbox_aux_dn: 0.766012 loss_giou_aux_dn: 2.213633 loss: 15.141022 eta: 2 days, 0:20:30 batch_cost: 0.4970 data_cost: 0.0013 ips: 8.0478 images/s [04/09 09:38:48] ppdet.engine INFO: Epoch: [38] [4500/7329] learning_rate: 0.000100 loss_class: 0.603648 loss_bbox: 0.117503 loss_giou: 0.415101 loss_class_aux: 3.823071 loss_bbox_aux: 0.783150 loss_giou_aux: 2.674214 loss_class_dn: 0.337873 loss_bbox_dn: 0.133645 loss_giou_dn: 0.390194 loss_class_aux_dn: 1.800881 loss_bbox_aux_dn: 0.801344 loss_giou_aux_dn: 2.178232 loss: 14.974070 eta: 2 days, 0:19:40 batch_cost: 0.5436 data_cost: 0.0014 ips: 7.3579 images/s [04/09 09:39:49] ppdet.engine INFO: Epoch: [38] [4600/7329] learning_rate: 0.000100 loss_class: 0.616217 loss_bbox: 0.131967 loss_giou: 0.440239 loss_class_aux: 3.854311 loss_bbox_aux: 0.885428 loss_giou_aux: 2.845820 loss_class_dn: 0.340218 loss_bbox_dn: 0.141827 loss_giou_dn: 0.416814 loss_class_aux_dn: 1.823460 loss_bbox_aux_dn: 0.826349 loss_giou_aux_dn: 2.307976 loss: 15.067175 eta: 2 days, 0:18:51 batch_cost: 0.5517 data_cost: 0.0013 ips: 7.2499 images/s [04/09 09:40:49] ppdet.engine INFO: Epoch: [38] [4700/7329] learning_rate: 0.000100 loss_class: 0.605541 loss_bbox: 0.146528 loss_giou: 0.439358 loss_class_aux: 3.777618 loss_bbox_aux: 0.969070 loss_giou_aux: 2.786763 loss_class_dn: 0.340358 loss_bbox_dn: 0.137527 loss_giou_dn: 0.421537 loss_class_aux_dn: 1.867365 loss_bbox_aux_dn: 0.846499 loss_giou_aux_dn: 2.266251 loss: 14.632607 eta: 2 days, 0:18:00 batch_cost: 0.5366 data_cost: 0.0014 ips: 7.4540 images/s [04/09 09:41:47] ppdet.engine INFO: Epoch: [38] [4800/7329] learning_rate: 0.000100 loss_class: 0.600663 loss_bbox: 0.128302 loss_giou: 0.421917 loss_class_aux: 3.870309 loss_bbox_aux: 0.846031 loss_giou_aux: 2.585855 loss_class_dn: 0.352481 loss_bbox_dn: 0.130578 loss_giou_dn: 0.414788 loss_class_aux_dn: 1.895702 loss_bbox_aux_dn: 0.788382 loss_giou_aux_dn: 2.317618 loss: 14.813119 eta: 2 days, 0:17:07 batch_cost: 0.5148 data_cost: 0.0016 ips: 7.7701 images/s [04/09 09:42:44] ppdet.engine INFO: Epoch: [38] [4900/7329] learning_rate: 0.000100 loss_class: 0.592693 loss_bbox: 0.137275 loss_giou: 0.465800 loss_class_aux: 3.712524 loss_bbox_aux: 0.865163 loss_giou_aux: 2.947020 loss_class_dn: 0.333187 loss_bbox_dn: 0.141525 loss_giou_dn: 0.426188 loss_class_aux_dn: 1.824936 loss_bbox_aux_dn: 0.816030 loss_giou_aux_dn: 2.334476 loss: 15.291065 eta: 2 days, 0:16:13 batch_cost: 0.5077 data_cost: 0.0014 ips: 7.8789 images/s [04/09 09:43:42] ppdet.engine INFO: Epoch: [38] [5000/7329] learning_rate: 0.000100 loss_class: 0.525642 loss_bbox: 0.118382 loss_giou: 0.348924 loss_class_aux: 3.413452 loss_bbox_aux: 0.763791 loss_giou_aux: 2.136466 loss_class_dn: 0.296376 loss_bbox_dn: 0.122522 loss_giou_dn: 0.318596 loss_class_aux_dn: 1.600831 loss_bbox_aux_dn: 0.750774 loss_giou_aux_dn: 1.738042 loss: 12.568428 eta: 2 days, 0:15:20 batch_cost: 0.5192 data_cost: 0.0013 ips: 7.7043 images/s [04/09 09:44:43] ppdet.engine INFO: Epoch: [38] [5100/7329] learning_rate: 0.000100 loss_class: 0.594254 loss_bbox: 0.144889 loss_giou: 0.426378 loss_class_aux: 3.899782 loss_bbox_aux: 1.031224 loss_giou_aux: 2.752892 loss_class_dn: 0.345884 loss_bbox_dn: 0.154071 loss_giou_dn: 0.387454 loss_class_aux_dn: 1.871075 loss_bbox_aux_dn: 0.881707 loss_giou_aux_dn: 2.146074 loss: 14.752706 eta: 2 days, 0:14:30 batch_cost: 0.5430 data_cost: 0.0014 ips: 7.3664 images/s [04/09 09:45:43] ppdet.engine INFO: Epoch: [38] [5200/7329] learning_rate: 0.000100 loss_class: 0.597544 loss_bbox: 0.149936 loss_giou: 0.393732 loss_class_aux: 3.721014 loss_bbox_aux: 0.975144 loss_giou_aux: 2.420877 loss_class_dn: 0.310913 loss_bbox_dn: 0.166996 loss_giou_dn: 0.346412 loss_class_aux_dn: 1.681325 loss_bbox_aux_dn: 0.958657 loss_giou_aux_dn: 1.986717 loss: 14.036257 eta: 2 days, 0:13:40 batch_cost: 0.5434 data_cost: 0.0014 ips: 7.3617 images/s [04/09 09:46:42] ppdet.engine INFO: Epoch: [38] [5300/7329] learning_rate: 0.000100 loss_class: 0.550913 loss_bbox: 0.136367 loss_giou: 0.350644 loss_class_aux: 3.551870 loss_bbox_aux: 0.903150 loss_giou_aux: 2.292994 loss_class_dn: 0.325555 loss_bbox_dn: 0.141723 loss_giou_dn: 0.341514 loss_class_aux_dn: 1.750326 loss_bbox_aux_dn: 0.850621 loss_giou_aux_dn: 1.896489 loss: 13.391247 eta: 2 days, 0:12:48 batch_cost: 0.5250 data_cost: 0.0013 ips: 7.6198 images/s [04/09 09:47:40] ppdet.engine INFO: Epoch: [38] [5400/7329] learning_rate: 0.000100 loss_class: 0.610685 loss_bbox: 0.154679 loss_giou: 0.376924 loss_class_aux: 3.986101 loss_bbox_aux: 0.963143 loss_giou_aux: 2.373738 loss_class_dn: 0.345442 loss_bbox_dn: 0.168001 loss_giou_dn: 0.367485 loss_class_aux_dn: 1.860331 loss_bbox_aux_dn: 0.988786 loss_giou_aux_dn: 2.043798 loss: 14.794069 eta: 2 days, 0:11:56 batch_cost: 0.5209 data_cost: 0.0014 ips: 7.6785 images/s [04/09 09:48:37] ppdet.engine INFO: Epoch: [38] [5500/7329] learning_rate: 0.000100 loss_class: 0.567951 loss_bbox: 0.139407 loss_giou: 0.344768 loss_class_aux: 3.543555 loss_bbox_aux: 0.891599 loss_giou_aux: 2.290967 loss_class_dn: 0.308563 loss_bbox_dn: 0.135383 loss_giou_dn: 0.347259 loss_class_aux_dn: 1.676903 loss_bbox_aux_dn: 0.824632 loss_giou_aux_dn: 1.894936 loss: 13.509537 eta: 2 days, 0:11:02 batch_cost: 0.5105 data_cost: 0.0014 ips: 7.8354 images/s [04/09 09:49:39] ppdet.engine INFO: Epoch: [38] [5600/7329] learning_rate: 0.000100 loss_class: 0.554934 loss_bbox: 0.137162 loss_giou: 0.356346 loss_class_aux: 3.404754 loss_bbox_aux: 0.823793 loss_giou_aux: 2.269538 loss_class_dn: 0.304316 loss_bbox_dn: 0.148091 loss_giou_dn: 0.345214 loss_class_aux_dn: 1.589388 loss_bbox_aux_dn: 0.855865 loss_giou_aux_dn: 1.940530 loss: 13.100626 eta: 2 days, 0:10:14 batch_cost: 0.5593 data_cost: 0.0013 ips: 7.1518 images/s [04/09 09:50:42] ppdet.engine INFO: Epoch: [38] [5700/7329] learning_rate: 0.000100 loss_class: 0.550111 loss_bbox: 0.131482 loss_giou: 0.410638 loss_class_aux: 3.582190 loss_bbox_aux: 0.834548 loss_giou_aux: 2.613589 loss_class_dn: 0.309626 loss_bbox_dn: 0.128246 loss_giou_dn: 0.379396 loss_class_aux_dn: 1.730358 loss_bbox_aux_dn: 0.759823 loss_giou_aux_dn: 2.085378 loss: 13.859108 eta: 2 days, 0:09:26 batch_cost: 0.5639 data_cost: 0.0013 ips: 7.0938 images/s [04/09 09:51:40] ppdet.engine INFO: Epoch: [38] [5800/7329] learning_rate: 0.000100 loss_class: 0.637506 loss_bbox: 0.155816 loss_giou: 0.396866 loss_class_aux: 3.986749 loss_bbox_aux: 0.977692 loss_giou_aux: 2.442190 loss_class_dn: 0.326449 loss_bbox_dn: 0.159680 loss_giou_dn: 0.359086 loss_class_aux_dn: 1.769417 loss_bbox_aux_dn: 0.938924 loss_giou_aux_dn: 1.989156 loss: 14.217825 eta: 2 days, 0:08:34 batch_cost: 0.5214 data_cost: 0.0013 ips: 7.6712 images/s [04/09 09:52:40] ppdet.engine INFO: Epoch: [38] [5900/7329] learning_rate: 0.000100 loss_class: 0.612087 loss_bbox: 0.134997 loss_giou: 0.405607 loss_class_aux: 4.070830 loss_bbox_aux: 0.889331 loss_giou_aux: 2.557740 loss_class_dn: 0.348610 loss_bbox_dn: 0.142539 loss_giou_dn: 0.390031 loss_class_aux_dn: 1.890863 loss_bbox_aux_dn: 0.843548 loss_giou_aux_dn: 2.155115 loss: 15.239354 eta: 2 days, 0:07:42 batch_cost: 0.5313 data_cost: 0.0013 ips: 7.5282 images/s [04/09 09:53:44] ppdet.engine INFO: Epoch: [38] [6000/7329] learning_rate: 0.000100 loss_class: 0.516988 loss_bbox: 0.122508 loss_giou: 0.284664 loss_class_aux: 3.281826 loss_bbox_aux: 0.823435 loss_giou_aux: 1.847060 loss_class_dn: 0.270685 loss_bbox_dn: 0.134131 loss_giou_dn: 0.281066 loss_class_aux_dn: 1.529950 loss_bbox_aux_dn: 0.836045 loss_giou_aux_dn: 1.655055 loss: 11.791477 eta: 2 days, 0:06:56 batch_cost: 0.5729 data_cost: 0.0018 ips: 6.9825 images/s [04/09 09:54:43] ppdet.engine INFO: Epoch: [38] [6100/7329] learning_rate: 0.000100 loss_class: 0.595316 loss_bbox: 0.141954 loss_giou: 0.408891 loss_class_aux: 3.844118 loss_bbox_aux: 0.895389 loss_giou_aux: 2.608270 loss_class_dn: 0.344347 loss_bbox_dn: 0.140127 loss_giou_dn: 0.374714 loss_class_aux_dn: 1.850687 loss_bbox_aux_dn: 0.836924 loss_giou_aux_dn: 2.073618 loss: 14.481508 eta: 2 days, 0:06:04 batch_cost: 0.5299 data_cost: 0.0014 ips: 7.5492 images/s [04/09 09:55:43] ppdet.engine INFO: Epoch: [38] [6200/7329] learning_rate: 0.000100 loss_class: 0.611014 loss_bbox: 0.155235 loss_giou: 0.415406 loss_class_aux: 3.849985 loss_bbox_aux: 1.006806 loss_giou_aux: 2.580051 loss_class_dn: 0.339633 loss_bbox_dn: 0.146078 loss_giou_dn: 0.395967 loss_class_aux_dn: 1.820609 loss_bbox_aux_dn: 0.895875 loss_giou_aux_dn: 2.184759 loss: 14.664558 eta: 2 days, 0:05:13 batch_cost: 0.5281 data_cost: 0.0015 ips: 7.5741 images/s [04/09 09:56:41] ppdet.engine INFO: Epoch: [38] [6300/7329] learning_rate: 0.000100 loss_class: 0.631973 loss_bbox: 0.152615 loss_giou: 0.364995 loss_class_aux: 3.862002 loss_bbox_aux: 1.000408 loss_giou_aux: 2.331699 loss_class_dn: 0.353322 loss_bbox_dn: 0.163158 loss_giou_dn: 0.373845 loss_class_aux_dn: 1.903822 loss_bbox_aux_dn: 0.963645 loss_giou_aux_dn: 2.139791 loss: 15.388607 eta: 2 days, 0:04:19 batch_cost: 0.5156 data_cost: 0.0015 ips: 7.7586 images/s [04/09 09:57:38] ppdet.engine INFO: Epoch: [38] [6400/7329] learning_rate: 0.000100 loss_class: 0.614715 loss_bbox: 0.129579 loss_giou: 0.411148 loss_class_aux: 3.852352 loss_bbox_aux: 0.860629 loss_giou_aux: 2.639582 loss_class_dn: 0.337670 loss_bbox_dn: 0.133974 loss_giou_dn: 0.379809 loss_class_aux_dn: 1.837514 loss_bbox_aux_dn: 0.804474 loss_giou_aux_dn: 2.167783 loss: 14.372349 eta: 2 days, 0:03:26 batch_cost: 0.5111 data_cost: 0.0014 ips: 7.8258 images/s [04/09 09:58:37] ppdet.engine INFO: Epoch: [38] [6500/7329] learning_rate: 0.000100 loss_class: 0.576968 loss_bbox: 0.132322 loss_giou: 0.422084 loss_class_aux: 3.677569 loss_bbox_aux: 0.887670 loss_giou_aux: 2.664754 loss_class_dn: 0.331140 loss_bbox_dn: 0.159215 loss_giou_dn: 0.419514 loss_class_aux_dn: 1.745360 loss_bbox_aux_dn: 0.913915 loss_giou_aux_dn: 2.272292 loss: 14.716146 eta: 2 days, 0:02:34 batch_cost: 0.5282 data_cost: 0.0014 ips: 7.5727 images/s [04/09 09:59:37] ppdet.engine INFO: Epoch: [38] [6600/7329] learning_rate: 0.000100 loss_class: 0.564340 loss_bbox: 0.153188 loss_giou: 0.453200 loss_class_aux: 3.564858 loss_bbox_aux: 0.971866 loss_giou_aux: 2.821568 loss_class_dn: 0.360361 loss_bbox_dn: 0.145276 loss_giou_dn: 0.443742 loss_class_aux_dn: 1.956323 loss_bbox_aux_dn: 0.838421 loss_giou_aux_dn: 2.435082 loss: 15.931593 eta: 2 days, 0:01:44 batch_cost: 0.5426 data_cost: 0.0013 ips: 7.3721 images/s [04/09 10:00:34] ppdet.engine INFO: Epoch: [38] [6700/7329] learning_rate: 0.000100 loss_class: 0.561384 loss_bbox: 0.130813 loss_giou: 0.378721 loss_class_aux: 3.617867 loss_bbox_aux: 0.937418 loss_giou_aux: 2.424731 loss_class_dn: 0.329947 loss_bbox_dn: 0.150421 loss_giou_dn: 0.346519 loss_class_aux_dn: 1.731517 loss_bbox_aux_dn: 0.896908 loss_giou_aux_dn: 1.970397 loss: 13.255309 eta: 2 days, 0:00:49 batch_cost: 0.5023 data_cost: 0.0013 ips: 7.9637 images/s [04/09 10:01:35] ppdet.engine INFO: Epoch: [38] [6800/7329] learning_rate: 0.000100 loss_class: 0.536323 loss_bbox: 0.127218 loss_giou: 0.425708 loss_class_aux: 3.405105 loss_bbox_aux: 0.853426 loss_giou_aux: 2.721212 loss_class_dn: 0.330942 loss_bbox_dn: 0.140553 loss_giou_dn: 0.390450 loss_class_aux_dn: 1.752394 loss_bbox_aux_dn: 0.838895 loss_giou_aux_dn: 2.137134 loss: 14.295756 eta: 2 days, 0:00:00 batch_cost: 0.5485 data_cost: 0.0013 ips: 7.2920 images/s [04/09 10:02:31] ppdet.engine INFO: Epoch: [38] [6900/7329] learning_rate: 0.000100 loss_class: 0.597697 loss_bbox: 0.146763 loss_giou: 0.363224 loss_class_aux: 3.798904 loss_bbox_aux: 1.008493 loss_giou_aux: 2.247263 loss_class_dn: 0.352407 loss_bbox_dn: 0.165387 loss_giou_dn: 0.366513 loss_class_aux_dn: 1.898501 loss_bbox_aux_dn: 1.008943 loss_giou_aux_dn: 2.022236 loss: 14.531589 eta: 1 day, 23:59:05 batch_cost: 0.5007 data_cost: 0.0014 ips: 7.9892 images/s [04/09 10:03:31] ppdet.engine INFO: Epoch: [38] [7000/7329] learning_rate: 0.000100 loss_class: 0.589679 loss_bbox: 0.141775 loss_giou: 0.329652 loss_class_aux: 3.745022 loss_bbox_aux: 0.959044 loss_giou_aux: 2.148607 loss_class_dn: 0.320939 loss_bbox_dn: 0.162374 loss_giou_dn: 0.332503 loss_class_aux_dn: 1.725737 loss_bbox_aux_dn: 0.949856 loss_giou_aux_dn: 1.885084 loss: 13.434866 eta: 1 day, 23:58:14 batch_cost: 0.5344 data_cost: 0.0016 ips: 7.4851 images/s [04/09 10:04:28] ppdet.engine INFO: Epoch: [38] [7100/7329] learning_rate: 0.000100 loss_class: 0.625561 loss_bbox: 0.157348 loss_giou: 0.437686 loss_class_aux: 4.015958 loss_bbox_aux: 1.011548 loss_giou_aux: 2.810660 loss_class_dn: 0.356547 loss_bbox_dn: 0.160406 loss_giou_dn: 0.427605 loss_class_aux_dn: 1.917094 loss_bbox_aux_dn: 0.939331 loss_giou_aux_dn: 2.385403 loss: 16.079660 eta: 1 day, 23:57:19 batch_cost: 0.5034 data_cost: 0.0014 ips: 7.9462 images/s [04/09 10:05:26] ppdet.engine INFO: Epoch: [38] [7200/7329] learning_rate: 0.000100 loss_class: 0.609001 loss_bbox: 0.133051 loss_giou: 0.342656 loss_class_aux: 3.743385 loss_bbox_aux: 0.901990 loss_giou_aux: 2.174334 loss_class_dn: 0.329445 loss_bbox_dn: 0.150388 loss_giou_dn: 0.377318 loss_class_aux_dn: 1.759665 loss_bbox_aux_dn: 0.885690 loss_giou_aux_dn: 2.115376 loss: 14.062918 eta: 1 day, 23:56:25 batch_cost: 0.5090 data_cost: 0.0015 ips: 7.8591 images/s [04/09 10:06:28] ppdet.engine INFO: Epoch: [38] [7300/7329] learning_rate: 0.000100 loss_class: 0.643637 loss_bbox: 0.134335 loss_giou: 0.392707 loss_class_aux: 4.072906 loss_bbox_aux: 0.894846 loss_giou_aux: 2.475337 loss_class_dn: 0.326472 loss_bbox_dn: 0.151414 loss_giou_dn: 0.396123 loss_class_aux_dn: 1.769858 loss_bbox_aux_dn: 0.922129 loss_giou_aux_dn: 2.167238 loss: 14.648483 eta: 1 day, 23:55:37 batch_cost: 0.5554 data_cost: 0.0013 ips: 7.2024 images/s [04/09 10:06:48] ppdet.engine INFO: Eval iter: 0 [04/09 10:07:15] ppdet.engine INFO: Eval iter: 100 [04/09 10:07:42] ppdet.engine INFO: Eval iter: 200 [04/09 10:08:08] ppdet.engine INFO: Eval iter: 300 [04/09 10:08:33] ppdet.engine INFO: Eval iter: 400 [04/09 10:08:59] ppdet.engine INFO: Eval iter: 500 [04/09 10:09:29] ppdet.engine INFO: Eval iter: 600 [04/09 10:09:59] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/09 10:09:59] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=20.12s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=109.07s). Accumulating evaluation results... DONE (t=28.64s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.705 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.561 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.329 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.649 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.714 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.541 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/09 10:12:43] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.81482533841838 [04/09 10:12:43] ppdet.engine INFO: Best test bbox ap is 0.521. [04/09 10:12:47] ppdet.engine INFO: Epoch: [39] [ 0/7329] learning_rate: 0.000100 loss_class: 0.607785 loss_bbox: 0.130145 loss_giou: 0.324211 loss_class_aux: 3.738210 loss_bbox_aux: 0.866091 loss_giou_aux: 2.178861 loss_class_dn: 0.302661 loss_bbox_dn: 0.152287 loss_giou_dn: 0.349725 loss_class_aux_dn: 1.583436 loss_bbox_aux_dn: 0.870693 loss_giou_aux_dn: 1.973721 loss: 13.818192 eta: 1 day, 23:55:20 batch_cost: 0.5344 data_cost: 0.0015 ips: 7.4849 images/s [04/09 10:13:45] ppdet.engine INFO: Epoch: [39] [ 100/7329] learning_rate: 0.000100 loss_class: 0.546886 loss_bbox: 0.141513 loss_giou: 0.394777 loss_class_aux: 3.499292 loss_bbox_aux: 0.903920 loss_giou_aux: 2.488556 loss_class_dn: 0.323997 loss_bbox_dn: 0.141470 loss_giou_dn: 0.361036 loss_class_aux_dn: 1.694211 loss_bbox_aux_dn: 0.829513 loss_giou_aux_dn: 2.005722 loss: 14.189718 eta: 1 day, 23:54:27 batch_cost: 0.5161 data_cost: 0.0014 ips: 7.7511 images/s [04/09 10:14:42] ppdet.engine INFO: Epoch: [39] [ 200/7329] learning_rate: 0.000100 loss_class: 0.575163 loss_bbox: 0.131308 loss_giou: 0.385736 loss_class_aux: 3.692031 loss_bbox_aux: 0.867153 loss_giou_aux: 2.597259 loss_class_dn: 0.343368 loss_bbox_dn: 0.144736 loss_giou_dn: 0.382105 loss_class_aux_dn: 1.854502 loss_bbox_aux_dn: 0.952535 loss_giou_aux_dn: 2.100392 loss: 14.080954 eta: 1 day, 23:53:33 batch_cost: 0.5055 data_cost: 0.0014 ips: 7.9131 images/s [04/09 10:15:37] ppdet.engine INFO: Epoch: [39] [ 300/7329] learning_rate: 0.000100 loss_class: 0.594600 loss_bbox: 0.146469 loss_giou: 0.346250 loss_class_aux: 3.724061 loss_bbox_aux: 0.913200 loss_giou_aux: 2.159085 loss_class_dn: 0.320669 loss_bbox_dn: 0.166395 loss_giou_dn: 0.336466 loss_class_aux_dn: 1.758247 loss_bbox_aux_dn: 0.985504 loss_giou_aux_dn: 1.892593 loss: 14.263998 eta: 1 day, 23:52:36 batch_cost: 0.4857 data_cost: 0.0015 ips: 8.2361 images/s [04/09 10:16:33] ppdet.engine INFO: Epoch: [39] [ 400/7329] learning_rate: 0.000100 loss_class: 0.618442 loss_bbox: 0.136118 loss_giou: 0.446654 loss_class_aux: 4.024740 loss_bbox_aux: 0.925858 loss_giou_aux: 2.727078 loss_class_dn: 0.360465 loss_bbox_dn: 0.158110 loss_giou_dn: 0.417070 loss_class_aux_dn: 1.893136 loss_bbox_aux_dn: 0.883415 loss_giou_aux_dn: 2.316345 loss: 15.115074 eta: 1 day, 23:51:40 batch_cost: 0.4917 data_cost: 0.0016 ips: 8.1343 images/s [04/09 10:17:41] ppdet.engine INFO: Epoch: [39] [ 500/7329] learning_rate: 0.000100 loss_class: 0.605521 loss_bbox: 0.155158 loss_giou: 0.427311 loss_class_aux: 3.929111 loss_bbox_aux: 0.979237 loss_giou_aux: 2.682137 loss_class_dn: 0.352665 loss_bbox_dn: 0.149028 loss_giou_dn: 0.389605 loss_class_aux_dn: 1.938125 loss_bbox_aux_dn: 0.890975 loss_giou_aux_dn: 2.207420 loss: 15.257473 eta: 1 day, 23:50:59 batch_cost: 0.6187 data_cost: 0.0013 ips: 6.4651 images/s [04/09 10:18:38] ppdet.engine INFO: Epoch: [39] [ 600/7329] learning_rate: 0.000100 loss_class: 0.513777 loss_bbox: 0.131533 loss_giou: 0.356938 loss_class_aux: 3.264774 loss_bbox_aux: 0.876451 loss_giou_aux: 2.214372 loss_class_dn: 0.304539 loss_bbox_dn: 0.132970 loss_giou_dn: 0.320129 loss_class_aux_dn: 1.640015 loss_bbox_aux_dn: 0.801441 loss_giou_aux_dn: 1.763066 loss: 13.215153 eta: 1 day, 23:50:05 batch_cost: 0.5114 data_cost: 0.0014 ips: 7.8210 images/s [04/09 10:19:41] ppdet.engine INFO: Epoch: [39] [ 700/7329] learning_rate: 0.000100 loss_class: 0.613700 loss_bbox: 0.136379 loss_giou: 0.422895 loss_class_aux: 3.836302 loss_bbox_aux: 0.916627 loss_giou_aux: 2.701210 loss_class_dn: 0.338981 loss_bbox_dn: 0.145449 loss_giou_dn: 0.395300 loss_class_aux_dn: 1.829547 loss_bbox_aux_dn: 0.904657 loss_giou_aux_dn: 2.195193 loss: 14.704397 eta: 1 day, 23:49:18 batch_cost: 0.5627 data_cost: 0.0015 ips: 7.1081 images/s [04/09 10:20:40] ppdet.engine INFO: Epoch: [39] [ 800/7329] learning_rate: 0.000100 loss_class: 0.608359 loss_bbox: 0.146414 loss_giou: 0.370070 loss_class_aux: 3.543537 loss_bbox_aux: 0.978719 loss_giou_aux: 2.381114 loss_class_dn: 0.329471 loss_bbox_dn: 0.146104 loss_giou_dn: 0.370115 loss_class_aux_dn: 1.796660 loss_bbox_aux_dn: 0.905802 loss_giou_aux_dn: 2.037855 loss: 14.500568 eta: 1 day, 23:48:25 batch_cost: 0.5229 data_cost: 0.0015 ips: 7.6495 images/s [04/09 10:21:38] ppdet.engine INFO: Epoch: [39] [ 900/7329] learning_rate: 0.000100 loss_class: 0.571433 loss_bbox: 0.148917 loss_giou: 0.379355 loss_class_aux: 3.808617 loss_bbox_aux: 0.962927 loss_giou_aux: 2.350235 loss_class_dn: 0.328894 loss_bbox_dn: 0.147156 loss_giou_dn: 0.386659 loss_class_aux_dn: 1.786279 loss_bbox_aux_dn: 0.919986 loss_giou_aux_dn: 2.151103 loss: 15.032238 eta: 1 day, 23:47:32 batch_cost: 0.5150 data_cost: 0.0014 ips: 7.7667 images/s [04/09 10:22:38] ppdet.engine INFO: Epoch: [39] [1000/7329] learning_rate: 0.000100 loss_class: 0.632469 loss_bbox: 0.130908 loss_giou: 0.416930 loss_class_aux: 3.828695 loss_bbox_aux: 0.877599 loss_giou_aux: 2.727946 loss_class_dn: 0.359637 loss_bbox_dn: 0.141334 loss_giou_dn: 0.421401 loss_class_aux_dn: 1.902971 loss_bbox_aux_dn: 0.826872 loss_giou_aux_dn: 2.341433 loss: 15.230031 eta: 1 day, 23:46:40 batch_cost: 0.5258 data_cost: 0.0015 ips: 7.6069 images/s [04/09 10:23:39] ppdet.engine INFO: Epoch: [39] [1100/7329] learning_rate: 0.000100 loss_class: 0.556289 loss_bbox: 0.117323 loss_giou: 0.333620 loss_class_aux: 3.541948 loss_bbox_aux: 0.787960 loss_giou_aux: 2.149529 loss_class_dn: 0.309871 loss_bbox_dn: 0.134796 loss_giou_dn: 0.327831 loss_class_aux_dn: 1.656551 loss_bbox_aux_dn: 0.777186 loss_giou_aux_dn: 1.849489 loss: 13.253397 eta: 1 day, 23:45:50 batch_cost: 0.5439 data_cost: 0.0015 ips: 7.3545 images/s [04/09 10:24:40] ppdet.engine INFO: Epoch: [39] [1200/7329] learning_rate: 0.000100 loss_class: 0.543802 loss_bbox: 0.130026 loss_giou: 0.348067 loss_class_aux: 3.384816 loss_bbox_aux: 0.880720 loss_giou_aux: 2.259974 loss_class_dn: 0.300717 loss_bbox_dn: 0.142690 loss_giou_dn: 0.323308 loss_class_aux_dn: 1.639347 loss_bbox_aux_dn: 0.831406 loss_giou_aux_dn: 1.783259 loss: 12.869152 eta: 1 day, 23:45:00 batch_cost: 0.5441 data_cost: 0.0013 ips: 7.3514 images/s [04/09 10:25:42] ppdet.engine INFO: Epoch: [39] [1300/7329] learning_rate: 0.000100 loss_class: 0.661158 loss_bbox: 0.143649 loss_giou: 0.383365 loss_class_aux: 4.008576 loss_bbox_aux: 0.920823 loss_giou_aux: 2.425837 loss_class_dn: 0.335882 loss_bbox_dn: 0.142314 loss_giou_dn: 0.354542 loss_class_aux_dn: 1.823470 loss_bbox_aux_dn: 0.838532 loss_giou_aux_dn: 1.972016 loss: 14.359662 eta: 1 day, 23:44:12 batch_cost: 0.5573 data_cost: 0.0015 ips: 7.1770 images/s [04/09 10:26:42] ppdet.engine INFO: Epoch: [39] [1400/7329] learning_rate: 0.000100 loss_class: 0.614786 loss_bbox: 0.133572 loss_giou: 0.448262 loss_class_aux: 4.003998 loss_bbox_aux: 0.928812 loss_giou_aux: 2.847652 loss_class_dn: 0.348906 loss_bbox_dn: 0.135118 loss_giou_dn: 0.433544 loss_class_aux_dn: 1.865317 loss_bbox_aux_dn: 0.813820 loss_giou_aux_dn: 2.360170 loss: 15.260504 eta: 1 day, 23:43:20 batch_cost: 0.5271 data_cost: 0.0014 ips: 7.5890 images/s [04/09 10:27:51] ppdet.engine INFO: Epoch: [39] [1500/7329] learning_rate: 0.000100 loss_class: 0.581582 loss_bbox: 0.148417 loss_giou: 0.425101 loss_class_aux: 3.803450 loss_bbox_aux: 0.999109 loss_giou_aux: 2.821208 loss_class_dn: 0.348558 loss_bbox_dn: 0.150155 loss_giou_dn: 0.419247 loss_class_aux_dn: 1.867279 loss_bbox_aux_dn: 0.921930 loss_giou_aux_dn: 2.265818 loss: 15.567640 eta: 1 day, 23:42:39 batch_cost: 0.6184 data_cost: 0.0017 ips: 6.4681 images/s [04/09 10:28:47] ppdet.engine INFO: Epoch: [39] [1600/7329] learning_rate: 0.000100 loss_class: 0.606369 loss_bbox: 0.152797 loss_giou: 0.374471 loss_class_aux: 3.983806 loss_bbox_aux: 0.961112 loss_giou_aux: 2.421005 loss_class_dn: 0.346040 loss_bbox_dn: 0.157195 loss_giou_dn: 0.374707 loss_class_aux_dn: 1.860369 loss_bbox_aux_dn: 0.909564 loss_giou_aux_dn: 2.152519 loss: 14.883461 eta: 1 day, 23:41:44 batch_cost: 0.5005 data_cost: 0.0013 ips: 7.9926 images/s [04/09 10:29:47] ppdet.engine INFO: Epoch: [39] [1700/7329] learning_rate: 0.000100 loss_class: 0.596631 loss_bbox: 0.135788 loss_giou: 0.441053 loss_class_aux: 3.632608 loss_bbox_aux: 0.887399 loss_giou_aux: 2.764879 loss_class_dn: 0.359641 loss_bbox_dn: 0.154869 loss_giou_dn: 0.417936 loss_class_aux_dn: 1.952392 loss_bbox_aux_dn: 0.868380 loss_giou_aux_dn: 2.337465 loss: 14.844152 eta: 1 day, 23:40:53 batch_cost: 0.5378 data_cost: 0.0013 ips: 7.4379 images/s [04/09 10:30:42] ppdet.engine INFO: Epoch: [39] [1800/7329] learning_rate: 0.000100 loss_class: 0.580573 loss_bbox: 0.136689 loss_giou: 0.431341 loss_class_aux: 3.747983 loss_bbox_aux: 0.890563 loss_giou_aux: 2.712885 loss_class_dn: 0.320417 loss_bbox_dn: 0.145035 loss_giou_dn: 0.373159 loss_class_aux_dn: 1.762126 loss_bbox_aux_dn: 0.859037 loss_giou_aux_dn: 2.111161 loss: 14.286530 eta: 1 day, 23:39:56 batch_cost: 0.4841 data_cost: 0.0015 ips: 8.2635 images/s [04/09 10:31:36] ppdet.engine INFO: Epoch: [39] [1900/7329] learning_rate: 0.000100 loss_class: 0.615587 loss_bbox: 0.138923 loss_giou: 0.437303 loss_class_aux: 3.940737 loss_bbox_aux: 0.859325 loss_giou_aux: 2.700135 loss_class_dn: 0.344867 loss_bbox_dn: 0.143854 loss_giou_dn: 0.426045 loss_class_aux_dn: 1.835034 loss_bbox_aux_dn: 0.858824 loss_giou_aux_dn: 2.268254 loss: 15.328737 eta: 1 day, 23:38:59 batch_cost: 0.4790 data_cost: 0.0013 ips: 8.3499 images/s [04/09 10:32:35] ppdet.engine INFO: Epoch: [39] [2000/7329] learning_rate: 0.000100 loss_class: 0.534433 loss_bbox: 0.125605 loss_giou: 0.283330 loss_class_aux: 3.458997 loss_bbox_aux: 0.813890 loss_giou_aux: 1.806489 loss_class_dn: 0.281167 loss_bbox_dn: 0.128717 loss_giou_dn: 0.281425 loss_class_aux_dn: 1.575674 loss_bbox_aux_dn: 0.785568 loss_giou_aux_dn: 1.605170 loss: 11.859949 eta: 1 day, 23:38:07 batch_cost: 0.5232 data_cost: 0.0015 ips: 7.6452 images/s [04/09 10:33:34] ppdet.engine INFO: Epoch: [39] [2100/7329] learning_rate: 0.000100 loss_class: 0.600370 loss_bbox: 0.139742 loss_giou: 0.411082 loss_class_aux: 3.804930 loss_bbox_aux: 0.909395 loss_giou_aux: 2.638036 loss_class_dn: 0.335520 loss_bbox_dn: 0.144396 loss_giou_dn: 0.376662 loss_class_aux_dn: 1.829968 loss_bbox_aux_dn: 0.831390 loss_giou_aux_dn: 2.126253 loss: 14.322691 eta: 1 day, 23:37:14 batch_cost: 0.5204 data_cost: 0.0014 ips: 7.6871 images/s [04/09 10:34:28] ppdet.engine INFO: Epoch: [39] [2200/7329] learning_rate: 0.000100 loss_class: 0.549752 loss_bbox: 0.122470 loss_giou: 0.353643 loss_class_aux: 3.626580 loss_bbox_aux: 0.807074 loss_giou_aux: 2.253865 loss_class_dn: 0.300101 loss_bbox_dn: 0.138268 loss_giou_dn: 0.355522 loss_class_aux_dn: 1.597037 loss_bbox_aux_dn: 0.835441 loss_giou_aux_dn: 1.949335 loss: 12.880436 eta: 1 day, 23:36:17 batch_cost: 0.4788 data_cost: 0.0014 ips: 8.3549 images/s [04/09 10:35:30] ppdet.engine INFO: Epoch: [39] [2300/7329] learning_rate: 0.000100 loss_class: 0.588888 loss_bbox: 0.134418 loss_giou: 0.354467 loss_class_aux: 3.752547 loss_bbox_aux: 0.849854 loss_giou_aux: 2.259899 loss_class_dn: 0.334487 loss_bbox_dn: 0.131522 loss_giou_dn: 0.354656 loss_class_aux_dn: 1.833489 loss_bbox_aux_dn: 0.790514 loss_giou_aux_dn: 1.931799 loss: 14.026541 eta: 1 day, 23:35:28 batch_cost: 0.5593 data_cost: 0.0013 ips: 7.1522 images/s [04/09 10:36:30] ppdet.engine INFO: Epoch: [39] [2400/7329] learning_rate: 0.000100 loss_class: 0.564215 loss_bbox: 0.131386 loss_giou: 0.374485 loss_class_aux: 3.606085 loss_bbox_aux: 0.819611 loss_giou_aux: 2.456654 loss_class_dn: 0.309055 loss_bbox_dn: 0.134132 loss_giou_dn: 0.363693 loss_class_aux_dn: 1.681083 loss_bbox_aux_dn: 0.830643 loss_giou_aux_dn: 2.033088 loss: 14.760340 eta: 1 day, 23:34:38 batch_cost: 0.5397 data_cost: 0.0013 ips: 7.4112 images/s [04/09 10:37:31] ppdet.engine INFO: Epoch: [39] [2500/7329] learning_rate: 0.000100 loss_class: 0.638837 loss_bbox: 0.139896 loss_giou: 0.426634 loss_class_aux: 4.009139 loss_bbox_aux: 0.912332 loss_giou_aux: 2.671068 loss_class_dn: 0.365585 loss_bbox_dn: 0.136690 loss_giou_dn: 0.412014 loss_class_aux_dn: 1.969592 loss_bbox_aux_dn: 0.823201 loss_giou_aux_dn: 2.276912 loss: 15.774210 eta: 1 day, 23:33:48 batch_cost: 0.5449 data_cost: 0.0013 ips: 7.3404 images/s [04/09 10:38:35] ppdet.engine INFO: Epoch: [39] [2600/7329] learning_rate: 0.000100 loss_class: 0.618760 loss_bbox: 0.146358 loss_giou: 0.417896 loss_class_aux: 3.873588 loss_bbox_aux: 0.995929 loss_giou_aux: 2.684289 loss_class_dn: 0.358496 loss_bbox_dn: 0.155152 loss_giou_dn: 0.404200 loss_class_aux_dn: 1.899949 loss_bbox_aux_dn: 0.910202 loss_giou_aux_dn: 2.249609 loss: 15.178699 eta: 1 day, 23:33:03 batch_cost: 0.5822 data_cost: 0.0013 ips: 6.8711 images/s [04/09 10:39:31] ppdet.engine INFO: Epoch: [39] [2700/7329] learning_rate: 0.000100 loss_class: 0.567751 loss_bbox: 0.136594 loss_giou: 0.356367 loss_class_aux: 3.612561 loss_bbox_aux: 0.916670 loss_giou_aux: 2.298075 loss_class_dn: 0.323760 loss_bbox_dn: 0.131624 loss_giou_dn: 0.344905 loss_class_aux_dn: 1.800609 loss_bbox_aux_dn: 0.845702 loss_giou_aux_dn: 1.964668 loss: 14.644249 eta: 1 day, 23:32:07 batch_cost: 0.4967 data_cost: 0.0013 ips: 8.0530 images/s [04/09 10:40:33] ppdet.engine INFO: Epoch: [39] [2800/7329] learning_rate: 0.000100 loss_class: 0.604603 loss_bbox: 0.167716 loss_giou: 0.420531 loss_class_aux: 3.895494 loss_bbox_aux: 1.072572 loss_giou_aux: 2.690122 loss_class_dn: 0.387334 loss_bbox_dn: 0.158473 loss_giou_dn: 0.434484 loss_class_aux_dn: 2.086997 loss_bbox_aux_dn: 0.977779 loss_giou_aux_dn: 2.432353 loss: 16.349457 eta: 1 day, 23:31:19 batch_cost: 0.5570 data_cost: 0.0014 ips: 7.1818 images/s [04/09 10:41:30] ppdet.engine INFO: Epoch: [39] [2900/7329] learning_rate: 0.000100 loss_class: 0.532360 loss_bbox: 0.131841 loss_giou: 0.342694 loss_class_aux: 3.379658 loss_bbox_aux: 0.873813 loss_giou_aux: 2.244640 loss_class_dn: 0.299841 loss_bbox_dn: 0.130787 loss_giou_dn: 0.332231 loss_class_aux_dn: 1.626847 loss_bbox_aux_dn: 0.795288 loss_giou_aux_dn: 1.839661 loss: 13.131846 eta: 1 day, 23:30:24 batch_cost: 0.5051 data_cost: 0.0015 ips: 7.9196 images/s [04/09 10:42:29] ppdet.engine INFO: Epoch: [39] [3000/7329] learning_rate: 0.000100 loss_class: 0.587681 loss_bbox: 0.126895 loss_giou: 0.385421 loss_class_aux: 3.795385 loss_bbox_aux: 0.896658 loss_giou_aux: 2.332994 loss_class_dn: 0.321449 loss_bbox_dn: 0.140338 loss_giou_dn: 0.362549 loss_class_aux_dn: 1.704246 loss_bbox_aux_dn: 0.857962 loss_giou_aux_dn: 1.953116 loss: 13.997181 eta: 1 day, 23:29:32 batch_cost: 0.5211 data_cost: 0.0014 ips: 7.6756 images/s [04/09 10:43:23] ppdet.engine INFO: Epoch: [39] [3100/7329] learning_rate: 0.000100 loss_class: 0.549232 loss_bbox: 0.136047 loss_giou: 0.313612 loss_class_aux: 3.565603 loss_bbox_aux: 0.913893 loss_giou_aux: 1.982646 loss_class_dn: 0.275798 loss_bbox_dn: 0.155218 loss_giou_dn: 0.313640 loss_class_aux_dn: 1.522468 loss_bbox_aux_dn: 0.925620 loss_giou_aux_dn: 1.792193 loss: 12.280215 eta: 1 day, 23:28:35 batch_cost: 0.4838 data_cost: 0.0013 ips: 8.2678 images/s [04/09 10:44:21] ppdet.engine INFO: Epoch: [39] [3200/7329] learning_rate: 0.000100 loss_class: 0.655314 loss_bbox: 0.143599 loss_giou: 0.451926 loss_class_aux: 4.092788 loss_bbox_aux: 0.962544 loss_giou_aux: 2.887890 loss_class_dn: 0.354970 loss_bbox_dn: 0.152422 loss_giou_dn: 0.449864 loss_class_aux_dn: 1.874535 loss_bbox_aux_dn: 0.865073 loss_giou_aux_dn: 2.430913 loss: 16.148247 eta: 1 day, 23:27:42 batch_cost: 0.5187 data_cost: 0.0013 ips: 7.7119 images/s [04/09 10:45:20] ppdet.engine INFO: Epoch: [39] [3300/7329] learning_rate: 0.000100 loss_class: 0.579019 loss_bbox: 0.145588 loss_giou: 0.363640 loss_class_aux: 3.722802 loss_bbox_aux: 0.942967 loss_giou_aux: 2.325545 loss_class_dn: 0.336225 loss_bbox_dn: 0.157598 loss_giou_dn: 0.368760 loss_class_aux_dn: 1.775926 loss_bbox_aux_dn: 0.919719 loss_giou_aux_dn: 2.060215 loss: 14.023973 eta: 1 day, 23:26:50 batch_cost: 0.5207 data_cost: 0.0015 ips: 7.6816 images/s [04/09 10:46:21] ppdet.engine INFO: Epoch: [39] [3400/7329] learning_rate: 0.000100 loss_class: 0.483433 loss_bbox: 0.132830 loss_giou: 0.322868 loss_class_aux: 3.120072 loss_bbox_aux: 0.875810 loss_giou_aux: 2.183461 loss_class_dn: 0.283618 loss_bbox_dn: 0.142048 loss_giou_dn: 0.328113 loss_class_aux_dn: 1.527129 loss_bbox_aux_dn: 0.855774 loss_giou_aux_dn: 1.804096 loss: 12.044573 eta: 1 day, 23:26:00 batch_cost: 0.5491 data_cost: 0.0013 ips: 7.2851 images/s [04/09 10:47:20] ppdet.engine INFO: Epoch: [39] [3500/7329] learning_rate: 0.000100 loss_class: 0.570996 loss_bbox: 0.149669 loss_giou: 0.401285 loss_class_aux: 3.587863 loss_bbox_aux: 0.967324 loss_giou_aux: 2.442391 loss_class_dn: 0.340884 loss_bbox_dn: 0.148474 loss_giou_dn: 0.368965 loss_class_aux_dn: 1.819778 loss_bbox_aux_dn: 0.942217 loss_giou_aux_dn: 2.058954 loss: 15.126437 eta: 1 day, 23:25:09 batch_cost: 0.5289 data_cost: 0.0013 ips: 7.5622 images/s [04/09 10:48:16] ppdet.engine INFO: Epoch: [39] [3600/7329] learning_rate: 0.000100 loss_class: 0.568884 loss_bbox: 0.140849 loss_giou: 0.380236 loss_class_aux: 3.708913 loss_bbox_aux: 0.905251 loss_giou_aux: 2.345910 loss_class_dn: 0.342812 loss_bbox_dn: 0.154525 loss_giou_dn: 0.371210 loss_class_aux_dn: 1.844877 loss_bbox_aux_dn: 0.924584 loss_giou_aux_dn: 2.043077 loss: 13.995607 eta: 1 day, 23:24:14 batch_cost: 0.4999 data_cost: 0.0013 ips: 8.0021 images/s [04/09 10:49:11] ppdet.engine INFO: Epoch: [39] [3700/7329] learning_rate: 0.000100 loss_class: 0.552923 loss_bbox: 0.131813 loss_giou: 0.377681 loss_class_aux: 3.487322 loss_bbox_aux: 0.872597 loss_giou_aux: 2.395495 loss_class_dn: 0.313476 loss_bbox_dn: 0.138041 loss_giou_dn: 0.364186 loss_class_aux_dn: 1.680122 loss_bbox_aux_dn: 0.815214 loss_giou_aux_dn: 2.034572 loss: 13.312286 eta: 1 day, 23:23:18 batch_cost: 0.4908 data_cost: 0.0013 ips: 8.1498 images/s [04/09 10:50:07] ppdet.engine INFO: Epoch: [39] [3800/7329] learning_rate: 0.000100 loss_class: 0.550195 loss_bbox: 0.120327 loss_giou: 0.414063 loss_class_aux: 3.555003 loss_bbox_aux: 0.819025 loss_giou_aux: 2.568786 loss_class_dn: 0.328081 loss_bbox_dn: 0.120312 loss_giou_dn: 0.359221 loss_class_aux_dn: 1.752805 loss_bbox_aux_dn: 0.767110 loss_giou_aux_dn: 2.010972 loss: 14.263479 eta: 1 day, 23:22:22 batch_cost: 0.4950 data_cost: 0.0014 ips: 8.0804 images/s [04/09 10:51:05] ppdet.engine INFO: Epoch: [39] [3900/7329] learning_rate: 0.000100 loss_class: 0.538849 loss_bbox: 0.134144 loss_giou: 0.399213 loss_class_aux: 3.327561 loss_bbox_aux: 0.878595 loss_giou_aux: 2.586833 loss_class_dn: 0.326386 loss_bbox_dn: 0.141746 loss_giou_dn: 0.351937 loss_class_aux_dn: 1.733859 loss_bbox_aux_dn: 0.798650 loss_giou_aux_dn: 2.023095 loss: 14.337198 eta: 1 day, 23:21:30 batch_cost: 0.5208 data_cost: 0.0013 ips: 7.6804 images/s [04/09 10:52:03] ppdet.engine INFO: Epoch: [39] [4000/7329] learning_rate: 0.000100 loss_class: 0.550302 loss_bbox: 0.146544 loss_giou: 0.407535 loss_class_aux: 3.442590 loss_bbox_aux: 0.900285 loss_giou_aux: 2.547716 loss_class_dn: 0.336026 loss_bbox_dn: 0.142816 loss_giou_dn: 0.375189 loss_class_aux_dn: 1.813479 loss_bbox_aux_dn: 0.847753 loss_giou_aux_dn: 2.053139 loss: 14.237159 eta: 1 day, 23:20:37 batch_cost: 0.5159 data_cost: 0.0013 ips: 7.7540 images/s [04/09 10:52:58] ppdet.engine INFO: Epoch: [39] [4100/7329] learning_rate: 0.000100 loss_class: 0.581032 loss_bbox: 0.127573 loss_giou: 0.390951 loss_class_aux: 3.642805 loss_bbox_aux: 0.867823 loss_giou_aux: 2.412754 loss_class_dn: 0.334201 loss_bbox_dn: 0.132194 loss_giou_dn: 0.366597 loss_class_aux_dn: 1.782161 loss_bbox_aux_dn: 0.814420 loss_giou_aux_dn: 2.094719 loss: 13.834067 eta: 1 day, 23:19:41 batch_cost: 0.4956 data_cost: 0.0014 ips: 8.0703 images/s [04/09 10:54:02] ppdet.engine INFO: Epoch: [39] [4200/7329] learning_rate: 0.000100 loss_class: 0.485037 loss_bbox: 0.129375 loss_giou: 0.290991 loss_class_aux: 3.145614 loss_bbox_aux: 0.904918 loss_giou_aux: 1.962227 loss_class_dn: 0.300986 loss_bbox_dn: 0.138132 loss_giou_dn: 0.302839 loss_class_aux_dn: 1.651660 loss_bbox_aux_dn: 0.801141 loss_giou_aux_dn: 1.724990 loss: 12.479622 eta: 1 day, 23:18:52 batch_cost: 0.5552 data_cost: 0.0017 ips: 7.2051 images/s [04/09 10:55:01] ppdet.engine INFO: Epoch: [39] [4300/7329] learning_rate: 0.000100 loss_class: 0.554104 loss_bbox: 0.127181 loss_giou: 0.375481 loss_class_aux: 3.594377 loss_bbox_aux: 0.796073 loss_giou_aux: 2.442063 loss_class_dn: 0.298651 loss_bbox_dn: 0.140251 loss_giou_dn: 0.370314 loss_class_aux_dn: 1.608012 loss_bbox_aux_dn: 0.877161 loss_giou_aux_dn: 2.040828 loss: 13.294481 eta: 1 day, 23:18:01 batch_cost: 0.5273 data_cost: 0.0013 ips: 7.5862 images/s [04/09 10:55:57] ppdet.engine INFO: Epoch: [39] [4400/7329] learning_rate: 0.000100 loss_class: 0.568879 loss_bbox: 0.123775 loss_giou: 0.381121 loss_class_aux: 3.627580 loss_bbox_aux: 0.815969 loss_giou_aux: 2.417443 loss_class_dn: 0.334240 loss_bbox_dn: 0.128348 loss_giou_dn: 0.370037 loss_class_aux_dn: 1.786962 loss_bbox_aux_dn: 0.776443 loss_giou_aux_dn: 2.079765 loss: 13.934731 eta: 1 day, 23:17:06 batch_cost: 0.5018 data_cost: 0.0014 ips: 7.9717 images/s [04/09 10:56:55] ppdet.engine INFO: Epoch: [39] [4500/7329] learning_rate: 0.000100 loss_class: 0.562080 loss_bbox: 0.137430 loss_giou: 0.366713 loss_class_aux: 3.676181 loss_bbox_aux: 0.914912 loss_giou_aux: 2.303979 loss_class_dn: 0.328183 loss_bbox_dn: 0.153641 loss_giou_dn: 0.358530 loss_class_aux_dn: 1.813911 loss_bbox_aux_dn: 0.893808 loss_giou_aux_dn: 1.989494 loss: 13.991263 eta: 1 day, 23:16:13 batch_cost: 0.5170 data_cost: 0.0014 ips: 7.7367 images/s [04/09 10:57:55] ppdet.engine INFO: Epoch: [39] [4600/7329] learning_rate: 0.000100 loss_class: 0.583952 loss_bbox: 0.139364 loss_giou: 0.337344 loss_class_aux: 3.523430 loss_bbox_aux: 0.963199 loss_giou_aux: 2.132083 loss_class_dn: 0.310749 loss_bbox_dn: 0.143024 loss_giou_dn: 0.328828 loss_class_aux_dn: 1.676119 loss_bbox_aux_dn: 0.829811 loss_giou_aux_dn: 1.758186 loss: 13.729366 eta: 1 day, 23:15:22 batch_cost: 0.5399 data_cost: 0.0017 ips: 7.4087 images/s [04/09 10:58:51] ppdet.engine INFO: Epoch: [39] [4700/7329] learning_rate: 0.000100 loss_class: 0.590796 loss_bbox: 0.141786 loss_giou: 0.379323 loss_class_aux: 3.749832 loss_bbox_aux: 0.920303 loss_giou_aux: 2.459047 loss_class_dn: 0.329048 loss_bbox_dn: 0.147491 loss_giou_dn: 0.347886 loss_class_aux_dn: 1.761621 loss_bbox_aux_dn: 0.875807 loss_giou_aux_dn: 1.953009 loss: 13.729300 eta: 1 day, 23:14:27 batch_cost: 0.4929 data_cost: 0.0014 ips: 8.1153 images/s [04/09 10:59:46] ppdet.engine INFO: Epoch: [39] [4800/7329] learning_rate: 0.000100 loss_class: 0.578097 loss_bbox: 0.135592 loss_giou: 0.431580 loss_class_aux: 3.747729 loss_bbox_aux: 0.890101 loss_giou_aux: 2.640954 loss_class_dn: 0.332784 loss_bbox_dn: 0.141056 loss_giou_dn: 0.398621 loss_class_aux_dn: 1.795173 loss_bbox_aux_dn: 0.881064 loss_giou_aux_dn: 2.135448 loss: 13.594731 eta: 1 day, 23:13:31 batch_cost: 0.4921 data_cost: 0.0014 ips: 8.1291 images/s [04/09 11:00:43] ppdet.engine INFO: Epoch: [39] [4900/7329] learning_rate: 0.000100 loss_class: 0.612838 loss_bbox: 0.142498 loss_giou: 0.392663 loss_class_aux: 3.773328 loss_bbox_aux: 0.973445 loss_giou_aux: 2.521029 loss_class_dn: 0.329310 loss_bbox_dn: 0.162039 loss_giou_dn: 0.403346 loss_class_aux_dn: 1.799085 loss_bbox_aux_dn: 0.969835 loss_giou_aux_dn: 2.249576 loss: 14.888277 eta: 1 day, 23:12:36 batch_cost: 0.5035 data_cost: 0.0013 ips: 7.9443 images/s [04/09 11:01:43] ppdet.engine INFO: Epoch: [39] [5000/7329] learning_rate: 0.000100 loss_class: 0.614130 loss_bbox: 0.144532 loss_giou: 0.450069 loss_class_aux: 3.965748 loss_bbox_aux: 0.939071 loss_giou_aux: 2.760844 loss_class_dn: 0.343312 loss_bbox_dn: 0.149086 loss_giou_dn: 0.418319 loss_class_aux_dn: 1.832665 loss_bbox_aux_dn: 0.891152 loss_giou_aux_dn: 2.325585 loss: 16.334057 eta: 1 day, 23:11:46 batch_cost: 0.5359 data_cost: 0.0015 ips: 7.4646 images/s [04/09 11:02:39] ppdet.engine INFO: Epoch: [39] [5100/7329] learning_rate: 0.000100 loss_class: 0.614474 loss_bbox: 0.137762 loss_giou: 0.391054 loss_class_aux: 4.024769 loss_bbox_aux: 0.912747 loss_giou_aux: 2.470369 loss_class_dn: 0.318639 loss_bbox_dn: 0.145715 loss_giou_dn: 0.373278 loss_class_aux_dn: 1.737583 loss_bbox_aux_dn: 0.827668 loss_giou_aux_dn: 2.016732 loss: 14.112410 eta: 1 day, 23:10:51 batch_cost: 0.5003 data_cost: 0.0014 ips: 7.9953 images/s [04/09 11:03:38] ppdet.engine INFO: Epoch: [39] [5200/7329] learning_rate: 0.000100 loss_class: 0.566318 loss_bbox: 0.156398 loss_giou: 0.339060 loss_class_aux: 3.577518 loss_bbox_aux: 0.997492 loss_giou_aux: 2.156899 loss_class_dn: 0.310268 loss_bbox_dn: 0.153106 loss_giou_dn: 0.321838 loss_class_aux_dn: 1.703088 loss_bbox_aux_dn: 0.926008 loss_giou_aux_dn: 1.837771 loss: 13.449310 eta: 1 day, 23:09:59 batch_cost: 0.5275 data_cost: 0.0014 ips: 7.5831 images/s [04/09 11:04:34] ppdet.engine INFO: Epoch: [39] [5300/7329] learning_rate: 0.000100 loss_class: 0.597704 loss_bbox: 0.165813 loss_giou: 0.380855 loss_class_aux: 3.716864 loss_bbox_aux: 1.052398 loss_giou_aux: 2.501438 loss_class_dn: 0.322962 loss_bbox_dn: 0.162586 loss_giou_dn: 0.387777 loss_class_aux_dn: 1.725258 loss_bbox_aux_dn: 0.971071 loss_giou_aux_dn: 2.098529 loss: 14.622374 eta: 1 day, 23:09:04 batch_cost: 0.5023 data_cost: 0.0015 ips: 7.9628 images/s [04/09 11:05:29] ppdet.engine INFO: Epoch: [39] [5400/7329] learning_rate: 0.000100 loss_class: 0.629956 loss_bbox: 0.154465 loss_giou: 0.410247 loss_class_aux: 3.996684 loss_bbox_aux: 1.008093 loss_giou_aux: 2.693470 loss_class_dn: 0.359875 loss_bbox_dn: 0.147180 loss_giou_dn: 0.400747 loss_class_aux_dn: 1.954051 loss_bbox_aux_dn: 0.909329 loss_giou_aux_dn: 2.233255 loss: 15.191833 eta: 1 day, 23:08:08 batch_cost: 0.4891 data_cost: 0.0014 ips: 8.1791 images/s [04/09 11:06:25] ppdet.engine INFO: Epoch: [39] [5500/7329] learning_rate: 0.000100 loss_class: 0.607390 loss_bbox: 0.137447 loss_giou: 0.415462 loss_class_aux: 3.797215 loss_bbox_aux: 0.903673 loss_giou_aux: 2.574007 loss_class_dn: 0.340883 loss_bbox_dn: 0.145564 loss_giou_dn: 0.389444 loss_class_aux_dn: 1.833302 loss_bbox_aux_dn: 0.871014 loss_giou_aux_dn: 2.128061 loss: 14.308858 eta: 1 day, 23:07:13 batch_cost: 0.4937 data_cost: 0.0014 ips: 8.1013 images/s [04/09 11:07:25] ppdet.engine INFO: Epoch: [39] [5600/7329] learning_rate: 0.000100 loss_class: 0.619189 loss_bbox: 0.141448 loss_giou: 0.344264 loss_class_aux: 3.922197 loss_bbox_aux: 0.943591 loss_giou_aux: 2.120399 loss_class_dn: 0.293738 loss_bbox_dn: 0.162797 loss_giou_dn: 0.319675 loss_class_aux_dn: 1.630048 loss_bbox_aux_dn: 0.947370 loss_giou_aux_dn: 1.776034 loss: 13.333369 eta: 1 day, 23:06:21 batch_cost: 0.5326 data_cost: 0.0014 ips: 7.5100 images/s [04/09 11:08:27] ppdet.engine INFO: Epoch: [39] [5700/7329] learning_rate: 0.000100 loss_class: 0.546030 loss_bbox: 0.131565 loss_giou: 0.352045 loss_class_aux: 3.581139 loss_bbox_aux: 0.866880 loss_giou_aux: 2.235288 loss_class_dn: 0.295115 loss_bbox_dn: 0.141391 loss_giou_dn: 0.331291 loss_class_aux_dn: 1.557125 loss_bbox_aux_dn: 0.828529 loss_giou_aux_dn: 1.839982 loss: 13.464785 eta: 1 day, 23:05:33 batch_cost: 0.5610 data_cost: 0.0013 ips: 7.1301 images/s [04/09 11:09:27] ppdet.engine INFO: Epoch: [39] [5800/7329] learning_rate: 0.000100 loss_class: 0.608922 loss_bbox: 0.132254 loss_giou: 0.371131 loss_class_aux: 3.745344 loss_bbox_aux: 0.825473 loss_giou_aux: 2.344086 loss_class_dn: 0.305793 loss_bbox_dn: 0.140062 loss_giou_dn: 0.358574 loss_class_aux_dn: 1.665839 loss_bbox_aux_dn: 0.809568 loss_giou_aux_dn: 2.030186 loss: 13.457487 eta: 1 day, 23:04:42 batch_cost: 0.5304 data_cost: 0.0014 ips: 7.5414 images/s [04/09 11:10:22] ppdet.engine INFO: Epoch: [39] [5900/7329] learning_rate: 0.000100 loss_class: 0.613183 loss_bbox: 0.146115 loss_giou: 0.444544 loss_class_aux: 3.895807 loss_bbox_aux: 0.982602 loss_giou_aux: 2.804124 loss_class_dn: 0.358004 loss_bbox_dn: 0.162432 loss_giou_dn: 0.446113 loss_class_aux_dn: 1.945029 loss_bbox_aux_dn: 0.959183 loss_giou_aux_dn: 2.413836 loss: 15.974710 eta: 1 day, 23:03:46 batch_cost: 0.4923 data_cost: 0.0013 ips: 8.1255 images/s [04/09 11:11:24] ppdet.engine INFO: Epoch: [39] [6000/7329] learning_rate: 0.000100 loss_class: 0.654889 loss_bbox: 0.151123 loss_giou: 0.424055 loss_class_aux: 4.150557 loss_bbox_aux: 0.993405 loss_giou_aux: 2.758690 loss_class_dn: 0.349279 loss_bbox_dn: 0.171844 loss_giou_dn: 0.437338 loss_class_aux_dn: 1.883205 loss_bbox_aux_dn: 0.994635 loss_giou_aux_dn: 2.397862 loss: 15.219421 eta: 1 day, 23:02:56 batch_cost: 0.5421 data_cost: 0.0017 ips: 7.3789 images/s [04/09 11:12:23] ppdet.engine INFO: Epoch: [39] [6100/7329] learning_rate: 0.000100 loss_class: 0.534114 loss_bbox: 0.128396 loss_giou: 0.364423 loss_class_aux: 3.391633 loss_bbox_aux: 0.808711 loss_giou_aux: 2.290492 loss_class_dn: 0.305741 loss_bbox_dn: 0.140273 loss_giou_dn: 0.323746 loss_class_aux_dn: 1.676413 loss_bbox_aux_dn: 0.825323 loss_giou_aux_dn: 1.809049 loss: 13.015942 eta: 1 day, 23:02:05 batch_cost: 0.5335 data_cost: 0.0014 ips: 7.4973 images/s [04/09 11:13:24] ppdet.engine INFO: Epoch: [39] [6200/7329] learning_rate: 0.000100 loss_class: 0.542629 loss_bbox: 0.124613 loss_giou: 0.362884 loss_class_aux: 3.420383 loss_bbox_aux: 0.843666 loss_giou_aux: 2.277242 loss_class_dn: 0.297071 loss_bbox_dn: 0.141701 loss_giou_dn: 0.335659 loss_class_aux_dn: 1.587867 loss_bbox_aux_dn: 0.835660 loss_giou_aux_dn: 1.835353 loss: 12.568172 eta: 1 day, 23:01:15 batch_cost: 0.5501 data_cost: 0.0013 ips: 7.2717 images/s [04/09 11:14:21] ppdet.engine INFO: Epoch: [39] [6300/7329] learning_rate: 0.000100 loss_class: 0.570406 loss_bbox: 0.132423 loss_giou: 0.335391 loss_class_aux: 3.694337 loss_bbox_aux: 0.925235 loss_giou_aux: 2.169522 loss_class_dn: 0.301135 loss_bbox_dn: 0.153847 loss_giou_dn: 0.306416 loss_class_aux_dn: 1.634148 loss_bbox_aux_dn: 0.909132 loss_giou_aux_dn: 1.734434 loss: 13.506155 eta: 1 day, 23:00:21 batch_cost: 0.5066 data_cost: 0.0014 ips: 7.8962 images/s [04/09 11:15:16] ppdet.engine INFO: Epoch: [39] [6400/7329] learning_rate: 0.000100 loss_class: 0.603467 loss_bbox: 0.140043 loss_giou: 0.441192 loss_class_aux: 3.775019 loss_bbox_aux: 0.903604 loss_giou_aux: 2.782382 loss_class_dn: 0.339784 loss_bbox_dn: 0.143118 loss_giou_dn: 0.382818 loss_class_aux_dn: 1.903231 loss_bbox_aux_dn: 0.853055 loss_giou_aux_dn: 2.076476 loss: 14.610064 eta: 1 day, 22:59:25 batch_cost: 0.4885 data_cost: 0.0013 ips: 8.1882 images/s [04/09 11:16:16] ppdet.engine INFO: Epoch: [39] [6500/7329] learning_rate: 0.000100 loss_class: 0.562676 loss_bbox: 0.131621 loss_giou: 0.407354 loss_class_aux: 3.648325 loss_bbox_aux: 0.887259 loss_giou_aux: 2.546640 loss_class_dn: 0.318634 loss_bbox_dn: 0.137638 loss_giou_dn: 0.372845 loss_class_aux_dn: 1.727345 loss_bbox_aux_dn: 0.823289 loss_giou_aux_dn: 2.112782 loss: 14.035388 eta: 1 day, 22:58:34 batch_cost: 0.5356 data_cost: 0.0014 ips: 7.4683 images/s [04/09 11:17:10] ppdet.engine INFO: Epoch: [39] [6600/7329] learning_rate: 0.000100 loss_class: 0.536157 loss_bbox: 0.127018 loss_giou: 0.366866 loss_class_aux: 3.304031 loss_bbox_aux: 0.860863 loss_giou_aux: 2.314851 loss_class_dn: 0.295788 loss_bbox_dn: 0.146432 loss_giou_dn: 0.347228 loss_class_aux_dn: 1.563760 loss_bbox_aux_dn: 0.847784 loss_giou_aux_dn: 1.907802 loss: 13.019470 eta: 1 day, 22:57:37 batch_cost: 0.4795 data_cost: 0.0014 ips: 8.3415 images/s [04/09 11:18:09] ppdet.engine INFO: Epoch: [39] [6700/7329] learning_rate: 0.000100 loss_class: 0.613965 loss_bbox: 0.163732 loss_giou: 0.429073 loss_class_aux: 4.028532 loss_bbox_aux: 1.072883 loss_giou_aux: 2.642199 loss_class_dn: 0.345301 loss_bbox_dn: 0.172341 loss_giou_dn: 0.402758 loss_class_aux_dn: 1.887775 loss_bbox_aux_dn: 1.003156 loss_giou_aux_dn: 2.160419 loss: 14.935755 eta: 1 day, 22:56:45 batch_cost: 0.5224 data_cost: 0.0014 ips: 7.6574 images/s [04/09 11:19:10] ppdet.engine INFO: Epoch: [39] [6800/7329] learning_rate: 0.000100 loss_class: 0.609198 loss_bbox: 0.149786 loss_giou: 0.406052 loss_class_aux: 3.880270 loss_bbox_aux: 0.925786 loss_giou_aux: 2.543656 loss_class_dn: 0.332131 loss_bbox_dn: 0.151612 loss_giou_dn: 0.377296 loss_class_aux_dn: 1.800484 loss_bbox_aux_dn: 0.925774 loss_giou_aux_dn: 2.077088 loss: 13.716677 eta: 1 day, 22:55:55 batch_cost: 0.5476 data_cost: 0.0013 ips: 7.3045 images/s [04/09 11:20:09] ppdet.engine INFO: Epoch: [39] [6900/7329] learning_rate: 0.000100 loss_class: 0.633625 loss_bbox: 0.131999 loss_giou: 0.379870 loss_class_aux: 3.796765 loss_bbox_aux: 0.886346 loss_giou_aux: 2.483987 loss_class_dn: 0.329059 loss_bbox_dn: 0.143916 loss_giou_dn: 0.361177 loss_class_aux_dn: 1.778498 loss_bbox_aux_dn: 0.853664 loss_giou_aux_dn: 1.999827 loss: 13.857104 eta: 1 day, 22:55:04 batch_cost: 0.5300 data_cost: 0.0015 ips: 7.5471 images/s [04/09 11:21:07] ppdet.engine INFO: Epoch: [39] [7000/7329] learning_rate: 0.000100 loss_class: 0.558032 loss_bbox: 0.145218 loss_giou: 0.352959 loss_class_aux: 3.360473 loss_bbox_aux: 0.881691 loss_giou_aux: 2.263036 loss_class_dn: 0.296487 loss_bbox_dn: 0.152998 loss_giou_dn: 0.346943 loss_class_aux_dn: 1.605085 loss_bbox_aux_dn: 0.920164 loss_giou_aux_dn: 1.929540 loss: 13.057608 eta: 1 day, 22:54:09 batch_cost: 0.5054 data_cost: 0.0015 ips: 7.9150 images/s [04/09 11:22:04] ppdet.engine INFO: Epoch: [39] [7100/7329] learning_rate: 0.000100 loss_class: 0.575235 loss_bbox: 0.121895 loss_giou: 0.335669 loss_class_aux: 3.652620 loss_bbox_aux: 0.850248 loss_giou_aux: 2.230858 loss_class_dn: 0.299144 loss_bbox_dn: 0.133241 loss_giou_dn: 0.326838 loss_class_aux_dn: 1.663922 loss_bbox_aux_dn: 0.777093 loss_giou_aux_dn: 1.833813 loss: 13.326956 eta: 1 day, 22:53:16 batch_cost: 0.5140 data_cost: 0.0013 ips: 7.7823 images/s [04/09 11:23:03] ppdet.engine INFO: Epoch: [39] [7200/7329] learning_rate: 0.000100 loss_class: 0.647112 loss_bbox: 0.136802 loss_giou: 0.500788 loss_class_aux: 3.999757 loss_bbox_aux: 0.949833 loss_giou_aux: 3.060297 loss_class_dn: 0.367536 loss_bbox_dn: 0.143167 loss_giou_dn: 0.451398 loss_class_aux_dn: 1.991181 loss_bbox_aux_dn: 0.880493 loss_giou_aux_dn: 2.484162 loss: 16.331356 eta: 1 day, 22:52:24 batch_cost: 0.5233 data_cost: 0.0014 ips: 7.6442 images/s [04/09 11:24:04] ppdet.engine INFO: Epoch: [39] [7300/7329] learning_rate: 0.000100 loss_class: 0.617588 loss_bbox: 0.145985 loss_giou: 0.374431 loss_class_aux: 3.932413 loss_bbox_aux: 0.958258 loss_giou_aux: 2.417126 loss_class_dn: 0.324421 loss_bbox_dn: 0.166916 loss_giou_dn: 0.382355 loss_class_aux_dn: 1.727463 loss_bbox_aux_dn: 0.992240 loss_giou_aux_dn: 2.076629 loss: 14.073679 eta: 1 day, 22:51:33 batch_cost: 0.5381 data_cost: 0.0015 ips: 7.4337 images/s [04/09 11:24:26] ppdet.engine INFO: Eval iter: 0 [04/09 11:24:53] ppdet.engine INFO: Eval iter: 100 [04/09 11:25:18] ppdet.engine INFO: Eval iter: 200 [04/09 11:25:44] ppdet.engine INFO: Eval iter: 300 [04/09 11:26:12] ppdet.engine INFO: Eval iter: 400 [04/09 11:26:39] ppdet.engine INFO: Eval iter: 500 [04/09 11:27:08] ppdet.engine INFO: Eval iter: 600 [04/09 11:27:37] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.75s) creating index... index created! [04/09 11:27:38] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=20.33s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.39s). Accumulating evaluation results... DONE (t=28.99s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.706 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.561 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.327 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.648 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.541 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/09 11:30:22] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.46683565081886 [04/09 11:30:22] ppdet.engine INFO: Best test bbox ap is 0.521. [04/09 11:30:26] ppdet.engine INFO: Epoch: [40] [ 0/7329] learning_rate: 0.000100 loss_class: 0.610358 loss_bbox: 0.143746 loss_giou: 0.410236 loss_class_aux: 3.885560 loss_bbox_aux: 0.958258 loss_giou_aux: 2.581156 loss_class_dn: 0.311543 loss_bbox_dn: 0.159723 loss_giou_dn: 0.384442 loss_class_aux_dn: 1.691470 loss_bbox_aux_dn: 0.978136 loss_giou_aux_dn: 2.119125 loss: 13.621288 eta: 1 day, 22:51:19 batch_cost: 0.5513 data_cost: 0.0015 ips: 7.2552 images/s [04/09 11:31:25] ppdet.engine INFO: Epoch: [40] [ 100/7329] learning_rate: 0.000100 loss_class: 0.549010 loss_bbox: 0.128488 loss_giou: 0.397144 loss_class_aux: 3.559061 loss_bbox_aux: 0.814883 loss_giou_aux: 2.429128 loss_class_dn: 0.334589 loss_bbox_dn: 0.152682 loss_giou_dn: 0.385313 loss_class_aux_dn: 1.770513 loss_bbox_aux_dn: 0.897644 loss_giou_aux_dn: 2.159689 loss: 14.077299 eta: 1 day, 22:50:27 batch_cost: 0.5265 data_cost: 0.0014 ips: 7.5979 images/s [04/09 11:32:21] ppdet.engine INFO: Epoch: [40] [ 200/7329] learning_rate: 0.000100 loss_class: 0.609635 loss_bbox: 0.148875 loss_giou: 0.427974 loss_class_aux: 3.759991 loss_bbox_aux: 1.004929 loss_giou_aux: 2.793012 loss_class_dn: 0.362041 loss_bbox_dn: 0.153437 loss_giou_dn: 0.397522 loss_class_aux_dn: 1.987037 loss_bbox_aux_dn: 0.893758 loss_giou_aux_dn: 2.249096 loss: 15.923065 eta: 1 day, 22:49:33 batch_cost: 0.5023 data_cost: 0.0013 ips: 7.9628 images/s [04/09 11:33:15] ppdet.engine INFO: Epoch: [40] [ 300/7329] learning_rate: 0.000100 loss_class: 0.631909 loss_bbox: 0.151579 loss_giou: 0.412544 loss_class_aux: 3.820971 loss_bbox_aux: 0.986897 loss_giou_aux: 2.676160 loss_class_dn: 0.368356 loss_bbox_dn: 0.160361 loss_giou_dn: 0.385315 loss_class_aux_dn: 1.949829 loss_bbox_aux_dn: 0.998225 loss_giou_aux_dn: 2.141326 loss: 15.383245 eta: 1 day, 22:48:35 batch_cost: 0.4777 data_cost: 0.0013 ips: 8.3742 images/s [04/09 11:34:16] ppdet.engine INFO: Epoch: [40] [ 400/7329] learning_rate: 0.000100 loss_class: 0.555351 loss_bbox: 0.141731 loss_giou: 0.336005 loss_class_aux: 3.519450 loss_bbox_aux: 0.908510 loss_giou_aux: 2.192359 loss_class_dn: 0.306690 loss_bbox_dn: 0.146756 loss_giou_dn: 0.337433 loss_class_aux_dn: 1.636608 loss_bbox_aux_dn: 0.843430 loss_giou_aux_dn: 1.831317 loss: 13.749676 eta: 1 day, 22:47:45 batch_cost: 0.5433 data_cost: 0.0013 ips: 7.3625 images/s [04/09 11:35:14] ppdet.engine INFO: Epoch: [40] [ 500/7329] learning_rate: 0.000100 loss_class: 0.543618 loss_bbox: 0.123070 loss_giou: 0.386869 loss_class_aux: 3.402264 loss_bbox_aux: 0.822832 loss_giou_aux: 2.476892 loss_class_dn: 0.320079 loss_bbox_dn: 0.135534 loss_giou_dn: 0.347280 loss_class_aux_dn: 1.703674 loss_bbox_aux_dn: 0.791988 loss_giou_aux_dn: 1.948316 loss: 13.362684 eta: 1 day, 22:46:52 batch_cost: 0.5148 data_cost: 0.0014 ips: 7.7704 images/s [04/09 11:36:12] ppdet.engine INFO: Epoch: [40] [ 600/7329] learning_rate: 0.000100 loss_class: 0.561657 loss_bbox: 0.137553 loss_giou: 0.419095 loss_class_aux: 3.571679 loss_bbox_aux: 0.916082 loss_giou_aux: 2.679954 loss_class_dn: 0.328974 loss_bbox_dn: 0.141410 loss_giou_dn: 0.390694 loss_class_aux_dn: 1.759398 loss_bbox_aux_dn: 0.845200 loss_giou_aux_dn: 2.156427 loss: 14.426748 eta: 1 day, 22:45:59 batch_cost: 0.5168 data_cost: 0.0014 ips: 7.7405 images/s [04/09 11:37:10] ppdet.engine INFO: Epoch: [40] [ 700/7329] learning_rate: 0.000100 loss_class: 0.497357 loss_bbox: 0.134268 loss_giou: 0.335838 loss_class_aux: 3.148270 loss_bbox_aux: 0.865099 loss_giou_aux: 2.078826 loss_class_dn: 0.279511 loss_bbox_dn: 0.133414 loss_giou_dn: 0.295241 loss_class_aux_dn: 1.525631 loss_bbox_aux_dn: 0.796925 loss_giou_aux_dn: 1.681908 loss: 12.222200 eta: 1 day, 22:45:05 batch_cost: 0.5055 data_cost: 0.0015 ips: 7.9125 images/s [04/09 11:38:08] ppdet.engine INFO: Epoch: [40] [ 800/7329] learning_rate: 0.000100 loss_class: 0.548159 loss_bbox: 0.129041 loss_giou: 0.401412 loss_class_aux: 3.462695 loss_bbox_aux: 0.853327 loss_giou_aux: 2.501537 loss_class_dn: 0.315679 loss_bbox_dn: 0.128764 loss_giou_dn: 0.385955 loss_class_aux_dn: 1.667126 loss_bbox_aux_dn: 0.798969 loss_giou_aux_dn: 2.114785 loss: 13.812423 eta: 1 day, 22:44:12 batch_cost: 0.5159 data_cost: 0.0015 ips: 7.7541 images/s [04/09 11:39:08] ppdet.engine INFO: Epoch: [40] [ 900/7329] learning_rate: 0.000100 loss_class: 0.484113 loss_bbox: 0.126754 loss_giou: 0.399687 loss_class_aux: 3.106015 loss_bbox_aux: 0.844531 loss_giou_aux: 2.600144 loss_class_dn: 0.286335 loss_bbox_dn: 0.136685 loss_giou_dn: 0.388642 loss_class_aux_dn: 1.542658 loss_bbox_aux_dn: 0.794450 loss_giou_aux_dn: 2.123541 loss: 13.594904 eta: 1 day, 22:43:21 batch_cost: 0.5350 data_cost: 0.0015 ips: 7.4762 images/s [04/09 11:40:06] ppdet.engine INFO: Epoch: [40] [1000/7329] learning_rate: 0.000100 loss_class: 0.607475 loss_bbox: 0.135429 loss_giou: 0.401300 loss_class_aux: 3.847376 loss_bbox_aux: 0.917815 loss_giou_aux: 2.494468 loss_class_dn: 0.322990 loss_bbox_dn: 0.143735 loss_giou_dn: 0.378838 loss_class_aux_dn: 1.763002 loss_bbox_aux_dn: 0.852973 loss_giou_aux_dn: 2.073796 loss: 14.362198 eta: 1 day, 22:42:28 batch_cost: 0.5172 data_cost: 0.0013 ips: 7.7339 images/s [04/09 11:41:04] ppdet.engine INFO: Epoch: [40] [1100/7329] learning_rate: 0.000100 loss_class: 0.543169 loss_bbox: 0.146198 loss_giou: 0.344454 loss_class_aux: 3.361078 loss_bbox_aux: 0.920555 loss_giou_aux: 2.264511 loss_class_dn: 0.292188 loss_bbox_dn: 0.148599 loss_giou_dn: 0.321593 loss_class_aux_dn: 1.552321 loss_bbox_aux_dn: 0.887424 loss_giou_aux_dn: 1.837437 loss: 12.500951 eta: 1 day, 22:41:34 batch_cost: 0.5110 data_cost: 0.0013 ips: 7.8272 images/s [04/09 11:42:06] ppdet.engine INFO: Epoch: [40] [1200/7329] learning_rate: 0.000100 loss_class: 0.541055 loss_bbox: 0.140957 loss_giou: 0.408055 loss_class_aux: 3.534557 loss_bbox_aux: 0.955986 loss_giou_aux: 2.544354 loss_class_dn: 0.322411 loss_bbox_dn: 0.148927 loss_giou_dn: 0.392237 loss_class_aux_dn: 1.785075 loss_bbox_aux_dn: 0.889585 loss_giou_aux_dn: 2.132876 loss: 14.558983 eta: 1 day, 22:40:46 batch_cost: 0.5631 data_cost: 0.0014 ips: 7.1037 images/s [04/09 11:43:04] ppdet.engine INFO: Epoch: [40] [1300/7329] learning_rate: 0.000100 loss_class: 0.613862 loss_bbox: 0.140218 loss_giou: 0.399717 loss_class_aux: 3.930293 loss_bbox_aux: 0.882523 loss_giou_aux: 2.500424 loss_class_dn: 0.355830 loss_bbox_dn: 0.143451 loss_giou_dn: 0.385667 loss_class_aux_dn: 1.891135 loss_bbox_aux_dn: 0.849119 loss_giou_aux_dn: 2.183634 loss: 15.341187 eta: 1 day, 22:39:53 batch_cost: 0.5109 data_cost: 0.0013 ips: 7.8287 images/s [04/09 11:44:03] ppdet.engine INFO: Epoch: [40] [1400/7329] learning_rate: 0.000100 loss_class: 0.535564 loss_bbox: 0.121270 loss_giou: 0.345995 loss_class_aux: 3.372311 loss_bbox_aux: 0.840450 loss_giou_aux: 2.213672 loss_class_dn: 0.300187 loss_bbox_dn: 0.136281 loss_giou_dn: 0.319644 loss_class_aux_dn: 1.600606 loss_bbox_aux_dn: 0.844097 loss_giou_aux_dn: 1.815831 loss: 12.723083 eta: 1 day, 22:39:00 batch_cost: 0.5206 data_cost: 0.0015 ips: 7.6837 images/s [04/09 11:45:02] ppdet.engine INFO: Epoch: [40] [1500/7329] learning_rate: 0.000100 loss_class: 0.615314 loss_bbox: 0.152486 loss_giou: 0.450887 loss_class_aux: 3.970185 loss_bbox_aux: 1.000389 loss_giou_aux: 2.947231 loss_class_dn: 0.363670 loss_bbox_dn: 0.149669 loss_giou_dn: 0.414616 loss_class_aux_dn: 1.951367 loss_bbox_aux_dn: 0.906575 loss_giou_aux_dn: 2.274789 loss: 15.700853 eta: 1 day, 22:38:09 batch_cost: 0.5308 data_cost: 0.0015 ips: 7.5362 images/s [04/09 11:45:57] ppdet.engine INFO: Epoch: [40] [1600/7329] learning_rate: 0.000100 loss_class: 0.584453 loss_bbox: 0.135566 loss_giou: 0.427576 loss_class_aux: 3.642632 loss_bbox_aux: 0.859301 loss_giou_aux: 2.816819 loss_class_dn: 0.335115 loss_bbox_dn: 0.133981 loss_giou_dn: 0.399866 loss_class_aux_dn: 1.799358 loss_bbox_aux_dn: 0.815722 loss_giou_aux_dn: 2.301514 loss: 14.221279 eta: 1 day, 22:37:12 batch_cost: 0.4852 data_cost: 0.0014 ips: 8.2448 images/s [04/09 11:46:58] ppdet.engine INFO: Epoch: [40] [1700/7329] learning_rate: 0.000100 loss_class: 0.585189 loss_bbox: 0.130389 loss_giou: 0.329430 loss_class_aux: 3.761027 loss_bbox_aux: 0.912955 loss_giou_aux: 2.095587 loss_class_dn: 0.323293 loss_bbox_dn: 0.166351 loss_giou_dn: 0.335558 loss_class_aux_dn: 1.742684 loss_bbox_aux_dn: 0.987656 loss_giou_aux_dn: 1.943727 loss: 14.001501 eta: 1 day, 22:36:23 batch_cost: 0.5519 data_cost: 0.0013 ips: 7.2481 images/s [04/09 11:48:00] ppdet.engine INFO: Epoch: [40] [1800/7329] learning_rate: 0.000100 loss_class: 0.597563 loss_bbox: 0.139738 loss_giou: 0.377259 loss_class_aux: 3.864841 loss_bbox_aux: 0.934801 loss_giou_aux: 2.393485 loss_class_dn: 0.329580 loss_bbox_dn: 0.143989 loss_giou_dn: 0.381183 loss_class_aux_dn: 1.749715 loss_bbox_aux_dn: 0.838897 loss_giou_aux_dn: 2.119748 loss: 13.340607 eta: 1 day, 22:35:34 batch_cost: 0.5585 data_cost: 0.0013 ips: 7.1616 images/s [04/09 11:48:56] ppdet.engine INFO: Epoch: [40] [1900/7329] learning_rate: 0.000100 loss_class: 0.585171 loss_bbox: 0.142659 loss_giou: 0.391479 loss_class_aux: 3.440896 loss_bbox_aux: 0.957247 loss_giou_aux: 2.464277 loss_class_dn: 0.319785 loss_bbox_dn: 0.150796 loss_giou_dn: 0.350454 loss_class_aux_dn: 1.722408 loss_bbox_aux_dn: 0.908290 loss_giou_aux_dn: 1.940140 loss: 13.226255 eta: 1 day, 22:34:38 batch_cost: 0.4885 data_cost: 0.0014 ips: 8.1877 images/s [04/09 11:49:50] ppdet.engine INFO: Epoch: [40] [2000/7329] learning_rate: 0.000100 loss_class: 0.646927 loss_bbox: 0.157149 loss_giou: 0.394844 loss_class_aux: 4.018683 loss_bbox_aux: 0.989947 loss_giou_aux: 2.543423 loss_class_dn: 0.343227 loss_bbox_dn: 0.163036 loss_giou_dn: 0.398165 loss_class_aux_dn: 1.819524 loss_bbox_aux_dn: 0.980989 loss_giou_aux_dn: 2.228041 loss: 15.432278 eta: 1 day, 22:33:42 batch_cost: 0.4815 data_cost: 0.0013 ips: 8.3069 images/s [04/09 11:50:48] ppdet.engine INFO: Epoch: [40] [2100/7329] learning_rate: 0.000100 loss_class: 0.515645 loss_bbox: 0.143331 loss_giou: 0.332143 loss_class_aux: 3.402424 loss_bbox_aux: 0.912863 loss_giou_aux: 2.124375 loss_class_dn: 0.292559 loss_bbox_dn: 0.136106 loss_giou_dn: 0.314835 loss_class_aux_dn: 1.591448 loss_bbox_aux_dn: 0.847656 loss_giou_aux_dn: 1.736503 loss: 12.528743 eta: 1 day, 22:32:49 batch_cost: 0.5190 data_cost: 0.0013 ips: 7.7074 images/s [04/09 11:51:47] ppdet.engine INFO: Epoch: [40] [2200/7329] learning_rate: 0.000100 loss_class: 0.523506 loss_bbox: 0.126049 loss_giou: 0.342013 loss_class_aux: 3.385994 loss_bbox_aux: 0.851291 loss_giou_aux: 2.233479 loss_class_dn: 0.282675 loss_bbox_dn: 0.136673 loss_giou_dn: 0.313794 loss_class_aux_dn: 1.523829 loss_bbox_aux_dn: 0.799807 loss_giou_aux_dn: 1.752943 loss: 11.975034 eta: 1 day, 22:31:58 batch_cost: 0.5372 data_cost: 0.0012 ips: 7.4462 images/s [04/09 11:52:45] ppdet.engine INFO: Epoch: [40] [2300/7329] learning_rate: 0.000100 loss_class: 0.595175 loss_bbox: 0.142943 loss_giou: 0.447797 loss_class_aux: 3.722015 loss_bbox_aux: 0.890822 loss_giou_aux: 2.800179 loss_class_dn: 0.341931 loss_bbox_dn: 0.154951 loss_giou_dn: 0.421035 loss_class_aux_dn: 1.826784 loss_bbox_aux_dn: 0.885278 loss_giou_aux_dn: 2.367384 loss: 15.480021 eta: 1 day, 22:31:05 batch_cost: 0.5143 data_cost: 0.0012 ips: 7.7770 images/s [04/09 11:53:44] ppdet.engine INFO: Epoch: [40] [2400/7329] learning_rate: 0.000100 loss_class: 0.522839 loss_bbox: 0.142634 loss_giou: 0.360876 loss_class_aux: 3.323532 loss_bbox_aux: 0.917920 loss_giou_aux: 2.321558 loss_class_dn: 0.317749 loss_bbox_dn: 0.134899 loss_giou_dn: 0.366745 loss_class_aux_dn: 1.690794 loss_bbox_aux_dn: 0.797406 loss_giou_aux_dn: 2.081076 loss: 13.918923 eta: 1 day, 22:30:13 batch_cost: 0.5317 data_cost: 0.0014 ips: 7.5226 images/s [04/09 11:54:42] ppdet.engine INFO: Epoch: [40] [2500/7329] learning_rate: 0.000100 loss_class: 0.630382 loss_bbox: 0.153174 loss_giou: 0.343644 loss_class_aux: 4.084696 loss_bbox_aux: 0.981351 loss_giou_aux: 2.328153 loss_class_dn: 0.335677 loss_bbox_dn: 0.171467 loss_giou_dn: 0.360650 loss_class_aux_dn: 1.778066 loss_bbox_aux_dn: 0.985501 loss_giou_aux_dn: 2.097739 loss: 14.760969 eta: 1 day, 22:29:21 batch_cost: 0.5170 data_cost: 0.0014 ips: 7.7362 images/s [04/09 11:55:42] ppdet.engine INFO: Epoch: [40] [2600/7329] learning_rate: 0.000100 loss_class: 0.562773 loss_bbox: 0.134787 loss_giou: 0.372065 loss_class_aux: 3.579150 loss_bbox_aux: 0.872442 loss_giou_aux: 2.478303 loss_class_dn: 0.316791 loss_bbox_dn: 0.154659 loss_giou_dn: 0.379925 loss_class_aux_dn: 1.691710 loss_bbox_aux_dn: 0.942186 loss_giou_aux_dn: 2.066564 loss: 13.784216 eta: 1 day, 22:28:30 batch_cost: 0.5385 data_cost: 0.0014 ips: 7.4274 images/s [04/09 11:56:40] ppdet.engine INFO: Epoch: [40] [2700/7329] learning_rate: 0.000100 loss_class: 0.585758 loss_bbox: 0.129877 loss_giou: 0.374011 loss_class_aux: 3.666703 loss_bbox_aux: 0.863513 loss_giou_aux: 2.376812 loss_class_dn: 0.320671 loss_bbox_dn: 0.123181 loss_giou_dn: 0.343362 loss_class_aux_dn: 1.724218 loss_bbox_aux_dn: 0.762843 loss_giou_aux_dn: 1.931262 loss: 13.679537 eta: 1 day, 22:27:37 batch_cost: 0.5186 data_cost: 0.0015 ips: 7.7126 images/s [04/09 11:57:42] ppdet.engine INFO: Epoch: [40] [2800/7329] learning_rate: 0.000100 loss_class: 0.584875 loss_bbox: 0.150952 loss_giou: 0.399493 loss_class_aux: 3.690538 loss_bbox_aux: 0.992442 loss_giou_aux: 2.528134 loss_class_dn: 0.337339 loss_bbox_dn: 0.145692 loss_giou_dn: 0.376618 loss_class_aux_dn: 1.818722 loss_bbox_aux_dn: 0.897940 loss_giou_aux_dn: 2.135427 loss: 14.253465 eta: 1 day, 22:26:47 batch_cost: 0.5478 data_cost: 0.0014 ips: 7.3014 images/s [04/09 11:58:37] ppdet.engine INFO: Epoch: [40] [2900/7329] learning_rate: 0.000100 loss_class: 0.592560 loss_bbox: 0.142139 loss_giou: 0.363948 loss_class_aux: 3.713611 loss_bbox_aux: 0.935565 loss_giou_aux: 2.421446 loss_class_dn: 0.321645 loss_bbox_dn: 0.140412 loss_giou_dn: 0.352290 loss_class_aux_dn: 1.736138 loss_bbox_aux_dn: 0.858278 loss_giou_aux_dn: 1.970967 loss: 13.945339 eta: 1 day, 22:25:52 batch_cost: 0.4963 data_cost: 0.0013 ips: 8.0597 images/s [04/09 11:59:32] ppdet.engine INFO: Epoch: [40] [3000/7329] learning_rate: 0.000100 loss_class: 0.600237 loss_bbox: 0.162980 loss_giou: 0.419691 loss_class_aux: 3.722829 loss_bbox_aux: 1.044678 loss_giou_aux: 2.682726 loss_class_dn: 0.351468 loss_bbox_dn: 0.161050 loss_giou_dn: 0.383526 loss_class_aux_dn: 1.870278 loss_bbox_aux_dn: 0.939274 loss_giou_aux_dn: 2.103221 loss: 14.725542 eta: 1 day, 22:24:55 batch_cost: 0.4814 data_cost: 0.0018 ips: 8.3099 images/s [04/09 12:00:31] ppdet.engine INFO: Epoch: [40] [3100/7329] learning_rate: 0.000100 loss_class: 0.556090 loss_bbox: 0.139450 loss_giou: 0.405260 loss_class_aux: 3.569379 loss_bbox_aux: 0.935066 loss_giou_aux: 2.575237 loss_class_dn: 0.329566 loss_bbox_dn: 0.154716 loss_giou_dn: 0.371283 loss_class_aux_dn: 1.709975 loss_bbox_aux_dn: 0.913372 loss_giou_aux_dn: 2.103167 loss: 14.514639 eta: 1 day, 22:24:03 batch_cost: 0.5255 data_cost: 0.0013 ips: 7.6125 images/s [04/09 12:01:28] ppdet.engine INFO: Epoch: [40] [3200/7329] learning_rate: 0.000100 loss_class: 0.536202 loss_bbox: 0.145421 loss_giou: 0.362147 loss_class_aux: 3.478220 loss_bbox_aux: 0.921652 loss_giou_aux: 2.234934 loss_class_dn: 0.284411 loss_bbox_dn: 0.145597 loss_giou_dn: 0.331117 loss_class_aux_dn: 1.539417 loss_bbox_aux_dn: 0.875968 loss_giou_aux_dn: 1.852128 loss: 13.621282 eta: 1 day, 22:23:09 batch_cost: 0.5011 data_cost: 0.0013 ips: 7.9820 images/s [04/09 12:02:24] ppdet.engine INFO: Epoch: [40] [3300/7329] learning_rate: 0.000100 loss_class: 0.614496 loss_bbox: 0.131230 loss_giou: 0.416840 loss_class_aux: 3.886960 loss_bbox_aux: 0.881719 loss_giou_aux: 2.587347 loss_class_dn: 0.334648 loss_bbox_dn: 0.148605 loss_giou_dn: 0.364244 loss_class_aux_dn: 1.778865 loss_bbox_aux_dn: 0.878543 loss_giou_aux_dn: 2.042364 loss: 14.091202 eta: 1 day, 22:22:14 batch_cost: 0.4982 data_cost: 0.0013 ips: 8.0281 images/s [04/09 12:03:19] ppdet.engine INFO: Epoch: [40] [3400/7329] learning_rate: 0.000100 loss_class: 0.612504 loss_bbox: 0.139176 loss_giou: 0.415317 loss_class_aux: 3.837632 loss_bbox_aux: 0.918753 loss_giou_aux: 2.601223 loss_class_dn: 0.351063 loss_bbox_dn: 0.144087 loss_giou_dn: 0.397964 loss_class_aux_dn: 1.871740 loss_bbox_aux_dn: 0.858124 loss_giou_aux_dn: 2.188101 loss: 15.127254 eta: 1 day, 22:21:17 batch_cost: 0.4854 data_cost: 0.0014 ips: 8.2403 images/s [04/09 12:04:17] ppdet.engine INFO: Epoch: [40] [3500/7329] learning_rate: 0.000100 loss_class: 0.624791 loss_bbox: 0.146622 loss_giou: 0.376013 loss_class_aux: 3.955019 loss_bbox_aux: 0.951065 loss_giou_aux: 2.413586 loss_class_dn: 0.317020 loss_bbox_dn: 0.154937 loss_giou_dn: 0.348905 loss_class_aux_dn: 1.702829 loss_bbox_aux_dn: 0.915943 loss_giou_aux_dn: 1.985936 loss: 13.530376 eta: 1 day, 22:20:25 batch_cost: 0.5240 data_cost: 0.0013 ips: 7.6330 images/s [04/09 12:05:16] ppdet.engine INFO: Epoch: [40] [3600/7329] learning_rate: 0.000100 loss_class: 0.571002 loss_bbox: 0.152209 loss_giou: 0.428667 loss_class_aux: 3.602798 loss_bbox_aux: 0.958894 loss_giou_aux: 2.752106 loss_class_dn: 0.347901 loss_bbox_dn: 0.148776 loss_giou_dn: 0.416794 loss_class_aux_dn: 1.810627 loss_bbox_aux_dn: 0.875275 loss_giou_aux_dn: 2.347010 loss: 14.886956 eta: 1 day, 22:19:33 batch_cost: 0.5230 data_cost: 0.0013 ips: 7.6477 images/s [04/09 12:06:17] ppdet.engine INFO: Epoch: [40] [3700/7329] learning_rate: 0.000100 loss_class: 0.587652 loss_bbox: 0.135831 loss_giou: 0.438137 loss_class_aux: 3.586138 loss_bbox_aux: 0.845672 loss_giou_aux: 2.861677 loss_class_dn: 0.359216 loss_bbox_dn: 0.129989 loss_giou_dn: 0.420389 loss_class_aux_dn: 1.914780 loss_bbox_aux_dn: 0.776392 loss_giou_aux_dn: 2.419461 loss: 15.647590 eta: 1 day, 22:18:42 batch_cost: 0.5391 data_cost: 0.0016 ips: 7.4192 images/s [04/09 12:07:13] ppdet.engine INFO: Epoch: [40] [3800/7329] learning_rate: 0.000100 loss_class: 0.592410 loss_bbox: 0.136945 loss_giou: 0.326009 loss_class_aux: 3.604805 loss_bbox_aux: 0.903113 loss_giou_aux: 2.128003 loss_class_dn: 0.308955 loss_bbox_dn: 0.137211 loss_giou_dn: 0.334928 loss_class_aux_dn: 1.679833 loss_bbox_aux_dn: 0.859364 loss_giou_aux_dn: 1.910686 loss: 13.741371 eta: 1 day, 22:17:48 batch_cost: 0.4995 data_cost: 0.0013 ips: 8.0077 images/s [04/09 12:08:10] ppdet.engine INFO: Epoch: [40] [3900/7329] learning_rate: 0.000100 loss_class: 0.597811 loss_bbox: 0.139575 loss_giou: 0.484047 loss_class_aux: 3.879973 loss_bbox_aux: 0.935270 loss_giou_aux: 2.967276 loss_class_dn: 0.356902 loss_bbox_dn: 0.140135 loss_giou_dn: 0.414293 loss_class_aux_dn: 1.969515 loss_bbox_aux_dn: 0.816494 loss_giou_aux_dn: 2.313244 loss: 15.319197 eta: 1 day, 22:16:54 batch_cost: 0.5068 data_cost: 0.0014 ips: 7.8924 images/s [04/09 12:09:05] ppdet.engine INFO: Epoch: [40] [4000/7329] learning_rate: 0.000100 loss_class: 0.536022 loss_bbox: 0.127638 loss_giou: 0.305867 loss_class_aux: 3.450842 loss_bbox_aux: 0.858505 loss_giou_aux: 1.950749 loss_class_dn: 0.298110 loss_bbox_dn: 0.139342 loss_giou_dn: 0.308278 loss_class_aux_dn: 1.614367 loss_bbox_aux_dn: 0.816463 loss_giou_aux_dn: 1.706683 loss: 12.759020 eta: 1 day, 22:15:58 batch_cost: 0.4886 data_cost: 0.0014 ips: 8.1872 images/s [04/09 12:10:01] ppdet.engine INFO: Epoch: [40] [4100/7329] learning_rate: 0.000100 loss_class: 0.604699 loss_bbox: 0.146387 loss_giou: 0.405294 loss_class_aux: 3.920025 loss_bbox_aux: 0.928684 loss_giou_aux: 2.576018 loss_class_dn: 0.337071 loss_bbox_dn: 0.157390 loss_giou_dn: 0.357881 loss_class_aux_dn: 1.840372 loss_bbox_aux_dn: 0.910138 loss_giou_aux_dn: 1.989500 loss: 14.406641 eta: 1 day, 22:15:02 batch_cost: 0.4915 data_cost: 0.0014 ips: 8.1389 images/s [04/09 12:11:01] ppdet.engine INFO: Epoch: [40] [4200/7329] learning_rate: 0.000100 loss_class: 0.619921 loss_bbox: 0.137377 loss_giou: 0.404783 loss_class_aux: 3.928452 loss_bbox_aux: 0.880990 loss_giou_aux: 2.524639 loss_class_dn: 0.335523 loss_bbox_dn: 0.150472 loss_giou_dn: 0.390152 loss_class_aux_dn: 1.811967 loss_bbox_aux_dn: 0.896820 loss_giou_aux_dn: 2.129395 loss: 14.999146 eta: 1 day, 22:14:12 batch_cost: 0.5432 data_cost: 0.0017 ips: 7.3639 images/s [04/09 12:11:55] ppdet.engine INFO: Epoch: [40] [4300/7329] learning_rate: 0.000100 loss_class: 0.586803 loss_bbox: 0.150382 loss_giou: 0.351167 loss_class_aux: 3.780110 loss_bbox_aux: 0.980954 loss_giou_aux: 2.294302 loss_class_dn: 0.317158 loss_bbox_dn: 0.162730 loss_giou_dn: 0.337197 loss_class_aux_dn: 1.714334 loss_bbox_aux_dn: 0.988360 loss_giou_aux_dn: 1.895140 loss: 13.851978 eta: 1 day, 22:13:15 batch_cost: 0.4799 data_cost: 0.0013 ips: 8.3346 images/s [04/09 12:12:50] ppdet.engine INFO: Epoch: [40] [4400/7329] learning_rate: 0.000100 loss_class: 0.609174 loss_bbox: 0.136346 loss_giou: 0.421015 loss_class_aux: 3.870926 loss_bbox_aux: 0.926040 loss_giou_aux: 2.723485 loss_class_dn: 0.341017 loss_bbox_dn: 0.141156 loss_giou_dn: 0.390247 loss_class_aux_dn: 1.878684 loss_bbox_aux_dn: 0.830367 loss_giou_aux_dn: 2.193106 loss: 14.174577 eta: 1 day, 22:12:18 batch_cost: 0.4850 data_cost: 0.0013 ips: 8.2478 images/s [04/09 12:13:46] ppdet.engine INFO: Epoch: [40] [4500/7329] learning_rate: 0.000100 loss_class: 0.520172 loss_bbox: 0.130321 loss_giou: 0.397569 loss_class_aux: 3.391500 loss_bbox_aux: 0.824714 loss_giou_aux: 2.524514 loss_class_dn: 0.313106 loss_bbox_dn: 0.138466 loss_giou_dn: 0.374151 loss_class_aux_dn: 1.696621 loss_bbox_aux_dn: 0.825431 loss_giou_aux_dn: 2.094604 loss: 13.765638 eta: 1 day, 22:11:24 batch_cost: 0.5008 data_cost: 0.0014 ips: 7.9875 images/s [04/09 12:14:41] ppdet.engine INFO: Epoch: [40] [4600/7329] learning_rate: 0.000100 loss_class: 0.614471 loss_bbox: 0.137051 loss_giou: 0.435440 loss_class_aux: 3.938462 loss_bbox_aux: 0.923374 loss_giou_aux: 2.713659 loss_class_dn: 0.331309 loss_bbox_dn: 0.147978 loss_giou_dn: 0.399409 loss_class_aux_dn: 1.781057 loss_bbox_aux_dn: 0.885861 loss_giou_aux_dn: 2.163709 loss: 14.745831 eta: 1 day, 22:10:28 batch_cost: 0.4870 data_cost: 0.0013 ips: 8.2139 images/s [04/09 12:15:39] ppdet.engine INFO: Epoch: [40] [4700/7329] learning_rate: 0.000100 loss_class: 0.526899 loss_bbox: 0.130910 loss_giou: 0.384103 loss_class_aux: 3.499615 loss_bbox_aux: 0.859151 loss_giou_aux: 2.380126 loss_class_dn: 0.316573 loss_bbox_dn: 0.132265 loss_giou_dn: 0.358673 loss_class_aux_dn: 1.693284 loss_bbox_aux_dn: 0.795021 loss_giou_aux_dn: 2.008244 loss: 13.792185 eta: 1 day, 22:09:34 batch_cost: 0.5143 data_cost: 0.0013 ips: 7.7779 images/s [04/09 12:16:37] ppdet.engine INFO: Epoch: [40] [4800/7329] learning_rate: 0.000100 loss_class: 0.545818 loss_bbox: 0.137518 loss_giou: 0.414805 loss_class_aux: 3.498435 loss_bbox_aux: 0.890310 loss_giou_aux: 2.575449 loss_class_dn: 0.301320 loss_bbox_dn: 0.158588 loss_giou_dn: 0.365278 loss_class_aux_dn: 1.616588 loss_bbox_aux_dn: 0.916890 loss_giou_aux_dn: 2.047092 loss: 13.726088 eta: 1 day, 22:08:42 batch_cost: 0.5220 data_cost: 0.0016 ips: 7.6629 images/s [04/09 12:17:42] ppdet.engine INFO: Epoch: [40] [4900/7329] learning_rate: 0.000100 loss_class: 0.581763 loss_bbox: 0.147717 loss_giou: 0.364403 loss_class_aux: 3.707973 loss_bbox_aux: 0.985156 loss_giou_aux: 2.292293 loss_class_dn: 0.320306 loss_bbox_dn: 0.149606 loss_giou_dn: 0.337446 loss_class_aux_dn: 1.703188 loss_bbox_aux_dn: 0.928218 loss_giou_aux_dn: 1.886606 loss: 13.387761 eta: 1 day, 22:07:57 batch_cost: 0.5925 data_cost: 0.0013 ips: 6.7513 images/s [04/09 12:18:46] ppdet.engine INFO: Epoch: [40] [5000/7329] learning_rate: 0.000100 loss_class: 0.558985 loss_bbox: 0.127145 loss_giou: 0.383745 loss_class_aux: 3.722009 loss_bbox_aux: 0.834062 loss_giou_aux: 2.454523 loss_class_dn: 0.324934 loss_bbox_dn: 0.137364 loss_giou_dn: 0.399711 loss_class_aux_dn: 1.758330 loss_bbox_aux_dn: 0.792396 loss_giou_aux_dn: 2.177570 loss: 14.142147 eta: 1 day, 22:07:10 batch_cost: 0.5711 data_cost: 0.0013 ips: 7.0045 images/s [04/09 12:19:41] ppdet.engine INFO: Epoch: [40] [5100/7329] learning_rate: 0.000100 loss_class: 0.586483 loss_bbox: 0.143409 loss_giou: 0.369446 loss_class_aux: 3.617917 loss_bbox_aux: 0.919576 loss_giou_aux: 2.394255 loss_class_dn: 0.333992 loss_bbox_dn: 0.153952 loss_giou_dn: 0.366509 loss_class_aux_dn: 1.812798 loss_bbox_aux_dn: 0.944139 loss_giou_aux_dn: 1.999072 loss: 14.310751 eta: 1 day, 22:06:15 batch_cost: 0.4937 data_cost: 0.0013 ips: 8.1028 images/s [04/09 12:20:38] ppdet.engine INFO: Epoch: [40] [5200/7329] learning_rate: 0.000100 loss_class: 0.522448 loss_bbox: 0.112555 loss_giou: 0.364943 loss_class_aux: 3.267285 loss_bbox_aux: 0.758092 loss_giou_aux: 2.325047 loss_class_dn: 0.301102 loss_bbox_dn: 0.119865 loss_giou_dn: 0.353356 loss_class_aux_dn: 1.569031 loss_bbox_aux_dn: 0.737670 loss_giou_aux_dn: 1.940090 loss: 12.226547 eta: 1 day, 22:05:20 batch_cost: 0.5037 data_cost: 0.0016 ips: 7.9414 images/s [04/09 12:21:34] ppdet.engine INFO: Epoch: [40] [5300/7329] learning_rate: 0.000100 loss_class: 0.566070 loss_bbox: 0.145318 loss_giou: 0.417457 loss_class_aux: 3.605401 loss_bbox_aux: 0.967929 loss_giou_aux: 2.677185 loss_class_dn: 0.340970 loss_bbox_dn: 0.152594 loss_giou_dn: 0.390647 loss_class_aux_dn: 1.792370 loss_bbox_aux_dn: 0.924376 loss_giou_aux_dn: 2.182048 loss: 14.975496 eta: 1 day, 22:04:25 batch_cost: 0.4952 data_cost: 0.0014 ips: 8.0783 images/s [04/09 12:22:36] ppdet.engine INFO: Epoch: [40] [5400/7329] learning_rate: 0.000100 loss_class: 0.641590 loss_bbox: 0.143071 loss_giou: 0.522661 loss_class_aux: 4.127035 loss_bbox_aux: 0.945746 loss_giou_aux: 3.234365 loss_class_dn: 0.382083 loss_bbox_dn: 0.148655 loss_giou_dn: 0.467027 loss_class_aux_dn: 2.039459 loss_bbox_aux_dn: 0.885216 loss_giou_aux_dn: 2.582182 loss: 17.328699 eta: 1 day, 22:03:34 batch_cost: 0.5381 data_cost: 0.0016 ips: 7.4337 images/s [04/09 12:23:32] ppdet.engine INFO: Epoch: [40] [5500/7329] learning_rate: 0.000100 loss_class: 0.577325 loss_bbox: 0.125506 loss_giou: 0.376624 loss_class_aux: 3.596529 loss_bbox_aux: 0.827991 loss_giou_aux: 2.328083 loss_class_dn: 0.322131 loss_bbox_dn: 0.147989 loss_giou_dn: 0.365591 loss_class_aux_dn: 1.731243 loss_bbox_aux_dn: 0.845857 loss_giou_aux_dn: 2.060667 loss: 14.169684 eta: 1 day, 22:02:39 batch_cost: 0.4966 data_cost: 0.0014 ips: 8.0549 images/s [04/09 12:24:27] ppdet.engine INFO: Epoch: [40] [5600/7329] learning_rate: 0.000100 loss_class: 0.540277 loss_bbox: 0.143115 loss_giou: 0.362287 loss_class_aux: 3.432073 loss_bbox_aux: 0.898342 loss_giou_aux: 2.179605 loss_class_dn: 0.324725 loss_bbox_dn: 0.154599 loss_giou_dn: 0.337407 loss_class_aux_dn: 1.749487 loss_bbox_aux_dn: 0.933661 loss_giou_aux_dn: 1.896483 loss: 14.324557 eta: 1 day, 22:01:43 batch_cost: 0.4870 data_cost: 0.0014 ips: 8.2133 images/s [04/09 12:25:22] ppdet.engine INFO: Epoch: [40] [5700/7329] learning_rate: 0.000100 loss_class: 0.539719 loss_bbox: 0.136897 loss_giou: 0.367757 loss_class_aux: 3.497242 loss_bbox_aux: 0.890391 loss_giou_aux: 2.400871 loss_class_dn: 0.311627 loss_bbox_dn: 0.154035 loss_giou_dn: 0.364485 loss_class_aux_dn: 1.671625 loss_bbox_aux_dn: 0.930884 loss_giou_aux_dn: 2.001756 loss: 13.525065 eta: 1 day, 22:00:48 batch_cost: 0.4976 data_cost: 0.0013 ips: 8.0378 images/s [04/09 12:26:20] ppdet.engine INFO: Epoch: [40] [5800/7329] learning_rate: 0.000100 loss_class: 0.475853 loss_bbox: 0.129903 loss_giou: 0.384929 loss_class_aux: 3.106364 loss_bbox_aux: 0.866797 loss_giou_aux: 2.403218 loss_class_dn: 0.282119 loss_bbox_dn: 0.140695 loss_giou_dn: 0.321977 loss_class_aux_dn: 1.518431 loss_bbox_aux_dn: 0.802487 loss_giou_aux_dn: 1.813512 loss: 12.294431 eta: 1 day, 21:59:55 batch_cost: 0.5105 data_cost: 0.0014 ips: 7.8349 images/s [04/09 12:27:20] ppdet.engine INFO: Epoch: [40] [5900/7329] learning_rate: 0.000100 loss_class: 0.540383 loss_bbox: 0.137812 loss_giou: 0.377789 loss_class_aux: 3.587861 loss_bbox_aux: 0.865085 loss_giou_aux: 2.358216 loss_class_dn: 0.305777 loss_bbox_dn: 0.127871 loss_giou_dn: 0.343645 loss_class_aux_dn: 1.653715 loss_bbox_aux_dn: 0.766578 loss_giou_aux_dn: 1.900840 loss: 13.074900 eta: 1 day, 21:59:04 batch_cost: 0.5363 data_cost: 0.0014 ips: 7.4587 images/s [04/09 12:28:21] ppdet.engine INFO: Epoch: [40] [6000/7329] learning_rate: 0.000100 loss_class: 0.582470 loss_bbox: 0.154319 loss_giou: 0.375960 loss_class_aux: 3.721945 loss_bbox_aux: 0.961307 loss_giou_aux: 2.433909 loss_class_dn: 0.339019 loss_bbox_dn: 0.169111 loss_giou_dn: 0.373330 loss_class_aux_dn: 1.790867 loss_bbox_aux_dn: 1.013079 loss_giou_aux_dn: 2.130535 loss: 14.937712 eta: 1 day, 21:58:14 batch_cost: 0.5473 data_cost: 0.0017 ips: 7.3091 images/s [04/09 12:29:20] ppdet.engine INFO: Epoch: [40] [6100/7329] learning_rate: 0.000100 loss_class: 0.551940 loss_bbox: 0.149348 loss_giou: 0.402823 loss_class_aux: 3.446007 loss_bbox_aux: 0.986075 loss_giou_aux: 2.536052 loss_class_dn: 0.327838 loss_bbox_dn: 0.137496 loss_giou_dn: 0.361299 loss_class_aux_dn: 1.763537 loss_bbox_aux_dn: 0.815841 loss_giou_aux_dn: 2.052616 loss: 15.652802 eta: 1 day, 21:57:22 batch_cost: 0.5307 data_cost: 0.0013 ips: 7.5376 images/s [04/09 12:30:16] ppdet.engine INFO: Epoch: [40] [6200/7329] learning_rate: 0.000100 loss_class: 0.523008 loss_bbox: 0.121804 loss_giou: 0.365634 loss_class_aux: 3.349697 loss_bbox_aux: 0.814440 loss_giou_aux: 2.330641 loss_class_dn: 0.290994 loss_bbox_dn: 0.145047 loss_giou_dn: 0.357695 loss_class_aux_dn: 1.544328 loss_bbox_aux_dn: 0.906446 loss_giou_aux_dn: 2.005108 loss: 12.331650 eta: 1 day, 21:56:27 batch_cost: 0.4960 data_cost: 0.0013 ips: 8.0649 images/s [04/09 12:31:13] ppdet.engine INFO: Epoch: [40] [6300/7329] learning_rate: 0.000100 loss_class: 0.610079 loss_bbox: 0.145941 loss_giou: 0.396617 loss_class_aux: 3.746105 loss_bbox_aux: 0.959854 loss_giou_aux: 2.527136 loss_class_dn: 0.321489 loss_bbox_dn: 0.137221 loss_giou_dn: 0.358398 loss_class_aux_dn: 1.727280 loss_bbox_aux_dn: 0.839821 loss_giou_aux_dn: 1.989471 loss: 14.042562 eta: 1 day, 21:55:34 batch_cost: 0.5101 data_cost: 0.0014 ips: 7.8413 images/s [04/09 12:32:11] ppdet.engine INFO: Epoch: [40] [6400/7329] learning_rate: 0.000100 loss_class: 0.595651 loss_bbox: 0.134883 loss_giou: 0.369084 loss_class_aux: 3.797733 loss_bbox_aux: 0.923080 loss_giou_aux: 2.307563 loss_class_dn: 0.320609 loss_bbox_dn: 0.134242 loss_giou_dn: 0.337637 loss_class_aux_dn: 1.713178 loss_bbox_aux_dn: 0.818154 loss_giou_aux_dn: 1.938588 loss: 13.403605 eta: 1 day, 21:54:41 batch_cost: 0.5145 data_cost: 0.0014 ips: 7.7745 images/s [04/09 12:33:09] ppdet.engine INFO: Epoch: [40] [6500/7329] learning_rate: 0.000100 loss_class: 0.607508 loss_bbox: 0.151706 loss_giou: 0.427909 loss_class_aux: 3.908384 loss_bbox_aux: 0.964747 loss_giou_aux: 2.640337 loss_class_dn: 0.373122 loss_bbox_dn: 0.152756 loss_giou_dn: 0.407417 loss_class_aux_dn: 2.053519 loss_bbox_aux_dn: 0.940227 loss_giou_aux_dn: 2.287467 loss: 15.834696 eta: 1 day, 21:53:47 batch_cost: 0.5152 data_cost: 0.0013 ips: 7.7646 images/s [04/09 12:34:08] ppdet.engine INFO: Epoch: [40] [6600/7329] learning_rate: 0.000100 loss_class: 0.609780 loss_bbox: 0.139063 loss_giou: 0.407959 loss_class_aux: 3.825861 loss_bbox_aux: 0.918410 loss_giou_aux: 2.584895 loss_class_dn: 0.345436 loss_bbox_dn: 0.154781 loss_giou_dn: 0.421227 loss_class_aux_dn: 1.878403 loss_bbox_aux_dn: 0.969988 loss_giou_aux_dn: 2.309542 loss: 15.430777 eta: 1 day, 21:52:56 batch_cost: 0.5320 data_cost: 0.0014 ips: 7.5193 images/s [04/09 12:35:07] ppdet.engine INFO: Epoch: [40] [6700/7329] learning_rate: 0.000100 loss_class: 0.619450 loss_bbox: 0.144069 loss_giou: 0.345135 loss_class_aux: 3.827062 loss_bbox_aux: 0.941618 loss_giou_aux: 2.171869 loss_class_dn: 0.331582 loss_bbox_dn: 0.146974 loss_giou_dn: 0.366106 loss_class_aux_dn: 1.806041 loss_bbox_aux_dn: 0.873720 loss_giou_aux_dn: 2.067515 loss: 13.833952 eta: 1 day, 21:52:04 batch_cost: 0.5241 data_cost: 0.0014 ips: 7.6328 images/s [04/09 12:36:05] ppdet.engine INFO: Epoch: [40] [6800/7329] learning_rate: 0.000100 loss_class: 0.556015 loss_bbox: 0.139556 loss_giou: 0.361586 loss_class_aux: 3.639277 loss_bbox_aux: 0.930398 loss_giou_aux: 2.308388 loss_class_dn: 0.319933 loss_bbox_dn: 0.146733 loss_giou_dn: 0.352088 loss_class_aux_dn: 1.716012 loss_bbox_aux_dn: 0.917167 loss_giou_aux_dn: 1.965176 loss: 13.928970 eta: 1 day, 21:51:10 batch_cost: 0.5118 data_cost: 0.0015 ips: 7.8155 images/s [04/09 12:37:04] ppdet.engine INFO: Epoch: [40] [6900/7329] learning_rate: 0.000100 loss_class: 0.619636 loss_bbox: 0.126321 loss_giou: 0.420705 loss_class_aux: 3.929321 loss_bbox_aux: 0.854699 loss_giou_aux: 2.553769 loss_class_dn: 0.349420 loss_bbox_dn: 0.129329 loss_giou_dn: 0.398101 loss_class_aux_dn: 1.833590 loss_bbox_aux_dn: 0.738797 loss_giou_aux_dn: 2.207833 loss: 15.029210 eta: 1 day, 21:50:18 batch_cost: 0.5254 data_cost: 0.0015 ips: 7.6129 images/s [04/09 12:38:05] ppdet.engine INFO: Epoch: [40] [7000/7329] learning_rate: 0.000100 loss_class: 0.623474 loss_bbox: 0.141412 loss_giou: 0.401158 loss_class_aux: 3.912145 loss_bbox_aux: 0.897748 loss_giou_aux: 2.532936 loss_class_dn: 0.356768 loss_bbox_dn: 0.148101 loss_giou_dn: 0.403242 loss_class_aux_dn: 1.918167 loss_bbox_aux_dn: 0.881711 loss_giou_aux_dn: 2.272760 loss: 15.046972 eta: 1 day, 21:49:29 batch_cost: 0.5493 data_cost: 0.0015 ips: 7.2814 images/s [04/09 12:39:04] ppdet.engine INFO: Epoch: [40] [7100/7329] learning_rate: 0.000100 loss_class: 0.596498 loss_bbox: 0.152252 loss_giou: 0.420444 loss_class_aux: 3.839428 loss_bbox_aux: 0.966479 loss_giou_aux: 2.722190 loss_class_dn: 0.345415 loss_bbox_dn: 0.156965 loss_giou_dn: 0.415240 loss_class_aux_dn: 1.867119 loss_bbox_aux_dn: 0.899268 loss_giou_aux_dn: 2.298362 loss: 14.509078 eta: 1 day, 21:48:36 batch_cost: 0.5184 data_cost: 0.0014 ips: 7.7155 images/s [04/09 12:40:06] ppdet.engine INFO: Epoch: [40] [7200/7329] learning_rate: 0.000100 loss_class: 0.608003 loss_bbox: 0.137394 loss_giou: 0.391531 loss_class_aux: 3.822384 loss_bbox_aux: 0.940578 loss_giou_aux: 2.469813 loss_class_dn: 0.332795 loss_bbox_dn: 0.141567 loss_giou_dn: 0.369666 loss_class_aux_dn: 1.777251 loss_bbox_aux_dn: 0.836395 loss_giou_aux_dn: 2.095039 loss: 14.549983 eta: 1 day, 21:47:45 batch_cost: 0.5379 data_cost: 0.0016 ips: 7.4358 images/s [04/09 12:41:07] ppdet.engine INFO: Epoch: [40] [7300/7329] learning_rate: 0.000100 loss_class: 0.586609 loss_bbox: 0.141895 loss_giou: 0.339507 loss_class_aux: 3.677351 loss_bbox_aux: 0.887315 loss_giou_aux: 2.184776 loss_class_dn: 0.312262 loss_bbox_dn: 0.167090 loss_giou_dn: 0.347390 loss_class_aux_dn: 1.713790 loss_bbox_aux_dn: 0.974319 loss_giou_aux_dn: 1.914627 loss: 12.984407 eta: 1 day, 21:46:55 batch_cost: 0.5389 data_cost: 0.0014 ips: 7.4229 images/s [04/09 12:41:28] ppdet.engine INFO: Eval iter: 0 [04/09 12:41:56] ppdet.engine INFO: Eval iter: 100 [04/09 12:42:24] ppdet.engine INFO: Eval iter: 200 [04/09 12:42:52] ppdet.engine INFO: Eval iter: 300 [04/09 12:43:19] ppdet.engine INFO: Eval iter: 400 [04/09 12:43:48] ppdet.engine INFO: Eval iter: 500 [04/09 12:44:14] ppdet.engine INFO: Eval iter: 600 [04/09 12:44:44] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.76s) creating index... index created! [04/09 12:44:46] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.38s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=115.40s). Accumulating evaluation results... DONE (t=27.84s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.707 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.331 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.539 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/09 12:47:31] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.75545204544226 [04/09 12:47:31] ppdet.engine INFO: Best test bbox ap is 0.522. [04/09 12:47:34] ppdet.engine INFO: Epoch: [41] [ 0/7329] learning_rate: 0.000100 loss_class: 0.582042 loss_bbox: 0.131513 loss_giou: 0.332375 loss_class_aux: 3.658465 loss_bbox_aux: 0.882834 loss_giou_aux: 2.155777 loss_class_dn: 0.310682 loss_bbox_dn: 0.159804 loss_giou_dn: 0.343287 loss_class_aux_dn: 1.660347 loss_bbox_aux_dn: 0.952787 loss_giou_aux_dn: 1.919084 loss: 12.805660 eta: 1 day, 21:46:39 batch_cost: 0.5293 data_cost: 0.0014 ips: 7.5576 images/s [04/09 12:48:33] ppdet.engine INFO: Epoch: [41] [ 100/7329] learning_rate: 0.000100 loss_class: 0.560805 loss_bbox: 0.123331 loss_giou: 0.374518 loss_class_aux: 3.496571 loss_bbox_aux: 0.819544 loss_giou_aux: 2.321199 loss_class_dn: 0.310045 loss_bbox_dn: 0.136461 loss_giou_dn: 0.361006 loss_class_aux_dn: 1.659154 loss_bbox_aux_dn: 0.816251 loss_giou_aux_dn: 1.950657 loss: 14.262715 eta: 1 day, 21:45:48 batch_cost: 0.5284 data_cost: 0.0015 ips: 7.5696 images/s [04/09 12:49:33] ppdet.engine INFO: Epoch: [41] [ 200/7329] learning_rate: 0.000100 loss_class: 0.584873 loss_bbox: 0.128783 loss_giou: 0.382382 loss_class_aux: 3.695316 loss_bbox_aux: 0.845152 loss_giou_aux: 2.483570 loss_class_dn: 0.338823 loss_bbox_dn: 0.137213 loss_giou_dn: 0.362988 loss_class_aux_dn: 1.814984 loss_bbox_aux_dn: 0.828684 loss_giou_aux_dn: 2.043714 loss: 13.801884 eta: 1 day, 21:44:57 batch_cost: 0.5387 data_cost: 0.0013 ips: 7.4252 images/s [04/09 12:50:29] ppdet.engine INFO: Epoch: [41] [ 300/7329] learning_rate: 0.000100 loss_class: 0.596986 loss_bbox: 0.149796 loss_giou: 0.405862 loss_class_aux: 3.867782 loss_bbox_aux: 0.996203 loss_giou_aux: 2.580950 loss_class_dn: 0.335109 loss_bbox_dn: 0.153840 loss_giou_dn: 0.373192 loss_class_aux_dn: 1.827868 loss_bbox_aux_dn: 0.910474 loss_giou_aux_dn: 2.065378 loss: 14.380791 eta: 1 day, 21:44:03 batch_cost: 0.5021 data_cost: 0.0014 ips: 7.9671 images/s [04/09 12:51:35] ppdet.engine INFO: Epoch: [41] [ 400/7329] learning_rate: 0.000100 loss_class: 0.578462 loss_bbox: 0.159485 loss_giou: 0.461835 loss_class_aux: 3.731910 loss_bbox_aux: 1.030075 loss_giou_aux: 2.830536 loss_class_dn: 0.343054 loss_bbox_dn: 0.160071 loss_giou_dn: 0.432447 loss_class_aux_dn: 1.831783 loss_bbox_aux_dn: 0.939191 loss_giou_aux_dn: 2.329519 loss: 15.316092 eta: 1 day, 21:43:16 batch_cost: 0.5737 data_cost: 0.0015 ips: 6.9717 images/s [04/09 12:52:34] ppdet.engine INFO: Epoch: [41] [ 500/7329] learning_rate: 0.000100 loss_class: 0.597356 loss_bbox: 0.145240 loss_giou: 0.384569 loss_class_aux: 3.790220 loss_bbox_aux: 0.949284 loss_giou_aux: 2.475787 loss_class_dn: 0.346932 loss_bbox_dn: 0.148177 loss_giou_dn: 0.366372 loss_class_aux_dn: 1.935228 loss_bbox_aux_dn: 0.871441 loss_giou_aux_dn: 2.044583 loss: 15.039075 eta: 1 day, 21:42:24 batch_cost: 0.5290 data_cost: 0.0014 ips: 7.5609 images/s [04/09 12:53:33] ppdet.engine INFO: Epoch: [41] [ 600/7329] learning_rate: 0.000100 loss_class: 0.609378 loss_bbox: 0.145788 loss_giou: 0.385697 loss_class_aux: 3.862596 loss_bbox_aux: 0.914449 loss_giou_aux: 2.474694 loss_class_dn: 0.341035 loss_bbox_dn: 0.143421 loss_giou_dn: 0.368709 loss_class_aux_dn: 1.856992 loss_bbox_aux_dn: 0.894023 loss_giou_aux_dn: 2.025136 loss: 13.595901 eta: 1 day, 21:41:32 batch_cost: 0.5238 data_cost: 0.0016 ips: 7.6363 images/s [04/09 12:54:27] ppdet.engine INFO: Epoch: [41] [ 700/7329] learning_rate: 0.000100 loss_class: 0.579133 loss_bbox: 0.146451 loss_giou: 0.361196 loss_class_aux: 3.546932 loss_bbox_aux: 0.972925 loss_giou_aux: 2.427796 loss_class_dn: 0.324553 loss_bbox_dn: 0.143365 loss_giou_dn: 0.351362 loss_class_aux_dn: 1.753682 loss_bbox_aux_dn: 0.961379 loss_giou_aux_dn: 1.972517 loss: 14.351190 eta: 1 day, 21:40:35 batch_cost: 0.4768 data_cost: 0.0013 ips: 8.3899 images/s [04/09 12:55:22] ppdet.engine INFO: Epoch: [41] [ 800/7329] learning_rate: 0.000100 loss_class: 0.610232 loss_bbox: 0.131800 loss_giou: 0.414906 loss_class_aux: 3.864573 loss_bbox_aux: 0.879606 loss_giou_aux: 2.651978 loss_class_dn: 0.341969 loss_bbox_dn: 0.142121 loss_giou_dn: 0.375635 loss_class_aux_dn: 1.825837 loss_bbox_aux_dn: 0.850059 loss_giou_aux_dn: 2.115916 loss: 14.210114 eta: 1 day, 21:39:39 batch_cost: 0.4909 data_cost: 0.0013 ips: 8.1481 images/s [04/09 12:56:23] ppdet.engine INFO: Epoch: [41] [ 900/7329] learning_rate: 0.000100 loss_class: 0.562440 loss_bbox: 0.143953 loss_giou: 0.330304 loss_class_aux: 3.660990 loss_bbox_aux: 0.927240 loss_giou_aux: 2.060006 loss_class_dn: 0.301127 loss_bbox_dn: 0.147915 loss_giou_dn: 0.301985 loss_class_aux_dn: 1.599340 loss_bbox_aux_dn: 0.892435 loss_giou_aux_dn: 1.681111 loss: 12.838717 eta: 1 day, 21:38:49 batch_cost: 0.5475 data_cost: 0.0013 ips: 7.3061 images/s [04/09 12:57:23] ppdet.engine INFO: Epoch: [41] [1000/7329] learning_rate: 0.000100 loss_class: 0.563995 loss_bbox: 0.125441 loss_giou: 0.377676 loss_class_aux: 3.590697 loss_bbox_aux: 0.837589 loss_giou_aux: 2.449221 loss_class_dn: 0.304045 loss_bbox_dn: 0.138361 loss_giou_dn: 0.356102 loss_class_aux_dn: 1.598954 loss_bbox_aux_dn: 0.830553 loss_giou_aux_dn: 1.967631 loss: 12.942793 eta: 1 day, 21:37:59 batch_cost: 0.5391 data_cost: 0.0015 ips: 7.4201 images/s [04/09 12:58:18] ppdet.engine INFO: Epoch: [41] [1100/7329] learning_rate: 0.000100 loss_class: 0.519289 loss_bbox: 0.139571 loss_giou: 0.333979 loss_class_aux: 3.439805 loss_bbox_aux: 0.909174 loss_giou_aux: 2.217769 loss_class_dn: 0.296863 loss_bbox_dn: 0.153946 loss_giou_dn: 0.339009 loss_class_aux_dn: 1.593078 loss_bbox_aux_dn: 0.939646 loss_giou_aux_dn: 1.903523 loss: 13.302073 eta: 1 day, 21:37:03 batch_cost: 0.4919 data_cost: 0.0013 ips: 8.1318 images/s [04/09 12:59:17] ppdet.engine INFO: Epoch: [41] [1200/7329] learning_rate: 0.000100 loss_class: 0.519654 loss_bbox: 0.118903 loss_giou: 0.323873 loss_class_aux: 3.344281 loss_bbox_aux: 0.786437 loss_giou_aux: 2.121304 loss_class_dn: 0.301284 loss_bbox_dn: 0.129174 loss_giou_dn: 0.321596 loss_class_aux_dn: 1.637113 loss_bbox_aux_dn: 0.769238 loss_giou_aux_dn: 1.796053 loss: 12.814697 eta: 1 day, 21:36:10 batch_cost: 0.5191 data_cost: 0.0013 ips: 7.7060 images/s [04/09 13:00:15] ppdet.engine INFO: Epoch: [41] [1300/7329] learning_rate: 0.000100 loss_class: 0.609265 loss_bbox: 0.144708 loss_giou: 0.398372 loss_class_aux: 3.853139 loss_bbox_aux: 0.920200 loss_giou_aux: 2.627224 loss_class_dn: 0.324326 loss_bbox_dn: 0.151685 loss_giou_dn: 0.410248 loss_class_aux_dn: 1.740873 loss_bbox_aux_dn: 0.914654 loss_giou_aux_dn: 2.252635 loss: 14.856722 eta: 1 day, 21:35:18 batch_cost: 0.5235 data_cost: 0.0014 ips: 7.6406 images/s [04/09 13:01:13] ppdet.engine INFO: Epoch: [41] [1400/7329] learning_rate: 0.000100 loss_class: 0.660359 loss_bbox: 0.141420 loss_giou: 0.411295 loss_class_aux: 4.173594 loss_bbox_aux: 0.924921 loss_giou_aux: 2.634662 loss_class_dn: 0.368927 loss_bbox_dn: 0.152862 loss_giou_dn: 0.419877 loss_class_aux_dn: 1.967121 loss_bbox_aux_dn: 0.944012 loss_giou_aux_dn: 2.289268 loss: 15.909166 eta: 1 day, 21:34:25 batch_cost: 0.5170 data_cost: 0.0015 ips: 7.7366 images/s [04/09 13:02:11] ppdet.engine INFO: Epoch: [41] [1500/7329] learning_rate: 0.000100 loss_class: 0.606091 loss_bbox: 0.136025 loss_giou: 0.411635 loss_class_aux: 3.872509 loss_bbox_aux: 0.917776 loss_giou_aux: 2.673217 loss_class_dn: 0.338027 loss_bbox_dn: 0.157271 loss_giou_dn: 0.407797 loss_class_aux_dn: 1.849381 loss_bbox_aux_dn: 0.959161 loss_giou_aux_dn: 2.204878 loss: 14.498739 eta: 1 day, 21:33:31 batch_cost: 0.5067 data_cost: 0.0015 ips: 7.8946 images/s [04/09 13:03:09] ppdet.engine INFO: Epoch: [41] [1600/7329] learning_rate: 0.000100 loss_class: 0.664639 loss_bbox: 0.157208 loss_giou: 0.402053 loss_class_aux: 4.083778 loss_bbox_aux: 1.016730 loss_giou_aux: 2.627447 loss_class_dn: 0.374808 loss_bbox_dn: 0.160741 loss_giou_dn: 0.416446 loss_class_aux_dn: 2.040692 loss_bbox_aux_dn: 0.931987 loss_giou_aux_dn: 2.348656 loss: 16.011919 eta: 1 day, 21:32:39 batch_cost: 0.5211 data_cost: 0.0015 ips: 7.6763 images/s [04/09 13:04:05] ppdet.engine INFO: Epoch: [41] [1700/7329] learning_rate: 0.000100 loss_class: 0.562978 loss_bbox: 0.126425 loss_giou: 0.395668 loss_class_aux: 3.576109 loss_bbox_aux: 0.849440 loss_giou_aux: 2.566539 loss_class_dn: 0.336332 loss_bbox_dn: 0.133137 loss_giou_dn: 0.385272 loss_class_aux_dn: 1.795085 loss_bbox_aux_dn: 0.797167 loss_giou_aux_dn: 2.117986 loss: 14.099516 eta: 1 day, 21:31:45 batch_cost: 0.5035 data_cost: 0.0013 ips: 7.9450 images/s [04/09 13:05:02] ppdet.engine INFO: Epoch: [41] [1800/7329] learning_rate: 0.000100 loss_class: 0.545091 loss_bbox: 0.132111 loss_giou: 0.357713 loss_class_aux: 3.549715 loss_bbox_aux: 0.931446 loss_giou_aux: 2.261114 loss_class_dn: 0.292229 loss_bbox_dn: 0.155863 loss_giou_dn: 0.322645 loss_class_aux_dn: 1.581885 loss_bbox_aux_dn: 0.926147 loss_giou_aux_dn: 1.745993 loss: 12.884394 eta: 1 day, 21:30:51 batch_cost: 0.5062 data_cost: 0.0014 ips: 7.9014 images/s [04/09 13:06:04] ppdet.engine INFO: Epoch: [41] [1900/7329] learning_rate: 0.000100 loss_class: 0.583000 loss_bbox: 0.137258 loss_giou: 0.377386 loss_class_aux: 3.878411 loss_bbox_aux: 0.901965 loss_giou_aux: 2.382248 loss_class_dn: 0.340871 loss_bbox_dn: 0.141368 loss_giou_dn: 0.388507 loss_class_aux_dn: 1.822424 loss_bbox_aux_dn: 0.889365 loss_giou_aux_dn: 2.125739 loss: 14.551254 eta: 1 day, 21:30:01 batch_cost: 0.5534 data_cost: 0.0018 ips: 7.2275 images/s [04/09 13:07:06] ppdet.engine INFO: Epoch: [41] [2000/7329] learning_rate: 0.000100 loss_class: 0.557105 loss_bbox: 0.124945 loss_giou: 0.392774 loss_class_aux: 3.533474 loss_bbox_aux: 0.803841 loss_giou_aux: 2.454183 loss_class_dn: 0.322044 loss_bbox_dn: 0.124691 loss_giou_dn: 0.351118 loss_class_aux_dn: 1.713429 loss_bbox_aux_dn: 0.732602 loss_giou_aux_dn: 1.984748 loss: 14.219086 eta: 1 day, 21:29:12 batch_cost: 0.5552 data_cost: 0.0017 ips: 7.2051 images/s [04/09 13:08:12] ppdet.engine INFO: Epoch: [41] [2100/7329] learning_rate: 0.000100 loss_class: 0.624098 loss_bbox: 0.137773 loss_giou: 0.434079 loss_class_aux: 3.991457 loss_bbox_aux: 0.919379 loss_giou_aux: 2.719724 loss_class_dn: 0.338638 loss_bbox_dn: 0.145396 loss_giou_dn: 0.388107 loss_class_aux_dn: 1.810555 loss_bbox_aux_dn: 0.838938 loss_giou_aux_dn: 2.163797 loss: 14.705151 eta: 1 day, 21:28:27 batch_cost: 0.5900 data_cost: 0.0019 ips: 6.7799 images/s [04/09 13:09:15] ppdet.engine INFO: Epoch: [41] [2200/7329] learning_rate: 0.000100 loss_class: 0.526819 loss_bbox: 0.133117 loss_giou: 0.375648 loss_class_aux: 3.296469 loss_bbox_aux: 0.879038 loss_giou_aux: 2.370033 loss_class_dn: 0.317542 loss_bbox_dn: 0.135540 loss_giou_dn: 0.350807 loss_class_aux_dn: 1.699246 loss_bbox_aux_dn: 0.838240 loss_giou_aux_dn: 1.997638 loss: 13.332850 eta: 1 day, 21:27:40 batch_cost: 0.5711 data_cost: 0.0013 ips: 7.0045 images/s [04/09 13:10:16] ppdet.engine INFO: Epoch: [41] [2300/7329] learning_rate: 0.000100 loss_class: 0.615607 loss_bbox: 0.153976 loss_giou: 0.426976 loss_class_aux: 4.012576 loss_bbox_aux: 0.999587 loss_giou_aux: 2.704571 loss_class_dn: 0.363366 loss_bbox_dn: 0.155686 loss_giou_dn: 0.409625 loss_class_aux_dn: 1.968528 loss_bbox_aux_dn: 0.914666 loss_giou_aux_dn: 2.275700 loss: 15.865347 eta: 1 day, 21:26:50 batch_cost: 0.5439 data_cost: 0.0014 ips: 7.3549 images/s [04/09 13:11:16] ppdet.engine INFO: Epoch: [41] [2400/7329] learning_rate: 0.000100 loss_class: 0.540687 loss_bbox: 0.140580 loss_giou: 0.415559 loss_class_aux: 3.403742 loss_bbox_aux: 0.926651 loss_giou_aux: 2.603208 loss_class_dn: 0.310410 loss_bbox_dn: 0.152535 loss_giou_dn: 0.400171 loss_class_aux_dn: 1.672732 loss_bbox_aux_dn: 0.887682 loss_giou_aux_dn: 2.322454 loss: 13.734051 eta: 1 day, 21:25:58 batch_cost: 0.5324 data_cost: 0.0017 ips: 7.5133 images/s [04/09 13:12:16] ppdet.engine INFO: Epoch: [41] [2500/7329] learning_rate: 0.000100 loss_class: 0.598712 loss_bbox: 0.142073 loss_giou: 0.499900 loss_class_aux: 3.843610 loss_bbox_aux: 0.947352 loss_giou_aux: 3.215424 loss_class_dn: 0.398836 loss_bbox_dn: 0.147171 loss_giou_dn: 0.467725 loss_class_aux_dn: 2.108191 loss_bbox_aux_dn: 0.917281 loss_giou_aux_dn: 2.545374 loss: 16.974388 eta: 1 day, 21:25:07 batch_cost: 0.5342 data_cost: 0.0015 ips: 7.4881 images/s [04/09 13:13:20] ppdet.engine INFO: Epoch: [41] [2600/7329] learning_rate: 0.000100 loss_class: 0.589412 loss_bbox: 0.150029 loss_giou: 0.370512 loss_class_aux: 3.823573 loss_bbox_aux: 0.941236 loss_giou_aux: 2.335546 loss_class_dn: 0.326734 loss_bbox_dn: 0.147254 loss_giou_dn: 0.335933 loss_class_aux_dn: 1.783153 loss_bbox_aux_dn: 0.879059 loss_giou_aux_dn: 1.862897 loss: 14.009159 eta: 1 day, 21:24:21 batch_cost: 0.5806 data_cost: 0.0014 ips: 6.8898 images/s [04/09 13:14:19] ppdet.engine INFO: Epoch: [41] [2700/7329] learning_rate: 0.000100 loss_class: 0.607648 loss_bbox: 0.140669 loss_giou: 0.430959 loss_class_aux: 3.842994 loss_bbox_aux: 0.962001 loss_giou_aux: 2.680130 loss_class_dn: 0.350381 loss_bbox_dn: 0.161478 loss_giou_dn: 0.403579 loss_class_aux_dn: 1.928050 loss_bbox_aux_dn: 0.946130 loss_giou_aux_dn: 2.244455 loss: 15.531458 eta: 1 day, 21:23:29 batch_cost: 0.5275 data_cost: 0.0014 ips: 7.5837 images/s [04/09 13:15:15] ppdet.engine INFO: Epoch: [41] [2800/7329] learning_rate: 0.000100 loss_class: 0.577805 loss_bbox: 0.143868 loss_giou: 0.415022 loss_class_aux: 3.748529 loss_bbox_aux: 0.959345 loss_giou_aux: 2.603231 loss_class_dn: 0.337171 loss_bbox_dn: 0.139339 loss_giou_dn: 0.386967 loss_class_aux_dn: 1.831439 loss_bbox_aux_dn: 0.819906 loss_giou_aux_dn: 2.132391 loss: 14.441244 eta: 1 day, 21:22:34 batch_cost: 0.5016 data_cost: 0.0013 ips: 7.9743 images/s [04/09 13:16:11] ppdet.engine INFO: Epoch: [41] [2900/7329] learning_rate: 0.000100 loss_class: 0.580520 loss_bbox: 0.131728 loss_giou: 0.357116 loss_class_aux: 3.604549 loss_bbox_aux: 0.916243 loss_giou_aux: 2.259511 loss_class_dn: 0.337644 loss_bbox_dn: 0.135385 loss_giou_dn: 0.356901 loss_class_aux_dn: 1.822828 loss_bbox_aux_dn: 0.802459 loss_giou_aux_dn: 1.989497 loss: 13.980835 eta: 1 day, 21:21:40 batch_cost: 0.4990 data_cost: 0.0013 ips: 8.0162 images/s [04/09 13:17:08] ppdet.engine INFO: Epoch: [41] [3000/7329] learning_rate: 0.000100 loss_class: 0.507978 loss_bbox: 0.126684 loss_giou: 0.340928 loss_class_aux: 3.330367 loss_bbox_aux: 0.851168 loss_giou_aux: 2.185895 loss_class_dn: 0.293521 loss_bbox_dn: 0.130127 loss_giou_dn: 0.315183 loss_class_aux_dn: 1.550120 loss_bbox_aux_dn: 0.782588 loss_giou_aux_dn: 1.779687 loss: 12.486794 eta: 1 day, 21:20:45 batch_cost: 0.5040 data_cost: 0.0013 ips: 7.9360 images/s [04/09 13:18:03] ppdet.engine INFO: Epoch: [41] [3100/7329] learning_rate: 0.000100 loss_class: 0.592677 loss_bbox: 0.145369 loss_giou: 0.470451 loss_class_aux: 3.729318 loss_bbox_aux: 0.930984 loss_giou_aux: 2.951607 loss_class_dn: 0.334404 loss_bbox_dn: 0.151054 loss_giou_dn: 0.415890 loss_class_aux_dn: 1.821838 loss_bbox_aux_dn: 0.871135 loss_giou_aux_dn: 2.243150 loss: 15.220066 eta: 1 day, 21:19:50 batch_cost: 0.4911 data_cost: 0.0015 ips: 8.1446 images/s [04/09 13:19:00] ppdet.engine INFO: Epoch: [41] [3200/7329] learning_rate: 0.000100 loss_class: 0.570702 loss_bbox: 0.135718 loss_giou: 0.360853 loss_class_aux: 3.759748 loss_bbox_aux: 0.895956 loss_giou_aux: 2.337947 loss_class_dn: 0.318907 loss_bbox_dn: 0.137575 loss_giou_dn: 0.347333 loss_class_aux_dn: 1.703579 loss_bbox_aux_dn: 0.839494 loss_giou_aux_dn: 1.895719 loss: 14.261639 eta: 1 day, 21:18:56 batch_cost: 0.5036 data_cost: 0.0014 ips: 7.9435 images/s [04/09 13:20:02] ppdet.engine INFO: Epoch: [41] [3300/7329] learning_rate: 0.000100 loss_class: 0.589872 loss_bbox: 0.156224 loss_giou: 0.403242 loss_class_aux: 3.674918 loss_bbox_aux: 1.037729 loss_giou_aux: 2.538323 loss_class_dn: 0.315671 loss_bbox_dn: 0.154559 loss_giou_dn: 0.364298 loss_class_aux_dn: 1.707028 loss_bbox_aux_dn: 0.951443 loss_giou_aux_dn: 2.094868 loss: 14.133532 eta: 1 day, 21:18:06 batch_cost: 0.5472 data_cost: 0.0015 ips: 7.3094 images/s [04/09 13:21:00] ppdet.engine INFO: Epoch: [41] [3400/7329] learning_rate: 0.000100 loss_class: 0.590819 loss_bbox: 0.159000 loss_giou: 0.413258 loss_class_aux: 3.759520 loss_bbox_aux: 1.047690 loss_giou_aux: 2.597561 loss_class_dn: 0.341757 loss_bbox_dn: 0.162921 loss_giou_dn: 0.401720 loss_class_aux_dn: 1.851797 loss_bbox_aux_dn: 0.967053 loss_giou_aux_dn: 2.237139 loss: 15.817468 eta: 1 day, 21:17:12 batch_cost: 0.5109 data_cost: 0.0018 ips: 7.8295 images/s [04/09 13:22:09] ppdet.engine INFO: Epoch: [41] [3500/7329] learning_rate: 0.000100 loss_class: 0.597538 loss_bbox: 0.140057 loss_giou: 0.493964 loss_class_aux: 3.796554 loss_bbox_aux: 0.904366 loss_giou_aux: 3.117229 loss_class_dn: 0.353211 loss_bbox_dn: 0.140135 loss_giou_dn: 0.450200 loss_class_aux_dn: 1.864203 loss_bbox_aux_dn: 0.874112 loss_giou_aux_dn: 2.468240 loss: 15.134951 eta: 1 day, 21:16:28 batch_cost: 0.5970 data_cost: 0.0018 ips: 6.7006 images/s [04/09 13:23:05] ppdet.engine INFO: Epoch: [41] [3600/7329] learning_rate: 0.000100 loss_class: 0.561222 loss_bbox: 0.124519 loss_giou: 0.372488 loss_class_aux: 3.538087 loss_bbox_aux: 0.858664 loss_giou_aux: 2.322170 loss_class_dn: 0.304071 loss_bbox_dn: 0.146575 loss_giou_dn: 0.373171 loss_class_aux_dn: 1.648370 loss_bbox_aux_dn: 0.846748 loss_giou_aux_dn: 2.034826 loss: 13.019510 eta: 1 day, 21:15:33 batch_cost: 0.4991 data_cost: 0.0013 ips: 8.0148 images/s [04/09 13:24:02] ppdet.engine INFO: Epoch: [41] [3700/7329] learning_rate: 0.000100 loss_class: 0.599046 loss_bbox: 0.143152 loss_giou: 0.397889 loss_class_aux: 3.910583 loss_bbox_aux: 0.910538 loss_giou_aux: 2.574666 loss_class_dn: 0.335529 loss_bbox_dn: 0.139146 loss_giou_dn: 0.381824 loss_class_aux_dn: 1.820499 loss_bbox_aux_dn: 0.844651 loss_giou_aux_dn: 2.115529 loss: 14.264730 eta: 1 day, 21:14:39 batch_cost: 0.5039 data_cost: 0.0014 ips: 7.9381 images/s [04/09 13:24:59] ppdet.engine INFO: Epoch: [41] [3800/7329] learning_rate: 0.000100 loss_class: 0.594131 loss_bbox: 0.153460 loss_giou: 0.491309 loss_class_aux: 3.859569 loss_bbox_aux: 1.007109 loss_giou_aux: 3.107686 loss_class_dn: 0.372896 loss_bbox_dn: 0.164038 loss_giou_dn: 0.445312 loss_class_aux_dn: 1.948888 loss_bbox_aux_dn: 0.935894 loss_giou_aux_dn: 2.396084 loss: 15.371984 eta: 1 day, 21:13:45 batch_cost: 0.5080 data_cost: 0.0015 ips: 7.8747 images/s [04/09 13:25:55] ppdet.engine INFO: Epoch: [41] [3900/7329] learning_rate: 0.000100 loss_class: 0.568745 loss_bbox: 0.142980 loss_giou: 0.424020 loss_class_aux: 3.698715 loss_bbox_aux: 0.940730 loss_giou_aux: 2.720128 loss_class_dn: 0.341329 loss_bbox_dn: 0.159079 loss_giou_dn: 0.397800 loss_class_aux_dn: 1.919319 loss_bbox_aux_dn: 0.967832 loss_giou_aux_dn: 2.287500 loss: 15.300600 eta: 1 day, 21:12:50 batch_cost: 0.4975 data_cost: 0.0014 ips: 8.0409 images/s [04/09 13:26:50] ppdet.engine INFO: Epoch: [41] [4000/7329] learning_rate: 0.000100 loss_class: 0.574166 loss_bbox: 0.145254 loss_giou: 0.454448 loss_class_aux: 3.715676 loss_bbox_aux: 0.949969 loss_giou_aux: 2.875427 loss_class_dn: 0.338471 loss_bbox_dn: 0.150226 loss_giou_dn: 0.392271 loss_class_aux_dn: 1.772706 loss_bbox_aux_dn: 0.911078 loss_giou_aux_dn: 2.206082 loss: 14.145782 eta: 1 day, 21:11:54 batch_cost: 0.4868 data_cost: 0.0013 ips: 8.2167 images/s [04/09 13:27:52] ppdet.engine INFO: Epoch: [41] [4100/7329] learning_rate: 0.000100 loss_class: 0.651829 loss_bbox: 0.151298 loss_giou: 0.473401 loss_class_aux: 4.157758 loss_bbox_aux: 1.018407 loss_giou_aux: 3.071771 loss_class_dn: 0.372647 loss_bbox_dn: 0.155163 loss_giou_dn: 0.445848 loss_class_aux_dn: 1.957307 loss_bbox_aux_dn: 0.917301 loss_giou_aux_dn: 2.439289 loss: 16.276318 eta: 1 day, 21:11:04 batch_cost: 0.5474 data_cost: 0.0015 ips: 7.3073 images/s [04/09 13:28:46] ppdet.engine INFO: Epoch: [41] [4200/7329] learning_rate: 0.000100 loss_class: 0.636931 loss_bbox: 0.152641 loss_giou: 0.409741 loss_class_aux: 3.943741 loss_bbox_aux: 0.994786 loss_giou_aux: 2.652050 loss_class_dn: 0.351712 loss_bbox_dn: 0.159470 loss_giou_dn: 0.395623 loss_class_aux_dn: 1.850624 loss_bbox_aux_dn: 0.926061 loss_giou_aux_dn: 2.174648 loss: 15.432534 eta: 1 day, 21:10:07 batch_cost: 0.4755 data_cost: 0.0013 ips: 8.4122 images/s [04/09 13:29:43] ppdet.engine INFO: Epoch: [41] [4300/7329] learning_rate: 0.000100 loss_class: 0.589625 loss_bbox: 0.129438 loss_giou: 0.360595 loss_class_aux: 3.679761 loss_bbox_aux: 0.815390 loss_giou_aux: 2.356169 loss_class_dn: 0.331090 loss_bbox_dn: 0.133220 loss_giou_dn: 0.368090 loss_class_aux_dn: 1.751789 loss_bbox_aux_dn: 0.818489 loss_giou_aux_dn: 1.999885 loss: 13.472933 eta: 1 day, 21:09:13 batch_cost: 0.5066 data_cost: 0.0024 ips: 7.8951 images/s [04/09 13:30:41] ppdet.engine INFO: Epoch: [41] [4400/7329] learning_rate: 0.000100 loss_class: 0.662495 loss_bbox: 0.157635 loss_giou: 0.442085 loss_class_aux: 4.134572 loss_bbox_aux: 1.041790 loss_giou_aux: 2.726583 loss_class_dn: 0.360512 loss_bbox_dn: 0.163311 loss_giou_dn: 0.440222 loss_class_aux_dn: 1.955916 loss_bbox_aux_dn: 0.925063 loss_giou_aux_dn: 2.416010 loss: 15.458824 eta: 1 day, 21:08:20 batch_cost: 0.5185 data_cost: 0.0014 ips: 7.7142 images/s [04/09 13:31:38] ppdet.engine INFO: Epoch: [41] [4500/7329] learning_rate: 0.000100 loss_class: 0.546458 loss_bbox: 0.146965 loss_giou: 0.414101 loss_class_aux: 3.433360 loss_bbox_aux: 0.969350 loss_giou_aux: 2.597698 loss_class_dn: 0.327750 loss_bbox_dn: 0.149023 loss_giou_dn: 0.393787 loss_class_aux_dn: 1.748927 loss_bbox_aux_dn: 0.916174 loss_giou_aux_dn: 2.139572 loss: 14.451513 eta: 1 day, 21:07:26 batch_cost: 0.5052 data_cost: 0.0013 ips: 7.9181 images/s [04/09 13:32:37] ppdet.engine INFO: Epoch: [41] [4600/7329] learning_rate: 0.000100 loss_class: 0.597891 loss_bbox: 0.135412 loss_giou: 0.439394 loss_class_aux: 3.904068 loss_bbox_aux: 0.845979 loss_giou_aux: 2.720734 loss_class_dn: 0.338924 loss_bbox_dn: 0.137013 loss_giou_dn: 0.391465 loss_class_aux_dn: 1.838650 loss_bbox_aux_dn: 0.834814 loss_giou_aux_dn: 2.191747 loss: 14.114735 eta: 1 day, 21:06:34 batch_cost: 0.5283 data_cost: 0.0013 ips: 7.5718 images/s [04/09 13:33:36] ppdet.engine INFO: Epoch: [41] [4700/7329] learning_rate: 0.000100 loss_class: 0.543551 loss_bbox: 0.138771 loss_giou: 0.370277 loss_class_aux: 3.429945 loss_bbox_aux: 0.916360 loss_giou_aux: 2.344902 loss_class_dn: 0.324338 loss_bbox_dn: 0.149891 loss_giou_dn: 0.358918 loss_class_aux_dn: 1.719978 loss_bbox_aux_dn: 0.894983 loss_giou_aux_dn: 2.027359 loss: 13.765789 eta: 1 day, 21:05:42 batch_cost: 0.5265 data_cost: 0.0013 ips: 7.5969 images/s [04/09 13:34:33] ppdet.engine INFO: Epoch: [41] [4800/7329] learning_rate: 0.000100 loss_class: 0.583459 loss_bbox: 0.136610 loss_giou: 0.380623 loss_class_aux: 3.623020 loss_bbox_aux: 0.893917 loss_giou_aux: 2.390389 loss_class_dn: 0.341371 loss_bbox_dn: 0.150666 loss_giou_dn: 0.395670 loss_class_aux_dn: 1.817935 loss_bbox_aux_dn: 0.901623 loss_giou_aux_dn: 2.227535 loss: 15.052898 eta: 1 day, 21:04:48 batch_cost: 0.5058 data_cost: 0.0012 ips: 7.9086 images/s [04/09 13:35:35] ppdet.engine INFO: Epoch: [41] [4900/7329] learning_rate: 0.000100 loss_class: 0.557933 loss_bbox: 0.116461 loss_giou: 0.392435 loss_class_aux: 3.687736 loss_bbox_aux: 0.830766 loss_giou_aux: 2.537524 loss_class_dn: 0.329380 loss_bbox_dn: 0.137661 loss_giou_dn: 0.373073 loss_class_aux_dn: 1.800078 loss_bbox_aux_dn: 0.855152 loss_giou_aux_dn: 2.055938 loss: 14.280182 eta: 1 day, 21:04:01 batch_cost: 0.5669 data_cost: 0.0012 ips: 7.0557 images/s [04/09 13:36:39] ppdet.engine INFO: Epoch: [41] [5000/7329] learning_rate: 0.000100 loss_class: 0.508176 loss_bbox: 0.121148 loss_giou: 0.336810 loss_class_aux: 3.282694 loss_bbox_aux: 0.813512 loss_giou_aux: 2.121531 loss_class_dn: 0.274839 loss_bbox_dn: 0.128656 loss_giou_dn: 0.308719 loss_class_aux_dn: 1.509820 loss_bbox_aux_dn: 0.762406 loss_giou_aux_dn: 1.713491 loss: 12.236815 eta: 1 day, 21:03:12 batch_cost: 0.5638 data_cost: 0.0018 ips: 7.0945 images/s [04/09 13:37:35] ppdet.engine INFO: Epoch: [41] [5100/7329] learning_rate: 0.000100 loss_class: 0.651145 loss_bbox: 0.153822 loss_giou: 0.423687 loss_class_aux: 4.232949 loss_bbox_aux: 1.028613 loss_giou_aux: 2.650720 loss_class_dn: 0.373248 loss_bbox_dn: 0.164458 loss_giou_dn: 0.384450 loss_class_aux_dn: 1.982380 loss_bbox_aux_dn: 0.983953 loss_giou_aux_dn: 2.179206 loss: 16.117313 eta: 1 day, 21:02:18 batch_cost: 0.4981 data_cost: 0.0014 ips: 8.0310 images/s [04/09 13:38:30] ppdet.engine INFO: Epoch: [41] [5200/7329] learning_rate: 0.000100 loss_class: 0.536672 loss_bbox: 0.128925 loss_giou: 0.408740 loss_class_aux: 3.494342 loss_bbox_aux: 0.866847 loss_giou_aux: 2.498800 loss_class_dn: 0.314386 loss_bbox_dn: 0.137729 loss_giou_dn: 0.351804 loss_class_aux_dn: 1.691538 loss_bbox_aux_dn: 0.827194 loss_giou_aux_dn: 1.940275 loss: 13.938478 eta: 1 day, 21:01:22 batch_cost: 0.4862 data_cost: 0.0014 ips: 8.2273 images/s [04/09 13:39:27] ppdet.engine INFO: Epoch: [41] [5300/7329] learning_rate: 0.000100 loss_class: 0.595864 loss_bbox: 0.131381 loss_giou: 0.368819 loss_class_aux: 3.647507 loss_bbox_aux: 0.867661 loss_giou_aux: 2.319224 loss_class_dn: 0.322797 loss_bbox_dn: 0.144684 loss_giou_dn: 0.337485 loss_class_aux_dn: 1.673479 loss_bbox_aux_dn: 0.850917 loss_giou_aux_dn: 1.889585 loss: 14.182027 eta: 1 day, 21:00:28 batch_cost: 0.5069 data_cost: 0.0014 ips: 7.8907 images/s [04/09 13:40:32] ppdet.engine INFO: Epoch: [41] [5400/7329] learning_rate: 0.000100 loss_class: 0.561117 loss_bbox: 0.137796 loss_giou: 0.406997 loss_class_aux: 3.554787 loss_bbox_aux: 0.914991 loss_giou_aux: 2.529601 loss_class_dn: 0.318661 loss_bbox_dn: 0.142820 loss_giou_dn: 0.363648 loss_class_aux_dn: 1.701359 loss_bbox_aux_dn: 0.838461 loss_giou_aux_dn: 2.005455 loss: 13.473221 eta: 1 day, 20:59:40 batch_cost: 0.5652 data_cost: 0.0017 ips: 7.0774 images/s [04/09 13:41:26] ppdet.engine INFO: Epoch: [41] [5500/7329] learning_rate: 0.000100 loss_class: 0.555697 loss_bbox: 0.153798 loss_giou: 0.394122 loss_class_aux: 3.561486 loss_bbox_aux: 1.006742 loss_giou_aux: 2.619588 loss_class_dn: 0.312804 loss_bbox_dn: 0.153914 loss_giou_dn: 0.374659 loss_class_aux_dn: 1.713311 loss_bbox_aux_dn: 0.927191 loss_giou_aux_dn: 2.048298 loss: 13.847004 eta: 1 day, 20:58:43 batch_cost: 0.4836 data_cost: 0.0014 ips: 8.2722 images/s [04/09 13:42:30] ppdet.engine INFO: Epoch: [41] [5600/7329] learning_rate: 0.000100 loss_class: 0.610690 loss_bbox: 0.134869 loss_giou: 0.461317 loss_class_aux: 3.966740 loss_bbox_aux: 0.888545 loss_giou_aux: 2.858216 loss_class_dn: 0.367919 loss_bbox_dn: 0.134443 loss_giou_dn: 0.413515 loss_class_aux_dn: 1.969538 loss_bbox_aux_dn: 0.799686 loss_giou_aux_dn: 2.284359 loss: 15.083164 eta: 1 day, 20:57:55 batch_cost: 0.5662 data_cost: 0.0017 ips: 7.0646 images/s [04/09 13:43:30] ppdet.engine INFO: Epoch: [41] [5700/7329] learning_rate: 0.000100 loss_class: 0.559124 loss_bbox: 0.128781 loss_giou: 0.378383 loss_class_aux: 3.626806 loss_bbox_aux: 0.863189 loss_giou_aux: 2.429188 loss_class_dn: 0.324347 loss_bbox_dn: 0.142168 loss_giou_dn: 0.364967 loss_class_aux_dn: 1.721478 loss_bbox_aux_dn: 0.865241 loss_giou_aux_dn: 1.911428 loss: 13.897435 eta: 1 day, 20:57:04 batch_cost: 0.5311 data_cost: 0.0014 ips: 7.5316 images/s [04/09 13:44:30] ppdet.engine INFO: Epoch: [41] [5800/7329] learning_rate: 0.000100 loss_class: 0.539664 loss_bbox: 0.130597 loss_giou: 0.335849 loss_class_aux: 3.478073 loss_bbox_aux: 0.887382 loss_giou_aux: 2.112544 loss_class_dn: 0.298393 loss_bbox_dn: 0.154190 loss_giou_dn: 0.319255 loss_class_aux_dn: 1.611854 loss_bbox_aux_dn: 0.876637 loss_giou_aux_dn: 1.820391 loss: 12.660176 eta: 1 day, 20:56:12 batch_cost: 0.5272 data_cost: 0.0016 ips: 7.5878 images/s [04/09 13:45:26] ppdet.engine INFO: Epoch: [41] [5900/7329] learning_rate: 0.000100 loss_class: 0.543233 loss_bbox: 0.139254 loss_giou: 0.400052 loss_class_aux: 3.505388 loss_bbox_aux: 0.898746 loss_giou_aux: 2.534882 loss_class_dn: 0.330077 loss_bbox_dn: 0.153199 loss_giou_dn: 0.387576 loss_class_aux_dn: 1.738585 loss_bbox_aux_dn: 0.924517 loss_giou_aux_dn: 2.085082 loss: 14.126088 eta: 1 day, 20:55:18 batch_cost: 0.5050 data_cost: 0.0014 ips: 7.9200 images/s [04/09 13:46:26] ppdet.engine INFO: Epoch: [41] [6000/7329] learning_rate: 0.000100 loss_class: 0.636025 loss_bbox: 0.151197 loss_giou: 0.401901 loss_class_aux: 4.093493 loss_bbox_aux: 0.973779 loss_giou_aux: 2.540969 loss_class_dn: 0.361133 loss_bbox_dn: 0.148539 loss_giou_dn: 0.370486 loss_class_aux_dn: 1.942787 loss_bbox_aux_dn: 0.883611 loss_giou_aux_dn: 2.043430 loss: 14.715351 eta: 1 day, 20:54:27 batch_cost: 0.5325 data_cost: 0.0015 ips: 7.5123 images/s [04/09 13:47:23] ppdet.engine INFO: Epoch: [41] [6100/7329] learning_rate: 0.000100 loss_class: 0.567070 loss_bbox: 0.135479 loss_giou: 0.356371 loss_class_aux: 3.567244 loss_bbox_aux: 0.859195 loss_giou_aux: 2.291688 loss_class_dn: 0.314833 loss_bbox_dn: 0.156013 loss_giou_dn: 0.347679 loss_class_aux_dn: 1.684706 loss_bbox_aux_dn: 0.905456 loss_giou_aux_dn: 1.922435 loss: 14.231411 eta: 1 day, 20:53:32 batch_cost: 0.5026 data_cost: 0.0013 ips: 7.9586 images/s [04/09 13:48:25] ppdet.engine INFO: Epoch: [41] [6200/7329] learning_rate: 0.000100 loss_class: 0.600899 loss_bbox: 0.147774 loss_giou: 0.415188 loss_class_aux: 3.752336 loss_bbox_aux: 0.942490 loss_giou_aux: 2.641958 loss_class_dn: 0.337282 loss_bbox_dn: 0.147098 loss_giou_dn: 0.356828 loss_class_aux_dn: 1.842457 loss_bbox_aux_dn: 0.875149 loss_giou_aux_dn: 1.956113 loss: 14.317064 eta: 1 day, 20:52:42 batch_cost: 0.5462 data_cost: 0.0016 ips: 7.3228 images/s [04/09 13:49:22] ppdet.engine INFO: Epoch: [41] [6300/7329] learning_rate: 0.000100 loss_class: 0.610389 loss_bbox: 0.151920 loss_giou: 0.434951 loss_class_aux: 3.856447 loss_bbox_aux: 0.963815 loss_giou_aux: 2.683909 loss_class_dn: 0.350113 loss_bbox_dn: 0.169098 loss_giou_dn: 0.412048 loss_class_aux_dn: 1.848468 loss_bbox_aux_dn: 0.999879 loss_giou_aux_dn: 2.317567 loss: 15.116059 eta: 1 day, 20:51:49 batch_cost: 0.5106 data_cost: 0.0017 ips: 7.8334 images/s [04/09 13:50:17] ppdet.engine INFO: Epoch: [41] [6400/7329] learning_rate: 0.000100 loss_class: 0.587940 loss_bbox: 0.147471 loss_giou: 0.401563 loss_class_aux: 3.747402 loss_bbox_aux: 0.947016 loss_giou_aux: 2.631932 loss_class_dn: 0.338563 loss_bbox_dn: 0.153258 loss_giou_dn: 0.382013 loss_class_aux_dn: 1.817958 loss_bbox_aux_dn: 0.893741 loss_giou_aux_dn: 2.147554 loss: 14.865089 eta: 1 day, 20:50:53 batch_cost: 0.4859 data_cost: 0.0013 ips: 8.2318 images/s [04/09 13:51:15] ppdet.engine INFO: Epoch: [41] [6500/7329] learning_rate: 0.000100 loss_class: 0.618420 loss_bbox: 0.140875 loss_giou: 0.397612 loss_class_aux: 3.893441 loss_bbox_aux: 0.949570 loss_giou_aux: 2.560879 loss_class_dn: 0.353306 loss_bbox_dn: 0.144122 loss_giou_dn: 0.398660 loss_class_aux_dn: 1.925363 loss_bbox_aux_dn: 0.900913 loss_giou_aux_dn: 2.195096 loss: 15.092125 eta: 1 day, 20:49:59 batch_cost: 0.5127 data_cost: 0.0014 ips: 7.8024 images/s [04/09 13:52:14] ppdet.engine INFO: Epoch: [41] [6600/7329] learning_rate: 0.000100 loss_class: 0.557401 loss_bbox: 0.116222 loss_giou: 0.387249 loss_class_aux: 3.599975 loss_bbox_aux: 0.761473 loss_giou_aux: 2.402677 loss_class_dn: 0.320713 loss_bbox_dn: 0.140333 loss_giou_dn: 0.355198 loss_class_aux_dn: 1.722091 loss_bbox_aux_dn: 0.836892 loss_giou_aux_dn: 1.997302 loss: 14.236362 eta: 1 day, 20:49:08 batch_cost: 0.5359 data_cost: 0.0014 ips: 7.4646 images/s [04/09 13:53:12] ppdet.engine INFO: Epoch: [41] [6700/7329] learning_rate: 0.000100 loss_class: 0.608445 loss_bbox: 0.152932 loss_giou: 0.409731 loss_class_aux: 3.998378 loss_bbox_aux: 1.007622 loss_giou_aux: 2.513836 loss_class_dn: 0.341297 loss_bbox_dn: 0.163461 loss_giou_dn: 0.386064 loss_class_aux_dn: 1.847902 loss_bbox_aux_dn: 0.988267 loss_giou_aux_dn: 2.107644 loss: 15.189703 eta: 1 day, 20:48:16 batch_cost: 0.5164 data_cost: 0.0013 ips: 7.7458 images/s [04/09 13:54:13] ppdet.engine INFO: Epoch: [41] [6800/7329] learning_rate: 0.000100 loss_class: 0.585643 loss_bbox: 0.131456 loss_giou: 0.386891 loss_class_aux: 3.655042 loss_bbox_aux: 0.899540 loss_giou_aux: 2.436059 loss_class_dn: 0.326322 loss_bbox_dn: 0.133971 loss_giou_dn: 0.340355 loss_class_aux_dn: 1.745481 loss_bbox_aux_dn: 0.822225 loss_giou_aux_dn: 1.966925 loss: 13.932626 eta: 1 day, 20:47:24 batch_cost: 0.5351 data_cost: 0.0016 ips: 7.4753 images/s [04/09 13:55:12] ppdet.engine INFO: Epoch: [41] [6900/7329] learning_rate: 0.000100 loss_class: 0.558343 loss_bbox: 0.136725 loss_giou: 0.440248 loss_class_aux: 3.589238 loss_bbox_aux: 0.921672 loss_giou_aux: 2.754458 loss_class_dn: 0.343503 loss_bbox_dn: 0.142177 loss_giou_dn: 0.407094 loss_class_aux_dn: 1.844305 loss_bbox_aux_dn: 0.888420 loss_giou_aux_dn: 2.299867 loss: 14.977371 eta: 1 day, 20:46:33 batch_cost: 0.5283 data_cost: 0.0013 ips: 7.5714 images/s [04/09 13:56:06] ppdet.engine INFO: Epoch: [41] [7000/7329] learning_rate: 0.000100 loss_class: 0.633909 loss_bbox: 0.154547 loss_giou: 0.424473 loss_class_aux: 4.015333 loss_bbox_aux: 1.033137 loss_giou_aux: 2.736799 loss_class_dn: 0.367340 loss_bbox_dn: 0.172131 loss_giou_dn: 0.426210 loss_class_aux_dn: 2.026004 loss_bbox_aux_dn: 1.023700 loss_giou_aux_dn: 2.382637 loss: 16.227802 eta: 1 day, 20:45:36 batch_cost: 0.4821 data_cost: 0.0015 ips: 8.2965 images/s [04/09 13:57:03] ppdet.engine INFO: Epoch: [41] [7100/7329] learning_rate: 0.000100 loss_class: 0.535947 loss_bbox: 0.151710 loss_giou: 0.401622 loss_class_aux: 3.395954 loss_bbox_aux: 0.966118 loss_giou_aux: 2.588806 loss_class_dn: 0.306750 loss_bbox_dn: 0.150788 loss_giou_dn: 0.380615 loss_class_aux_dn: 1.620251 loss_bbox_aux_dn: 0.826292 loss_giou_aux_dn: 2.090002 loss: 13.756130 eta: 1 day, 20:44:42 batch_cost: 0.5056 data_cost: 0.0014 ips: 7.9107 images/s [04/09 13:58:01] ppdet.engine INFO: Epoch: [41] [7200/7329] learning_rate: 0.000100 loss_class: 0.569166 loss_bbox: 0.159794 loss_giou: 0.370168 loss_class_aux: 3.770842 loss_bbox_aux: 0.995036 loss_giou_aux: 2.313032 loss_class_dn: 0.338599 loss_bbox_dn: 0.174170 loss_giou_dn: 0.362117 loss_class_aux_dn: 1.842121 loss_bbox_aux_dn: 0.975734 loss_giou_aux_dn: 2.031498 loss: 14.803925 eta: 1 day, 20:43:49 batch_cost: 0.5124 data_cost: 0.0016 ips: 7.8057 images/s [04/09 13:59:01] ppdet.engine INFO: Epoch: [41] [7300/7329] learning_rate: 0.000100 loss_class: 0.637787 loss_bbox: 0.139983 loss_giou: 0.406783 loss_class_aux: 4.044513 loss_bbox_aux: 0.955953 loss_giou_aux: 2.590735 loss_class_dn: 0.351216 loss_bbox_dn: 0.156896 loss_giou_dn: 0.376571 loss_class_aux_dn: 1.903728 loss_bbox_aux_dn: 0.916799 loss_giou_aux_dn: 2.135745 loss: 15.050299 eta: 1 day, 20:42:58 batch_cost: 0.5408 data_cost: 0.0014 ips: 7.3969 images/s [04/09 13:59:22] ppdet.engine INFO: Eval iter: 0 [04/09 13:59:50] ppdet.engine INFO: Eval iter: 100 [04/09 14:00:16] ppdet.engine INFO: Eval iter: 200 [04/09 14:00:43] ppdet.engine INFO: Eval iter: 300 [04/09 14:01:10] ppdet.engine INFO: Eval iter: 400 [04/09 14:01:38] ppdet.engine INFO: Eval iter: 500 [04/09 14:02:05] ppdet.engine INFO: Eval iter: 600 [04/09 14:02:36] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.61s) creating index... index created! [04/09 14:02:37] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.06s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=120.35s). Accumulating evaluation results... DONE (t=27.61s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.331 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.537 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/09 14:05:27] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.245842080976256 [04/09 14:05:27] ppdet.engine INFO: Best test bbox ap is 0.523. [04/09 14:05:30] ppdet.engine INFO: Epoch: [42] [ 0/7329] learning_rate: 0.000100 loss_class: 0.652552 loss_bbox: 0.140478 loss_giou: 0.432227 loss_class_aux: 4.117595 loss_bbox_aux: 0.955953 loss_giou_aux: 2.768951 loss_class_dn: 0.374682 loss_bbox_dn: 0.158117 loss_giou_dn: 0.398703 loss_class_aux_dn: 2.038679 loss_bbox_aux_dn: 0.906840 loss_giou_aux_dn: 2.219265 loss: 16.073658 eta: 1 day, 20:42:43 batch_cost: 0.5454 data_cost: 0.0014 ips: 7.3343 images/s [04/09 14:06:26] ppdet.engine INFO: Epoch: [42] [ 100/7329] learning_rate: 0.000100 loss_class: 0.591361 loss_bbox: 0.130220 loss_giou: 0.385405 loss_class_aux: 3.778369 loss_bbox_aux: 0.837435 loss_giou_aux: 2.473390 loss_class_dn: 0.323020 loss_bbox_dn: 0.143813 loss_giou_dn: 0.356274 loss_class_aux_dn: 1.751544 loss_bbox_aux_dn: 0.843625 loss_giou_aux_dn: 2.028018 loss: 14.085358 eta: 1 day, 20:41:48 batch_cost: 0.4980 data_cost: 0.0014 ips: 8.0315 images/s [04/09 14:07:30] ppdet.engine INFO: Epoch: [42] [ 200/7329] learning_rate: 0.000100 loss_class: 0.564097 loss_bbox: 0.141701 loss_giou: 0.468768 loss_class_aux: 3.586511 loss_bbox_aux: 0.923486 loss_giou_aux: 2.955554 loss_class_dn: 0.359052 loss_bbox_dn: 0.131983 loss_giou_dn: 0.414448 loss_class_aux_dn: 1.918291 loss_bbox_aux_dn: 0.799328 loss_giou_aux_dn: 2.317605 loss: 15.772301 eta: 1 day, 20:41:00 batch_cost: 0.5689 data_cost: 0.0016 ips: 7.0310 images/s [04/09 14:08:31] ppdet.engine INFO: Epoch: [42] [ 300/7329] learning_rate: 0.000100 loss_class: 0.560385 loss_bbox: 0.119927 loss_giou: 0.425196 loss_class_aux: 3.584404 loss_bbox_aux: 0.781173 loss_giou_aux: 2.633447 loss_class_dn: 0.337213 loss_bbox_dn: 0.138508 loss_giou_dn: 0.354613 loss_class_aux_dn: 1.792982 loss_bbox_aux_dn: 0.807943 loss_giou_aux_dn: 2.058151 loss: 14.219801 eta: 1 day, 20:40:11 batch_cost: 0.5487 data_cost: 0.0014 ips: 7.2905 images/s [04/09 14:09:33] ppdet.engine INFO: Epoch: [42] [ 400/7329] learning_rate: 0.000100 loss_class: 0.583536 loss_bbox: 0.138079 loss_giou: 0.391861 loss_class_aux: 3.773229 loss_bbox_aux: 0.936461 loss_giou_aux: 2.479815 loss_class_dn: 0.334013 loss_bbox_dn: 0.144809 loss_giou_dn: 0.366183 loss_class_aux_dn: 1.793993 loss_bbox_aux_dn: 0.868465 loss_giou_aux_dn: 2.097925 loss: 14.688950 eta: 1 day, 20:39:21 batch_cost: 0.5507 data_cost: 0.0014 ips: 7.2629 images/s [04/09 14:10:31] ppdet.engine INFO: Epoch: [42] [ 500/7329] learning_rate: 0.000100 loss_class: 0.594376 loss_bbox: 0.140948 loss_giou: 0.385033 loss_class_aux: 3.733763 loss_bbox_aux: 0.940956 loss_giou_aux: 2.471303 loss_class_dn: 0.320631 loss_bbox_dn: 0.138980 loss_giou_dn: 0.379842 loss_class_aux_dn: 1.768766 loss_bbox_aux_dn: 0.856977 loss_giou_aux_dn: 2.147730 loss: 13.840570 eta: 1 day, 20:38:29 batch_cost: 0.5275 data_cost: 0.0014 ips: 7.5829 images/s [04/09 14:11:27] ppdet.engine INFO: Epoch: [42] [ 600/7329] learning_rate: 0.000100 loss_class: 0.560116 loss_bbox: 0.134252 loss_giou: 0.380029 loss_class_aux: 3.503506 loss_bbox_aux: 0.925658 loss_giou_aux: 2.364018 loss_class_dn: 0.299971 loss_bbox_dn: 0.143722 loss_giou_dn: 0.359597 loss_class_aux_dn: 1.668857 loss_bbox_aux_dn: 0.903101 loss_giou_aux_dn: 1.976014 loss: 13.274246 eta: 1 day, 20:37:34 batch_cost: 0.4909 data_cost: 0.0014 ips: 8.1481 images/s [04/09 14:12:25] ppdet.engine INFO: Epoch: [42] [ 700/7329] learning_rate: 0.000100 loss_class: 0.584654 loss_bbox: 0.150777 loss_giou: 0.383219 loss_class_aux: 3.781786 loss_bbox_aux: 0.946107 loss_giou_aux: 2.408506 loss_class_dn: 0.339369 loss_bbox_dn: 0.148808 loss_giou_dn: 0.372829 loss_class_aux_dn: 1.854432 loss_bbox_aux_dn: 0.912019 loss_giou_aux_dn: 2.079850 loss: 14.119469 eta: 1 day, 20:36:42 batch_cost: 0.5227 data_cost: 0.0014 ips: 7.6531 images/s [04/09 14:13:21] ppdet.engine INFO: Epoch: [42] [ 800/7329] learning_rate: 0.000100 loss_class: 0.545407 loss_bbox: 0.123790 loss_giou: 0.307559 loss_class_aux: 3.403581 loss_bbox_aux: 0.896333 loss_giou_aux: 1.996218 loss_class_dn: 0.291195 loss_bbox_dn: 0.163940 loss_giou_dn: 0.320020 loss_class_aux_dn: 1.585424 loss_bbox_aux_dn: 0.954621 loss_giou_aux_dn: 1.725719 loss: 13.373066 eta: 1 day, 20:35:47 batch_cost: 0.4972 data_cost: 0.0014 ips: 8.0454 images/s [04/09 14:14:20] ppdet.engine INFO: Epoch: [42] [ 900/7329] learning_rate: 0.000100 loss_class: 0.549443 loss_bbox: 0.142282 loss_giou: 0.401119 loss_class_aux: 3.589608 loss_bbox_aux: 0.966976 loss_giou_aux: 2.571282 loss_class_dn: 0.308131 loss_bbox_dn: 0.157439 loss_giou_dn: 0.346716 loss_class_aux_dn: 1.622857 loss_bbox_aux_dn: 0.953586 loss_giou_aux_dn: 1.947857 loss: 13.475113 eta: 1 day, 20:34:54 batch_cost: 0.5194 data_cost: 0.0014 ips: 7.7007 images/s [04/09 14:15:18] ppdet.engine INFO: Epoch: [42] [1000/7329] learning_rate: 0.000100 loss_class: 0.572348 loss_bbox: 0.126431 loss_giou: 0.365652 loss_class_aux: 3.773495 loss_bbox_aux: 0.856913 loss_giou_aux: 2.290110 loss_class_dn: 0.312376 loss_bbox_dn: 0.145994 loss_giou_dn: 0.342215 loss_class_aux_dn: 1.677751 loss_bbox_aux_dn: 0.842957 loss_giou_aux_dn: 1.890852 loss: 13.595821 eta: 1 day, 20:34:01 batch_cost: 0.5132 data_cost: 0.0014 ips: 7.7935 images/s [04/09 14:16:19] ppdet.engine INFO: Epoch: [42] [1100/7329] learning_rate: 0.000100 loss_class: 0.590628 loss_bbox: 0.133187 loss_giou: 0.414439 loss_class_aux: 3.763036 loss_bbox_aux: 0.891149 loss_giou_aux: 2.528182 loss_class_dn: 0.346561 loss_bbox_dn: 0.140146 loss_giou_dn: 0.376076 loss_class_aux_dn: 1.882957 loss_bbox_aux_dn: 0.830519 loss_giou_aux_dn: 2.088066 loss: 14.147203 eta: 1 day, 20:33:11 batch_cost: 0.5506 data_cost: 0.0014 ips: 7.2655 images/s [04/09 14:17:20] ppdet.engine INFO: Epoch: [42] [1200/7329] learning_rate: 0.000100 loss_class: 0.528378 loss_bbox: 0.137023 loss_giou: 0.364077 loss_class_aux: 3.358779 loss_bbox_aux: 0.848073 loss_giou_aux: 2.367490 loss_class_dn: 0.309202 loss_bbox_dn: 0.137042 loss_giou_dn: 0.347422 loss_class_aux_dn: 1.658766 loss_bbox_aux_dn: 0.827933 loss_giou_aux_dn: 1.910883 loss: 13.533325 eta: 1 day, 20:32:21 batch_cost: 0.5441 data_cost: 0.0015 ips: 7.3510 images/s [04/09 14:18:20] ppdet.engine INFO: Epoch: [42] [1300/7329] learning_rate: 0.000100 loss_class: 0.581812 loss_bbox: 0.119959 loss_giou: 0.358345 loss_class_aux: 3.571558 loss_bbox_aux: 0.819591 loss_giou_aux: 2.296687 loss_class_dn: 0.312919 loss_bbox_dn: 0.131558 loss_giou_dn: 0.345372 loss_class_aux_dn: 1.683457 loss_bbox_aux_dn: 0.772385 loss_giou_aux_dn: 1.936444 loss: 13.594616 eta: 1 day, 20:31:30 batch_cost: 0.5335 data_cost: 0.0013 ips: 7.4980 images/s [04/09 14:19:17] ppdet.engine INFO: Epoch: [42] [1400/7329] learning_rate: 0.000100 loss_class: 0.594325 loss_bbox: 0.144328 loss_giou: 0.378454 loss_class_aux: 3.828404 loss_bbox_aux: 0.963868 loss_giou_aux: 2.452755 loss_class_dn: 0.338883 loss_bbox_dn: 0.154526 loss_giou_dn: 0.359591 loss_class_aux_dn: 1.815748 loss_bbox_aux_dn: 0.923539 loss_giou_aux_dn: 2.012403 loss: 14.746595 eta: 1 day, 20:30:36 batch_cost: 0.5095 data_cost: 0.0013 ips: 7.8510 images/s [04/09 14:20:14] ppdet.engine INFO: Epoch: [42] [1500/7329] learning_rate: 0.000100 loss_class: 0.596090 loss_bbox: 0.146425 loss_giou: 0.357485 loss_class_aux: 3.802900 loss_bbox_aux: 0.998609 loss_giou_aux: 2.247359 loss_class_dn: 0.321522 loss_bbox_dn: 0.146753 loss_giou_dn: 0.346368 loss_class_aux_dn: 1.767505 loss_bbox_aux_dn: 0.866151 loss_giou_aux_dn: 1.968324 loss: 13.774334 eta: 1 day, 20:29:43 batch_cost: 0.5097 data_cost: 0.0015 ips: 7.8480 images/s [04/09 14:21:09] ppdet.engine INFO: Epoch: [42] [1600/7329] learning_rate: 0.000100 loss_class: 0.627321 loss_bbox: 0.141099 loss_giou: 0.491962 loss_class_aux: 4.006541 loss_bbox_aux: 0.939327 loss_giou_aux: 3.105392 loss_class_dn: 0.384255 loss_bbox_dn: 0.152530 loss_giou_dn: 0.470366 loss_class_aux_dn: 2.075124 loss_bbox_aux_dn: 0.883421 loss_giou_aux_dn: 2.611456 loss: 16.835564 eta: 1 day, 20:28:47 batch_cost: 0.4910 data_cost: 0.0015 ips: 8.1460 images/s [04/09 14:22:08] ppdet.engine INFO: Epoch: [42] [1700/7329] learning_rate: 0.000100 loss_class: 0.611164 loss_bbox: 0.145296 loss_giou: 0.401783 loss_class_aux: 3.865020 loss_bbox_aux: 0.973977 loss_giou_aux: 2.602699 loss_class_dn: 0.352755 loss_bbox_dn: 0.150200 loss_giou_dn: 0.396896 loss_class_aux_dn: 1.893795 loss_bbox_aux_dn: 0.889009 loss_giou_aux_dn: 2.227880 loss: 15.199566 eta: 1 day, 20:27:55 batch_cost: 0.5217 data_cost: 0.0014 ips: 7.6670 images/s [04/09 14:23:08] ppdet.engine INFO: Epoch: [42] [1800/7329] learning_rate: 0.000100 loss_class: 0.566393 loss_bbox: 0.129004 loss_giou: 0.398287 loss_class_aux: 3.464802 loss_bbox_aux: 0.828053 loss_giou_aux: 2.558905 loss_class_dn: 0.341418 loss_bbox_dn: 0.129557 loss_giou_dn: 0.384471 loss_class_aux_dn: 1.816171 loss_bbox_aux_dn: 0.763685 loss_giou_aux_dn: 2.165375 loss: 14.056546 eta: 1 day, 20:27:04 batch_cost: 0.5373 data_cost: 0.0014 ips: 7.4440 images/s [04/09 14:24:16] ppdet.engine INFO: Epoch: [42] [1900/7329] learning_rate: 0.000100 loss_class: 0.635673 loss_bbox: 0.148645 loss_giou: 0.427394 loss_class_aux: 3.981740 loss_bbox_aux: 0.958146 loss_giou_aux: 2.806925 loss_class_dn: 0.369176 loss_bbox_dn: 0.153992 loss_giou_dn: 0.417524 loss_class_aux_dn: 1.943505 loss_bbox_aux_dn: 0.902147 loss_giou_aux_dn: 2.321831 loss: 15.302145 eta: 1 day, 20:26:19 batch_cost: 0.5946 data_cost: 0.0016 ips: 6.7274 images/s [04/09 14:25:16] ppdet.engine INFO: Epoch: [42] [2000/7329] learning_rate: 0.000100 loss_class: 0.592854 loss_bbox: 0.135585 loss_giou: 0.392237 loss_class_aux: 3.850708 loss_bbox_aux: 0.922113 loss_giou_aux: 2.410220 loss_class_dn: 0.321660 loss_bbox_dn: 0.146929 loss_giou_dn: 0.350407 loss_class_aux_dn: 1.762472 loss_bbox_aux_dn: 0.894053 loss_giou_aux_dn: 1.942996 loss: 13.831261 eta: 1 day, 20:25:27 batch_cost: 0.5318 data_cost: 0.0014 ips: 7.5221 images/s [04/09 14:26:10] ppdet.engine INFO: Epoch: [42] [2100/7329] learning_rate: 0.000100 loss_class: 0.592291 loss_bbox: 0.133727 loss_giou: 0.392529 loss_class_aux: 3.725835 loss_bbox_aux: 0.862594 loss_giou_aux: 2.503635 loss_class_dn: 0.401554 loss_bbox_dn: 0.156220 loss_giou_dn: 0.417253 loss_class_aux_dn: 2.104904 loss_bbox_aux_dn: 0.951440 loss_giou_aux_dn: 2.384581 loss: 16.117863 eta: 1 day, 20:24:31 batch_cost: 0.4870 data_cost: 0.0013 ips: 8.2132 images/s [04/09 14:27:07] ppdet.engine INFO: Epoch: [42] [2200/7329] learning_rate: 0.000100 loss_class: 0.605053 loss_bbox: 0.131826 loss_giou: 0.370276 loss_class_aux: 3.807452 loss_bbox_aux: 0.889959 loss_giou_aux: 2.417884 loss_class_dn: 0.331078 loss_bbox_dn: 0.138939 loss_giou_dn: 0.392290 loss_class_aux_dn: 1.760148 loss_bbox_aux_dn: 0.816615 loss_giou_aux_dn: 2.129292 loss: 14.675186 eta: 1 day, 20:23:37 batch_cost: 0.4993 data_cost: 0.0013 ips: 8.0112 images/s [04/09 14:28:05] ppdet.engine INFO: Epoch: [42] [2300/7329] learning_rate: 0.000100 loss_class: 0.543123 loss_bbox: 0.130786 loss_giou: 0.340547 loss_class_aux: 3.462154 loss_bbox_aux: 0.851116 loss_giou_aux: 2.218112 loss_class_dn: 0.307393 loss_bbox_dn: 0.125221 loss_giou_dn: 0.333185 loss_class_aux_dn: 1.708050 loss_bbox_aux_dn: 0.788211 loss_giou_aux_dn: 1.928763 loss: 12.937811 eta: 1 day, 20:22:44 batch_cost: 0.5184 data_cost: 0.0018 ips: 7.7166 images/s [04/09 14:28:59] ppdet.engine INFO: Epoch: [42] [2400/7329] learning_rate: 0.000100 loss_class: 0.581136 loss_bbox: 0.152880 loss_giou: 0.395096 loss_class_aux: 3.672783 loss_bbox_aux: 0.979280 loss_giou_aux: 2.564922 loss_class_dn: 0.316775 loss_bbox_dn: 0.146640 loss_giou_dn: 0.377536 loss_class_aux_dn: 1.734477 loss_bbox_aux_dn: 0.892859 loss_giou_aux_dn: 2.115867 loss: 13.814754 eta: 1 day, 20:21:47 batch_cost: 0.4796 data_cost: 0.0014 ips: 8.3405 images/s [04/09 14:29:57] ppdet.engine INFO: Epoch: [42] [2500/7329] learning_rate: 0.000100 loss_class: 0.582905 loss_bbox: 0.132390 loss_giou: 0.403548 loss_class_aux: 3.751258 loss_bbox_aux: 0.921152 loss_giou_aux: 2.735970 loss_class_dn: 0.342346 loss_bbox_dn: 0.136487 loss_giou_dn: 0.398922 loss_class_aux_dn: 1.815722 loss_bbox_aux_dn: 0.820351 loss_giou_aux_dn: 2.217149 loss: 15.026077 eta: 1 day, 20:20:53 batch_cost: 0.5036 data_cost: 0.0014 ips: 7.9421 images/s [04/09 14:30:52] ppdet.engine INFO: Epoch: [42] [2600/7329] learning_rate: 0.000100 loss_class: 0.542132 loss_bbox: 0.142182 loss_giou: 0.356966 loss_class_aux: 3.481188 loss_bbox_aux: 0.940475 loss_giou_aux: 2.333894 loss_class_dn: 0.323851 loss_bbox_dn: 0.150795 loss_giou_dn: 0.336874 loss_class_aux_dn: 1.758537 loss_bbox_aux_dn: 0.927533 loss_giou_aux_dn: 1.933825 loss: 14.374773 eta: 1 day, 20:19:58 batch_cost: 0.4880 data_cost: 0.0014 ips: 8.1965 images/s [04/09 14:31:45] ppdet.engine INFO: Epoch: [42] [2700/7329] learning_rate: 0.000100 loss_class: 0.586503 loss_bbox: 0.152392 loss_giou: 0.412691 loss_class_aux: 3.799507 loss_bbox_aux: 0.988861 loss_giou_aux: 2.504563 loss_class_dn: 0.315273 loss_bbox_dn: 0.169427 loss_giou_dn: 0.372047 loss_class_aux_dn: 1.759625 loss_bbox_aux_dn: 0.937173 loss_giou_aux_dn: 2.092272 loss: 14.477772 eta: 1 day, 20:19:01 batch_cost: 0.4762 data_cost: 0.0013 ips: 8.3998 images/s [04/09 14:32:45] ppdet.engine INFO: Epoch: [42] [2800/7329] learning_rate: 0.000100 loss_class: 0.606534 loss_bbox: 0.137248 loss_giou: 0.375740 loss_class_aux: 3.812220 loss_bbox_aux: 0.885937 loss_giou_aux: 2.406232 loss_class_dn: 0.339276 loss_bbox_dn: 0.150207 loss_giou_dn: 0.377462 loss_class_aux_dn: 1.799273 loss_bbox_aux_dn: 0.901369 loss_giou_aux_dn: 2.173331 loss: 14.996815 eta: 1 day, 20:18:09 batch_cost: 0.5295 data_cost: 0.0014 ips: 7.5540 images/s [04/09 14:33:46] ppdet.engine INFO: Epoch: [42] [2900/7329] learning_rate: 0.000100 loss_class: 0.582801 loss_bbox: 0.141126 loss_giou: 0.448703 loss_class_aux: 3.761850 loss_bbox_aux: 0.894942 loss_giou_aux: 2.846641 loss_class_dn: 0.339554 loss_bbox_dn: 0.144262 loss_giou_dn: 0.419593 loss_class_aux_dn: 1.814205 loss_bbox_aux_dn: 0.921771 loss_giou_aux_dn: 2.292902 loss: 14.587288 eta: 1 day, 20:17:18 batch_cost: 0.5382 data_cost: 0.0016 ips: 7.4321 images/s [04/09 14:34:41] ppdet.engine INFO: Epoch: [42] [3000/7329] learning_rate: 0.000100 loss_class: 0.550277 loss_bbox: 0.130096 loss_giou: 0.400184 loss_class_aux: 3.475200 loss_bbox_aux: 0.910803 loss_giou_aux: 2.545957 loss_class_dn: 0.313024 loss_bbox_dn: 0.136076 loss_giou_dn: 0.365114 loss_class_aux_dn: 1.639045 loss_bbox_aux_dn: 0.789984 loss_giou_aux_dn: 1.994146 loss: 13.169394 eta: 1 day, 20:16:23 batch_cost: 0.4904 data_cost: 0.0014 ips: 8.1562 images/s [04/09 14:35:37] ppdet.engine INFO: Epoch: [42] [3100/7329] learning_rate: 0.000100 loss_class: 0.526586 loss_bbox: 0.131855 loss_giou: 0.376582 loss_class_aux: 3.432467 loss_bbox_aux: 0.847272 loss_giou_aux: 2.360468 loss_class_dn: 0.305513 loss_bbox_dn: 0.135048 loss_giou_dn: 0.345075 loss_class_aux_dn: 1.623800 loss_bbox_aux_dn: 0.851182 loss_giou_aux_dn: 1.903701 loss: 13.497322 eta: 1 day, 20:15:27 batch_cost: 0.4911 data_cost: 0.0014 ips: 8.1453 images/s [04/09 14:36:30] ppdet.engine INFO: Epoch: [42] [3200/7329] learning_rate: 0.000100 loss_class: 0.556760 loss_bbox: 0.124025 loss_giou: 0.338726 loss_class_aux: 3.495531 loss_bbox_aux: 0.821463 loss_giou_aux: 2.237760 loss_class_dn: 0.321909 loss_bbox_dn: 0.125613 loss_giou_dn: 0.360961 loss_class_aux_dn: 1.718424 loss_bbox_aux_dn: 0.742449 loss_giou_aux_dn: 2.027047 loss: 14.459639 eta: 1 day, 20:14:30 batch_cost: 0.4753 data_cost: 0.0014 ips: 8.4160 images/s [04/09 14:37:28] ppdet.engine INFO: Epoch: [42] [3300/7329] learning_rate: 0.000100 loss_class: 0.576839 loss_bbox: 0.145849 loss_giou: 0.448899 loss_class_aux: 3.556026 loss_bbox_aux: 0.980965 loss_giou_aux: 2.860973 loss_class_dn: 0.338719 loss_bbox_dn: 0.149858 loss_giou_dn: 0.406230 loss_class_aux_dn: 1.787162 loss_bbox_aux_dn: 0.889052 loss_giou_aux_dn: 2.259521 loss: 14.583376 eta: 1 day, 20:13:37 batch_cost: 0.5121 data_cost: 0.0015 ips: 7.8103 images/s [04/09 14:38:31] ppdet.engine INFO: Epoch: [42] [3400/7329] learning_rate: 0.000100 loss_class: 0.582956 loss_bbox: 0.141233 loss_giou: 0.365527 loss_class_aux: 3.668915 loss_bbox_aux: 0.884525 loss_giou_aux: 2.379795 loss_class_dn: 0.322362 loss_bbox_dn: 0.137820 loss_giou_dn: 0.385046 loss_class_aux_dn: 1.735496 loss_bbox_aux_dn: 0.798678 loss_giou_aux_dn: 2.143677 loss: 14.374790 eta: 1 day, 20:12:48 batch_cost: 0.5562 data_cost: 0.0017 ips: 7.1922 images/s [04/09 14:39:34] ppdet.engine INFO: Epoch: [42] [3500/7329] learning_rate: 0.000100 loss_class: 0.508089 loss_bbox: 0.124472 loss_giou: 0.367562 loss_class_aux: 3.298919 loss_bbox_aux: 0.829683 loss_giou_aux: 2.335075 loss_class_dn: 0.286152 loss_bbox_dn: 0.129147 loss_giou_dn: 0.338072 loss_class_aux_dn: 1.546405 loss_bbox_aux_dn: 0.812057 loss_giou_aux_dn: 1.802979 loss: 12.281894 eta: 1 day, 20:11:58 batch_cost: 0.5477 data_cost: 0.0017 ips: 7.3029 images/s [04/09 14:40:38] ppdet.engine INFO: Epoch: [42] [3600/7329] learning_rate: 0.000100 loss_class: 0.545034 loss_bbox: 0.148916 loss_giou: 0.381938 loss_class_aux: 3.482707 loss_bbox_aux: 0.955055 loss_giou_aux: 2.404727 loss_class_dn: 0.305170 loss_bbox_dn: 0.160089 loss_giou_dn: 0.335581 loss_class_aux_dn: 1.700877 loss_bbox_aux_dn: 0.980017 loss_giou_aux_dn: 1.886201 loss: 13.221670 eta: 1 day, 20:11:10 batch_cost: 0.5659 data_cost: 0.0020 ips: 7.0689 images/s [04/09 14:41:38] ppdet.engine INFO: Epoch: [42] [3700/7329] learning_rate: 0.000100 loss_class: 0.638057 loss_bbox: 0.151045 loss_giou: 0.415312 loss_class_aux: 4.055118 loss_bbox_aux: 1.017853 loss_giou_aux: 2.747578 loss_class_dn: 0.374597 loss_bbox_dn: 0.171908 loss_giou_dn: 0.409051 loss_class_aux_dn: 2.042641 loss_bbox_aux_dn: 1.023581 loss_giou_aux_dn: 2.329744 loss: 16.557602 eta: 1 day, 20:10:19 batch_cost: 0.5357 data_cost: 0.0015 ips: 7.4664 images/s [04/09 14:42:36] ppdet.engine INFO: Epoch: [42] [3800/7329] learning_rate: 0.000100 loss_class: 0.539549 loss_bbox: 0.115018 loss_giou: 0.347839 loss_class_aux: 3.422382 loss_bbox_aux: 0.758808 loss_giou_aux: 2.156424 loss_class_dn: 0.301746 loss_bbox_dn: 0.120142 loss_giou_dn: 0.346224 loss_class_aux_dn: 1.645983 loss_bbox_aux_dn: 0.712232 loss_giou_aux_dn: 1.943181 loss: 13.738003 eta: 1 day, 20:09:26 batch_cost: 0.5167 data_cost: 0.0013 ips: 7.7409 images/s [04/09 14:43:30] ppdet.engine INFO: Epoch: [42] [3900/7329] learning_rate: 0.000100 loss_class: 0.580237 loss_bbox: 0.142802 loss_giou: 0.392331 loss_class_aux: 3.676221 loss_bbox_aux: 0.936739 loss_giou_aux: 2.664076 loss_class_dn: 0.350048 loss_bbox_dn: 0.133031 loss_giou_dn: 0.372547 loss_class_aux_dn: 1.876519 loss_bbox_aux_dn: 0.788322 loss_giou_aux_dn: 2.105724 loss: 14.677441 eta: 1 day, 20:08:30 batch_cost: 0.4836 data_cost: 0.0013 ips: 8.2705 images/s [04/09 14:44:24] ppdet.engine INFO: Epoch: [42] [4000/7329] learning_rate: 0.000100 loss_class: 0.490469 loss_bbox: 0.125973 loss_giou: 0.349782 loss_class_aux: 3.143984 loss_bbox_aux: 0.861081 loss_giou_aux: 2.156851 loss_class_dn: 0.294659 loss_bbox_dn: 0.141578 loss_giou_dn: 0.335573 loss_class_aux_dn: 1.563581 loss_bbox_aux_dn: 0.806355 loss_giou_aux_dn: 1.860739 loss: 12.542871 eta: 1 day, 20:07:33 batch_cost: 0.4769 data_cost: 0.0013 ips: 8.3867 images/s [04/09 14:45:20] ppdet.engine INFO: Epoch: [42] [4100/7329] learning_rate: 0.000100 loss_class: 0.547225 loss_bbox: 0.127703 loss_giou: 0.392338 loss_class_aux: 3.658906 loss_bbox_aux: 0.829008 loss_giou_aux: 2.467555 loss_class_dn: 0.324687 loss_bbox_dn: 0.125986 loss_giou_dn: 0.371669 loss_class_aux_dn: 1.775115 loss_bbox_aux_dn: 0.786090 loss_giou_aux_dn: 2.078752 loss: 14.161565 eta: 1 day, 20:06:39 batch_cost: 0.5005 data_cost: 0.0013 ips: 7.9920 images/s [04/09 14:46:17] ppdet.engine INFO: Epoch: [42] [4200/7329] learning_rate: 0.000100 loss_class: 0.563895 loss_bbox: 0.131966 loss_giou: 0.441682 loss_class_aux: 3.643134 loss_bbox_aux: 0.883290 loss_giou_aux: 2.876169 loss_class_dn: 0.347822 loss_bbox_dn: 0.131804 loss_giou_dn: 0.386789 loss_class_aux_dn: 1.849004 loss_bbox_aux_dn: 0.773506 loss_giou_aux_dn: 2.162525 loss: 14.672905 eta: 1 day, 20:05:45 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8695 images/s [04/09 14:47:13] ppdet.engine INFO: Epoch: [42] [4300/7329] learning_rate: 0.000100 loss_class: 0.598400 loss_bbox: 0.131827 loss_giou: 0.431108 loss_class_aux: 3.765398 loss_bbox_aux: 0.878286 loss_giou_aux: 2.706992 loss_class_dn: 0.337726 loss_bbox_dn: 0.154693 loss_giou_dn: 0.404133 loss_class_aux_dn: 1.806649 loss_bbox_aux_dn: 0.896090 loss_giou_aux_dn: 2.198610 loss: 14.772186 eta: 1 day, 20:04:51 batch_cost: 0.4999 data_cost: 0.0013 ips: 8.0017 images/s [04/09 14:48:10] ppdet.engine INFO: Epoch: [42] [4400/7329] learning_rate: 0.000100 loss_class: 0.640305 loss_bbox: 0.138921 loss_giou: 0.500572 loss_class_aux: 3.904135 loss_bbox_aux: 0.882959 loss_giou_aux: 3.256204 loss_class_dn: 0.357662 loss_bbox_dn: 0.147341 loss_giou_dn: 0.486074 loss_class_aux_dn: 1.923532 loss_bbox_aux_dn: 0.888814 loss_giou_aux_dn: 2.728116 loss: 15.555837 eta: 1 day, 20:03:57 batch_cost: 0.5062 data_cost: 0.0014 ips: 7.9013 images/s [04/09 14:49:10] ppdet.engine INFO: Epoch: [42] [4500/7329] learning_rate: 0.000100 loss_class: 0.575302 loss_bbox: 0.147284 loss_giou: 0.444373 loss_class_aux: 3.708863 loss_bbox_aux: 0.967357 loss_giou_aux: 2.772450 loss_class_dn: 0.349108 loss_bbox_dn: 0.154927 loss_giou_dn: 0.431140 loss_class_aux_dn: 1.849406 loss_bbox_aux_dn: 0.907170 loss_giou_aux_dn: 2.385627 loss: 15.567673 eta: 1 day, 20:03:05 batch_cost: 0.5330 data_cost: 0.0015 ips: 7.5041 images/s [04/09 14:50:09] ppdet.engine INFO: Epoch: [42] [4600/7329] learning_rate: 0.000100 loss_class: 0.530976 loss_bbox: 0.140288 loss_giou: 0.385412 loss_class_aux: 3.348915 loss_bbox_aux: 0.858325 loss_giou_aux: 2.345697 loss_class_dn: 0.297568 loss_bbox_dn: 0.130288 loss_giou_dn: 0.342524 loss_class_aux_dn: 1.642508 loss_bbox_aux_dn: 0.768661 loss_giou_aux_dn: 1.933913 loss: 13.145701 eta: 1 day, 20:02:13 batch_cost: 0.5224 data_cost: 0.0020 ips: 7.6570 images/s [04/09 14:51:08] ppdet.engine INFO: Epoch: [42] [4700/7329] learning_rate: 0.000100 loss_class: 0.594174 loss_bbox: 0.149286 loss_giou: 0.400214 loss_class_aux: 3.973550 loss_bbox_aux: 0.917403 loss_giou_aux: 2.536374 loss_class_dn: 0.345958 loss_bbox_dn: 0.155449 loss_giou_dn: 0.386928 loss_class_aux_dn: 1.840742 loss_bbox_aux_dn: 0.916903 loss_giou_aux_dn: 2.120111 loss: 14.587440 eta: 1 day, 20:01:21 batch_cost: 0.5205 data_cost: 0.0016 ips: 7.6855 images/s [04/09 14:52:03] ppdet.engine INFO: Epoch: [42] [4800/7329] learning_rate: 0.000100 loss_class: 0.606943 loss_bbox: 0.135629 loss_giou: 0.385669 loss_class_aux: 3.710460 loss_bbox_aux: 0.939020 loss_giou_aux: 2.460308 loss_class_dn: 0.335195 loss_bbox_dn: 0.141735 loss_giou_dn: 0.389970 loss_class_aux_dn: 1.766180 loss_bbox_aux_dn: 0.835278 loss_giou_aux_dn: 2.099490 loss: 14.635793 eta: 1 day, 20:00:25 batch_cost: 0.4861 data_cost: 0.0014 ips: 8.2281 images/s [04/09 14:53:03] ppdet.engine INFO: Epoch: [42] [4900/7329] learning_rate: 0.000100 loss_class: 0.549420 loss_bbox: 0.133836 loss_giou: 0.338099 loss_class_aux: 3.435211 loss_bbox_aux: 0.869755 loss_giou_aux: 2.210675 loss_class_dn: 0.310898 loss_bbox_dn: 0.136166 loss_giou_dn: 0.326283 loss_class_aux_dn: 1.667302 loss_bbox_aux_dn: 0.808094 loss_giou_aux_dn: 1.857873 loss: 13.765621 eta: 1 day, 19:59:34 batch_cost: 0.5364 data_cost: 0.0013 ips: 7.4575 images/s [04/09 14:54:00] ppdet.engine INFO: Epoch: [42] [5000/7329] learning_rate: 0.000100 loss_class: 0.557803 loss_bbox: 0.135173 loss_giou: 0.411777 loss_class_aux: 3.593952 loss_bbox_aux: 0.890258 loss_giou_aux: 2.543228 loss_class_dn: 0.327426 loss_bbox_dn: 0.147153 loss_giou_dn: 0.363362 loss_class_aux_dn: 1.785081 loss_bbox_aux_dn: 0.859864 loss_giou_aux_dn: 1.962127 loss: 13.604650 eta: 1 day, 19:58:41 batch_cost: 0.5128 data_cost: 0.0014 ips: 7.8001 images/s [04/09 14:55:02] ppdet.engine INFO: Epoch: [42] [5100/7329] learning_rate: 0.000100 loss_class: 0.622409 loss_bbox: 0.141842 loss_giou: 0.383083 loss_class_aux: 3.954206 loss_bbox_aux: 0.906846 loss_giou_aux: 2.461878 loss_class_dn: 0.354267 loss_bbox_dn: 0.142984 loss_giou_dn: 0.397648 loss_class_aux_dn: 1.872240 loss_bbox_aux_dn: 0.842651 loss_giou_aux_dn: 2.200962 loss: 15.569847 eta: 1 day, 19:57:50 batch_cost: 0.5433 data_cost: 0.0016 ips: 7.3627 images/s [04/09 14:56:03] ppdet.engine INFO: Epoch: [42] [5200/7329] learning_rate: 0.000100 loss_class: 0.638064 loss_bbox: 0.142951 loss_giou: 0.399129 loss_class_aux: 4.039880 loss_bbox_aux: 0.934181 loss_giou_aux: 2.535053 loss_class_dn: 0.342371 loss_bbox_dn: 0.154337 loss_giou_dn: 0.413127 loss_class_aux_dn: 1.830732 loss_bbox_aux_dn: 0.924638 loss_giou_aux_dn: 2.250018 loss: 15.348564 eta: 1 day, 19:57:00 batch_cost: 0.5472 data_cost: 0.0013 ips: 7.3097 images/s [04/09 14:57:02] ppdet.engine INFO: Epoch: [42] [5300/7329] learning_rate: 0.000100 loss_class: 0.554693 loss_bbox: 0.136519 loss_giou: 0.340566 loss_class_aux: 3.426739 loss_bbox_aux: 0.865717 loss_giou_aux: 2.217719 loss_class_dn: 0.305543 loss_bbox_dn: 0.145198 loss_giou_dn: 0.333510 loss_class_aux_dn: 1.646430 loss_bbox_aux_dn: 0.847123 loss_giou_aux_dn: 1.855546 loss: 13.098081 eta: 1 day, 19:56:09 batch_cost: 0.5343 data_cost: 0.0015 ips: 7.4861 images/s [04/09 14:57:56] ppdet.engine INFO: Epoch: [42] [5400/7329] learning_rate: 0.000100 loss_class: 0.547358 loss_bbox: 0.132830 loss_giou: 0.391182 loss_class_aux: 3.421172 loss_bbox_aux: 0.892632 loss_giou_aux: 2.384761 loss_class_dn: 0.326607 loss_bbox_dn: 0.130112 loss_giou_dn: 0.356387 loss_class_aux_dn: 1.757365 loss_bbox_aux_dn: 0.800266 loss_giou_aux_dn: 2.028889 loss: 13.842413 eta: 1 day, 19:55:13 batch_cost: 0.4782 data_cost: 0.0013 ips: 8.3645 images/s [04/09 14:58:55] ppdet.engine INFO: Epoch: [42] [5500/7329] learning_rate: 0.000100 loss_class: 0.607783 loss_bbox: 0.138762 loss_giou: 0.430208 loss_class_aux: 3.764936 loss_bbox_aux: 0.925517 loss_giou_aux: 2.686020 loss_class_dn: 0.360877 loss_bbox_dn: 0.132488 loss_giou_dn: 0.385763 loss_class_aux_dn: 1.909953 loss_bbox_aux_dn: 0.806886 loss_giou_aux_dn: 2.159735 loss: 15.423552 eta: 1 day, 19:54:21 batch_cost: 0.5276 data_cost: 0.0013 ips: 7.5809 images/s [04/09 14:59:58] ppdet.engine INFO: Epoch: [42] [5600/7329] learning_rate: 0.000100 loss_class: 0.544757 loss_bbox: 0.133658 loss_giou: 0.366878 loss_class_aux: 3.502331 loss_bbox_aux: 0.882123 loss_giou_aux: 2.411372 loss_class_dn: 0.311556 loss_bbox_dn: 0.125772 loss_giou_dn: 0.361147 loss_class_aux_dn: 1.689148 loss_bbox_aux_dn: 0.763331 loss_giou_aux_dn: 2.002293 loss: 13.358179 eta: 1 day, 19:53:34 batch_cost: 0.5753 data_cost: 0.0014 ips: 6.9526 images/s [04/09 15:00:58] ppdet.engine INFO: Epoch: [42] [5700/7329] learning_rate: 0.000100 loss_class: 0.550765 loss_bbox: 0.120562 loss_giou: 0.359602 loss_class_aux: 3.547300 loss_bbox_aux: 0.852114 loss_giou_aux: 2.323444 loss_class_dn: 0.332629 loss_bbox_dn: 0.147472 loss_giou_dn: 0.345624 loss_class_aux_dn: 1.752901 loss_bbox_aux_dn: 0.901006 loss_giou_aux_dn: 1.956447 loss: 13.972277 eta: 1 day, 19:52:42 batch_cost: 0.5300 data_cost: 0.0015 ips: 7.5471 images/s [04/09 15:01:57] ppdet.engine INFO: Epoch: [42] [5800/7329] learning_rate: 0.000100 loss_class: 0.566674 loss_bbox: 0.135638 loss_giou: 0.386735 loss_class_aux: 3.587928 loss_bbox_aux: 0.910189 loss_giou_aux: 2.436262 loss_class_dn: 0.327982 loss_bbox_dn: 0.144075 loss_giou_dn: 0.361341 loss_class_aux_dn: 1.788808 loss_bbox_aux_dn: 0.851075 loss_giou_aux_dn: 2.018024 loss: 14.057383 eta: 1 day, 19:51:50 batch_cost: 0.5236 data_cost: 0.0013 ips: 7.6401 images/s [04/09 15:02:57] ppdet.engine INFO: Epoch: [42] [5900/7329] learning_rate: 0.000100 loss_class: 0.628251 loss_bbox: 0.160924 loss_giou: 0.431118 loss_class_aux: 3.957589 loss_bbox_aux: 1.055544 loss_giou_aux: 2.802497 loss_class_dn: 0.345126 loss_bbox_dn: 0.164846 loss_giou_dn: 0.381348 loss_class_aux_dn: 1.853259 loss_bbox_aux_dn: 0.984938 loss_giou_aux_dn: 2.222968 loss: 15.000580 eta: 1 day, 19:50:59 batch_cost: 0.5392 data_cost: 0.0015 ips: 7.4178 images/s [04/09 15:03:55] ppdet.engine INFO: Epoch: [42] [6000/7329] learning_rate: 0.000100 loss_class: 0.658122 loss_bbox: 0.140665 loss_giou: 0.460739 loss_class_aux: 4.048311 loss_bbox_aux: 0.937263 loss_giou_aux: 2.891391 loss_class_dn: 0.364880 loss_bbox_dn: 0.159122 loss_giou_dn: 0.417764 loss_class_aux_dn: 2.007324 loss_bbox_aux_dn: 0.942222 loss_giou_aux_dn: 2.325917 loss: 15.922832 eta: 1 day, 19:50:06 batch_cost: 0.5125 data_cost: 0.0016 ips: 7.8043 images/s [04/09 15:04:51] ppdet.engine INFO: Epoch: [42] [6100/7329] learning_rate: 0.000100 loss_class: 0.584797 loss_bbox: 0.145286 loss_giou: 0.363014 loss_class_aux: 3.647494 loss_bbox_aux: 0.917150 loss_giou_aux: 2.353994 loss_class_dn: 0.310516 loss_bbox_dn: 0.137436 loss_giou_dn: 0.350372 loss_class_aux_dn: 1.682128 loss_bbox_aux_dn: 0.833301 loss_giou_aux_dn: 1.951822 loss: 13.787415 eta: 1 day, 19:49:10 batch_cost: 0.4903 data_cost: 0.0014 ips: 8.1580 images/s [04/09 15:05:51] ppdet.engine INFO: Epoch: [42] [6200/7329] learning_rate: 0.000100 loss_class: 0.490548 loss_bbox: 0.123524 loss_giou: 0.337566 loss_class_aux: 3.259980 loss_bbox_aux: 0.816170 loss_giou_aux: 2.190334 loss_class_dn: 0.308994 loss_bbox_dn: 0.148578 loss_giou_dn: 0.311367 loss_class_aux_dn: 1.649731 loss_bbox_aux_dn: 0.920268 loss_giou_aux_dn: 1.749669 loss: 12.617726 eta: 1 day, 19:48:19 batch_cost: 0.5361 data_cost: 0.0015 ips: 7.4617 images/s [04/09 15:06:52] ppdet.engine INFO: Epoch: [42] [6300/7329] learning_rate: 0.000100 loss_class: 0.625528 loss_bbox: 0.136682 loss_giou: 0.455294 loss_class_aux: 3.816630 loss_bbox_aux: 0.905334 loss_giou_aux: 2.859638 loss_class_dn: 0.348294 loss_bbox_dn: 0.152966 loss_giou_dn: 0.421788 loss_class_aux_dn: 1.842610 loss_bbox_aux_dn: 0.960593 loss_giou_aux_dn: 2.314698 loss: 15.448347 eta: 1 day, 19:47:29 batch_cost: 0.5413 data_cost: 0.0015 ips: 7.3901 images/s [04/09 15:07:51] ppdet.engine INFO: Epoch: [42] [6400/7329] learning_rate: 0.000100 loss_class: 0.530341 loss_bbox: 0.136996 loss_giou: 0.390123 loss_class_aux: 3.283027 loss_bbox_aux: 0.909789 loss_giou_aux: 2.457060 loss_class_dn: 0.318820 loss_bbox_dn: 0.149621 loss_giou_dn: 0.354487 loss_class_aux_dn: 1.729525 loss_bbox_aux_dn: 0.937772 loss_giou_aux_dn: 1.979279 loss: 14.019725 eta: 1 day, 19:46:37 batch_cost: 0.5309 data_cost: 0.0014 ips: 7.5338 images/s [04/09 15:08:51] ppdet.engine INFO: Epoch: [42] [6500/7329] learning_rate: 0.000100 loss_class: 0.689629 loss_bbox: 0.146675 loss_giou: 0.393682 loss_class_aux: 4.225784 loss_bbox_aux: 0.938920 loss_giou_aux: 2.553980 loss_class_dn: 0.365371 loss_bbox_dn: 0.149689 loss_giou_dn: 0.373690 loss_class_aux_dn: 1.893857 loss_bbox_aux_dn: 0.898616 loss_giou_aux_dn: 2.145665 loss: 16.059849 eta: 1 day, 19:45:46 batch_cost: 0.5374 data_cost: 0.0013 ips: 7.4433 images/s [04/09 15:09:45] ppdet.engine INFO: Epoch: [42] [6600/7329] learning_rate: 0.000100 loss_class: 0.468542 loss_bbox: 0.119563 loss_giou: 0.283950 loss_class_aux: 2.998864 loss_bbox_aux: 0.757902 loss_giou_aux: 1.842695 loss_class_dn: 0.281132 loss_bbox_dn: 0.119523 loss_giou_dn: 0.279399 loss_class_aux_dn: 1.523172 loss_bbox_aux_dn: 0.720940 loss_giou_aux_dn: 1.571429 loss: 11.112777 eta: 1 day, 19:44:50 batch_cost: 0.4780 data_cost: 0.0013 ips: 8.3682 images/s [04/09 15:10:41] ppdet.engine INFO: Epoch: [42] [6700/7329] learning_rate: 0.000100 loss_class: 0.566244 loss_bbox: 0.133353 loss_giou: 0.365351 loss_class_aux: 3.749061 loss_bbox_aux: 0.937348 loss_giou_aux: 2.345891 loss_class_dn: 0.319132 loss_bbox_dn: 0.148157 loss_giou_dn: 0.359161 loss_class_aux_dn: 1.686289 loss_bbox_aux_dn: 0.880211 loss_giou_aux_dn: 1.953720 loss: 14.773043 eta: 1 day, 19:43:55 batch_cost: 0.4954 data_cost: 0.0013 ips: 8.0742 images/s [04/09 15:11:44] ppdet.engine INFO: Epoch: [42] [6800/7329] learning_rate: 0.000100 loss_class: 0.627052 loss_bbox: 0.152640 loss_giou: 0.431493 loss_class_aux: 4.059057 loss_bbox_aux: 1.010683 loss_giou_aux: 2.666698 loss_class_dn: 0.371870 loss_bbox_dn: 0.153925 loss_giou_dn: 0.422242 loss_class_aux_dn: 2.005326 loss_bbox_aux_dn: 0.892746 loss_giou_aux_dn: 2.376289 loss: 16.793182 eta: 1 day, 19:43:07 batch_cost: 0.5696 data_cost: 0.0013 ips: 7.0221 images/s [04/09 15:12:38] ppdet.engine INFO: Epoch: [42] [6900/7329] learning_rate: 0.000100 loss_class: 0.596991 loss_bbox: 0.136310 loss_giou: 0.379533 loss_class_aux: 3.789031 loss_bbox_aux: 0.915231 loss_giou_aux: 2.475113 loss_class_dn: 0.338888 loss_bbox_dn: 0.145451 loss_giou_dn: 0.361923 loss_class_aux_dn: 1.801610 loss_bbox_aux_dn: 0.892917 loss_giou_aux_dn: 1.980385 loss: 14.232493 eta: 1 day, 19:42:11 batch_cost: 0.4852 data_cost: 0.0014 ips: 8.2439 images/s [04/09 15:13:34] ppdet.engine INFO: Epoch: [42] [7000/7329] learning_rate: 0.000100 loss_class: 0.561637 loss_bbox: 0.159911 loss_giou: 0.405343 loss_class_aux: 3.591862 loss_bbox_aux: 0.990194 loss_giou_aux: 2.516693 loss_class_dn: 0.317904 loss_bbox_dn: 0.143745 loss_giou_dn: 0.377854 loss_class_aux_dn: 1.690012 loss_bbox_aux_dn: 0.851927 loss_giou_aux_dn: 2.110365 loss: 13.551345 eta: 1 day, 19:41:15 batch_cost: 0.4871 data_cost: 0.0015 ips: 8.2111 images/s [04/09 15:14:29] ppdet.engine INFO: Epoch: [42] [7100/7329] learning_rate: 0.000100 loss_class: 0.632794 loss_bbox: 0.143984 loss_giou: 0.380177 loss_class_aux: 3.919645 loss_bbox_aux: 0.953675 loss_giou_aux: 2.486470 loss_class_dn: 0.323339 loss_bbox_dn: 0.149540 loss_giou_dn: 0.386194 loss_class_aux_dn: 1.786044 loss_bbox_aux_dn: 0.907335 loss_giou_aux_dn: 2.149914 loss: 15.349091 eta: 1 day, 19:40:21 batch_cost: 0.4971 data_cost: 0.0013 ips: 8.0468 images/s [04/09 15:15:26] ppdet.engine INFO: Epoch: [42] [7200/7329] learning_rate: 0.000100 loss_class: 0.588606 loss_bbox: 0.137069 loss_giou: 0.429873 loss_class_aux: 3.708949 loss_bbox_aux: 0.891654 loss_giou_aux: 2.724601 loss_class_dn: 0.342791 loss_bbox_dn: 0.141964 loss_giou_dn: 0.406869 loss_class_aux_dn: 1.832088 loss_bbox_aux_dn: 0.826381 loss_giou_aux_dn: 2.235048 loss: 14.500231 eta: 1 day, 19:39:27 batch_cost: 0.5096 data_cost: 0.0013 ips: 7.8488 images/s [04/09 15:16:29] ppdet.engine INFO: Epoch: [42] [7300/7329] learning_rate: 0.000100 loss_class: 0.601656 loss_bbox: 0.136771 loss_giou: 0.391730 loss_class_aux: 4.000263 loss_bbox_aux: 0.942045 loss_giou_aux: 2.523446 loss_class_dn: 0.347885 loss_bbox_dn: 0.151414 loss_giou_dn: 0.366702 loss_class_aux_dn: 1.888411 loss_bbox_aux_dn: 0.889761 loss_giou_aux_dn: 2.021788 loss: 15.134671 eta: 1 day, 19:38:39 batch_cost: 0.5638 data_cost: 0.0013 ips: 7.0943 images/s [04/09 15:16:52] ppdet.engine INFO: Eval iter: 0 [04/09 15:17:19] ppdet.engine INFO: Eval iter: 100 [04/09 15:17:46] ppdet.engine INFO: Eval iter: 200 [04/09 15:18:10] ppdet.engine INFO: Eval iter: 300 [04/09 15:18:37] ppdet.engine INFO: Eval iter: 400 [04/09 15:19:03] ppdet.engine INFO: Eval iter: 500 [04/09 15:19:28] ppdet.engine INFO: Eval iter: 600 [04/09 15:19:57] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.71s) creating index... index created! [04/09 15:19:58] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.60s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=113.66s). Accumulating evaluation results... DONE (t=27.61s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.331 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.651 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/09 15:22:41] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.69229949534116 [04/09 15:22:41] ppdet.engine INFO: Best test bbox ap is 0.523. [04/09 15:22:43] ppdet.engine INFO: Epoch: [43] [ 0/7329] learning_rate: 0.000100 loss_class: 0.561678 loss_bbox: 0.128978 loss_giou: 0.356607 loss_class_aux: 3.614125 loss_bbox_aux: 0.849451 loss_giou_aux: 2.235142 loss_class_dn: 0.321183 loss_bbox_dn: 0.136131 loss_giou_dn: 0.332747 loss_class_aux_dn: 1.742039 loss_bbox_aux_dn: 0.815720 loss_giou_aux_dn: 1.912093 loss: 13.423237 eta: 1 day, 19:38:25 batch_cost: 0.5683 data_cost: 0.0014 ips: 7.0379 images/s [04/09 15:23:47] ppdet.engine INFO: Epoch: [43] [ 100/7329] learning_rate: 0.000100 loss_class: 0.588410 loss_bbox: 0.144172 loss_giou: 0.364587 loss_class_aux: 3.827957 loss_bbox_aux: 0.949347 loss_giou_aux: 2.366570 loss_class_dn: 0.319189 loss_bbox_dn: 0.164552 loss_giou_dn: 0.353609 loss_class_aux_dn: 1.697524 loss_bbox_aux_dn: 1.001200 loss_giou_aux_dn: 1.952617 loss: 13.751524 eta: 1 day, 19:37:38 batch_cost: 0.5799 data_cost: 0.0013 ips: 6.8974 images/s [04/09 15:24:47] ppdet.engine INFO: Epoch: [43] [ 200/7329] learning_rate: 0.000100 loss_class: 0.615677 loss_bbox: 0.148215 loss_giou: 0.497816 loss_class_aux: 3.974611 loss_bbox_aux: 0.999017 loss_giou_aux: 3.159004 loss_class_dn: 0.360539 loss_bbox_dn: 0.149571 loss_giou_dn: 0.447168 loss_class_aux_dn: 1.931671 loss_bbox_aux_dn: 0.921553 loss_giou_aux_dn: 2.420588 loss: 16.268440 eta: 1 day, 19:36:47 batch_cost: 0.5395 data_cost: 0.0013 ips: 7.4147 images/s [04/09 15:25:43] ppdet.engine INFO: Epoch: [43] [ 300/7329] learning_rate: 0.000100 loss_class: 0.512981 loss_bbox: 0.114487 loss_giou: 0.341333 loss_class_aux: 3.380907 loss_bbox_aux: 0.780335 loss_giou_aux: 2.101305 loss_class_dn: 0.294052 loss_bbox_dn: 0.128026 loss_giou_dn: 0.331900 loss_class_aux_dn: 1.598839 loss_bbox_aux_dn: 0.771431 loss_giou_aux_dn: 1.867653 loss: 12.683990 eta: 1 day, 19:35:52 batch_cost: 0.4942 data_cost: 0.0014 ips: 8.0935 images/s [04/09 15:26:38] ppdet.engine INFO: Epoch: [43] [ 400/7329] learning_rate: 0.000100 loss_class: 0.571823 loss_bbox: 0.138446 loss_giou: 0.356945 loss_class_aux: 3.762878 loss_bbox_aux: 0.904296 loss_giou_aux: 2.238880 loss_class_dn: 0.307100 loss_bbox_dn: 0.153492 loss_giou_dn: 0.329970 loss_class_aux_dn: 1.629895 loss_bbox_aux_dn: 0.921118 loss_giou_aux_dn: 1.868441 loss: 13.468901 eta: 1 day, 19:34:57 batch_cost: 0.4932 data_cost: 0.0014 ips: 8.1107 images/s [04/09 15:27:39] ppdet.engine INFO: Epoch: [43] [ 500/7329] learning_rate: 0.000100 loss_class: 0.655090 loss_bbox: 0.150717 loss_giou: 0.390550 loss_class_aux: 4.211576 loss_bbox_aux: 0.977944 loss_giou_aux: 2.413853 loss_class_dn: 0.339225 loss_bbox_dn: 0.146977 loss_giou_dn: 0.378699 loss_class_aux_dn: 1.842533 loss_bbox_aux_dn: 0.857980 loss_giou_aux_dn: 2.107131 loss: 14.567617 eta: 1 day, 19:34:05 batch_cost: 0.5285 data_cost: 0.0015 ips: 7.5679 images/s [04/09 15:28:38] ppdet.engine INFO: Epoch: [43] [ 600/7329] learning_rate: 0.000100 loss_class: 0.653897 loss_bbox: 0.148361 loss_giou: 0.447182 loss_class_aux: 4.175529 loss_bbox_aux: 1.003796 loss_giou_aux: 2.838264 loss_class_dn: 0.369303 loss_bbox_dn: 0.159870 loss_giou_dn: 0.436097 loss_class_aux_dn: 1.964055 loss_bbox_aux_dn: 0.986786 loss_giou_aux_dn: 2.431287 loss: 16.152843 eta: 1 day, 19:33:13 batch_cost: 0.5166 data_cost: 0.0014 ips: 7.7424 images/s [04/09 15:29:35] ppdet.engine INFO: Epoch: [43] [ 700/7329] learning_rate: 0.000100 loss_class: 0.578227 loss_bbox: 0.134029 loss_giou: 0.398415 loss_class_aux: 3.574157 loss_bbox_aux: 0.852313 loss_giou_aux: 2.499199 loss_class_dn: 0.309149 loss_bbox_dn: 0.146642 loss_giou_dn: 0.342232 loss_class_aux_dn: 1.674705 loss_bbox_aux_dn: 0.859135 loss_giou_aux_dn: 1.898261 loss: 13.754943 eta: 1 day, 19:32:18 batch_cost: 0.4978 data_cost: 0.0017 ips: 8.0348 images/s [04/09 15:30:31] ppdet.engine INFO: Epoch: [43] [ 800/7329] learning_rate: 0.000100 loss_class: 0.598718 loss_bbox: 0.136318 loss_giou: 0.514892 loss_class_aux: 3.793214 loss_bbox_aux: 0.885792 loss_giou_aux: 3.222602 loss_class_dn: 0.349939 loss_bbox_dn: 0.136514 loss_giou_dn: 0.455707 loss_class_aux_dn: 1.899218 loss_bbox_aux_dn: 0.843646 loss_giou_aux_dn: 2.507528 loss: 15.559011 eta: 1 day, 19:31:24 batch_cost: 0.5030 data_cost: 0.0015 ips: 7.9516 images/s [04/09 15:31:31] ppdet.engine INFO: Epoch: [43] [ 900/7329] learning_rate: 0.000100 loss_class: 0.593052 loss_bbox: 0.138233 loss_giou: 0.448019 loss_class_aux: 3.836998 loss_bbox_aux: 0.880198 loss_giou_aux: 2.828871 loss_class_dn: 0.362253 loss_bbox_dn: 0.151334 loss_giou_dn: 0.402224 loss_class_aux_dn: 1.963943 loss_bbox_aux_dn: 0.893695 loss_giou_aux_dn: 2.213095 loss: 14.941853 eta: 1 day, 19:30:32 batch_cost: 0.5316 data_cost: 0.0014 ips: 7.5248 images/s [04/09 15:32:26] ppdet.engine INFO: Epoch: [43] [1000/7329] learning_rate: 0.000100 loss_class: 0.581787 loss_bbox: 0.135510 loss_giou: 0.380968 loss_class_aux: 3.817037 loss_bbox_aux: 0.883080 loss_giou_aux: 2.405244 loss_class_dn: 0.315428 loss_bbox_dn: 0.142530 loss_giou_dn: 0.366468 loss_class_aux_dn: 1.721370 loss_bbox_aux_dn: 0.860264 loss_giou_aux_dn: 2.019212 loss: 14.254423 eta: 1 day, 19:29:37 batch_cost: 0.4932 data_cost: 0.0014 ips: 8.1106 images/s [04/09 15:33:26] ppdet.engine INFO: Epoch: [43] [1100/7329] learning_rate: 0.000100 loss_class: 0.621357 loss_bbox: 0.140575 loss_giou: 0.414847 loss_class_aux: 3.963429 loss_bbox_aux: 0.929955 loss_giou_aux: 2.620519 loss_class_dn: 0.339201 loss_bbox_dn: 0.163757 loss_giou_dn: 0.383745 loss_class_aux_dn: 1.848889 loss_bbox_aux_dn: 0.916716 loss_giou_aux_dn: 2.117857 loss: 16.066193 eta: 1 day, 19:28:46 batch_cost: 0.5321 data_cost: 0.0016 ips: 7.5177 images/s [04/09 15:34:25] ppdet.engine INFO: Epoch: [43] [1200/7329] learning_rate: 0.000100 loss_class: 0.575024 loss_bbox: 0.126587 loss_giou: 0.399540 loss_class_aux: 3.653911 loss_bbox_aux: 0.824808 loss_giou_aux: 2.513040 loss_class_dn: 0.321882 loss_bbox_dn: 0.130619 loss_giou_dn: 0.352354 loss_class_aux_dn: 1.746584 loss_bbox_aux_dn: 0.793295 loss_giou_aux_dn: 1.993435 loss: 13.872259 eta: 1 day, 19:27:54 batch_cost: 0.5284 data_cost: 0.0013 ips: 7.5704 images/s [04/09 15:35:25] ppdet.engine INFO: Epoch: [43] [1300/7329] learning_rate: 0.000100 loss_class: 0.529945 loss_bbox: 0.125297 loss_giou: 0.339237 loss_class_aux: 3.408911 loss_bbox_aux: 0.811441 loss_giou_aux: 2.172526 loss_class_dn: 0.291997 loss_bbox_dn: 0.136509 loss_giou_dn: 0.326648 loss_class_aux_dn: 1.559663 loss_bbox_aux_dn: 0.775081 loss_giou_aux_dn: 1.835640 loss: 13.345695 eta: 1 day, 19:27:03 batch_cost: 0.5330 data_cost: 0.0014 ips: 7.5044 images/s [04/09 15:36:24] ppdet.engine INFO: Epoch: [43] [1400/7329] learning_rate: 0.000100 loss_class: 0.621791 loss_bbox: 0.164546 loss_giou: 0.398277 loss_class_aux: 3.992537 loss_bbox_aux: 1.100094 loss_giou_aux: 2.638323 loss_class_dn: 0.338682 loss_bbox_dn: 0.155514 loss_giou_dn: 0.410149 loss_class_aux_dn: 1.820856 loss_bbox_aux_dn: 0.970339 loss_giou_aux_dn: 2.271581 loss: 15.388205 eta: 1 day, 19:26:12 batch_cost: 0.5349 data_cost: 0.0014 ips: 7.4783 images/s [04/09 15:37:21] ppdet.engine INFO: Epoch: [43] [1500/7329] learning_rate: 0.000100 loss_class: 0.507057 loss_bbox: 0.114711 loss_giou: 0.345689 loss_class_aux: 3.344809 loss_bbox_aux: 0.799545 loss_giou_aux: 2.143953 loss_class_dn: 0.304500 loss_bbox_dn: 0.113225 loss_giou_dn: 0.329348 loss_class_aux_dn: 1.620801 loss_bbox_aux_dn: 0.696936 loss_giou_aux_dn: 1.838308 loss: 12.779968 eta: 1 day, 19:25:17 batch_cost: 0.4993 data_cost: 0.0015 ips: 8.0116 images/s [04/09 15:38:15] ppdet.engine INFO: Epoch: [43] [1600/7329] learning_rate: 0.000100 loss_class: 0.586289 loss_bbox: 0.152996 loss_giou: 0.393805 loss_class_aux: 3.678918 loss_bbox_aux: 0.966943 loss_giou_aux: 2.485495 loss_class_dn: 0.355311 loss_bbox_dn: 0.153743 loss_giou_dn: 0.390939 loss_class_aux_dn: 1.909772 loss_bbox_aux_dn: 0.882621 loss_giou_aux_dn: 2.221241 loss: 15.660467 eta: 1 day, 19:24:21 batch_cost: 0.4835 data_cost: 0.0015 ips: 8.2722 images/s [04/09 15:39:09] ppdet.engine INFO: Epoch: [43] [1700/7329] learning_rate: 0.000100 loss_class: 0.623924 loss_bbox: 0.150609 loss_giou: 0.361608 loss_class_aux: 3.938548 loss_bbox_aux: 0.995661 loss_giou_aux: 2.335122 loss_class_dn: 0.327271 loss_bbox_dn: 0.167216 loss_giou_dn: 0.373622 loss_class_aux_dn: 1.792564 loss_bbox_aux_dn: 0.952386 loss_giou_aux_dn: 2.072371 loss: 14.191630 eta: 1 day, 19:23:24 batch_cost: 0.4727 data_cost: 0.0013 ips: 8.4624 images/s [04/09 15:40:04] ppdet.engine INFO: Epoch: [43] [1800/7329] learning_rate: 0.000100 loss_class: 0.606091 loss_bbox: 0.141194 loss_giou: 0.426198 loss_class_aux: 3.698297 loss_bbox_aux: 0.914842 loss_giou_aux: 2.619312 loss_class_dn: 0.344636 loss_bbox_dn: 0.132464 loss_giou_dn: 0.395298 loss_class_aux_dn: 1.808430 loss_bbox_aux_dn: 0.815918 loss_giou_aux_dn: 2.208634 loss: 14.828062 eta: 1 day, 19:22:29 batch_cost: 0.4899 data_cost: 0.0014 ips: 8.1652 images/s [04/09 15:41:04] ppdet.engine INFO: Epoch: [43] [1900/7329] learning_rate: 0.000100 loss_class: 0.536339 loss_bbox: 0.142662 loss_giou: 0.378125 loss_class_aux: 3.462038 loss_bbox_aux: 0.956277 loss_giou_aux: 2.351469 loss_class_dn: 0.315467 loss_bbox_dn: 0.152383 loss_giou_dn: 0.342032 loss_class_aux_dn: 1.682664 loss_bbox_aux_dn: 0.935958 loss_giou_aux_dn: 1.958997 loss: 13.415714 eta: 1 day, 19:21:37 batch_cost: 0.5321 data_cost: 0.0015 ips: 7.5176 images/s [04/09 15:42:04] ppdet.engine INFO: Epoch: [43] [2000/7329] learning_rate: 0.000100 loss_class: 0.565404 loss_bbox: 0.150833 loss_giou: 0.330594 loss_class_aux: 3.761492 loss_bbox_aux: 0.964173 loss_giou_aux: 2.110988 loss_class_dn: 0.306170 loss_bbox_dn: 0.150145 loss_giou_dn: 0.308349 loss_class_aux_dn: 1.737647 loss_bbox_aux_dn: 0.907419 loss_giou_aux_dn: 1.770131 loss: 13.348227 eta: 1 day, 19:20:46 batch_cost: 0.5377 data_cost: 0.0014 ips: 7.4393 images/s [04/09 15:43:01] ppdet.engine INFO: Epoch: [43] [2100/7329] learning_rate: 0.000100 loss_class: 0.532187 loss_bbox: 0.123688 loss_giou: 0.332060 loss_class_aux: 3.514482 loss_bbox_aux: 0.807169 loss_giou_aux: 2.215332 loss_class_dn: 0.310313 loss_bbox_dn: 0.134012 loss_giou_dn: 0.330110 loss_class_aux_dn: 1.674224 loss_bbox_aux_dn: 0.810740 loss_giou_aux_dn: 1.794028 loss: 12.785187 eta: 1 day, 19:19:52 batch_cost: 0.5048 data_cost: 0.0014 ips: 7.9245 images/s [04/09 15:43:59] ppdet.engine INFO: Epoch: [43] [2200/7329] learning_rate: 0.000100 loss_class: 0.502360 loss_bbox: 0.129459 loss_giou: 0.434571 loss_class_aux: 3.338031 loss_bbox_aux: 0.834179 loss_giou_aux: 2.646910 loss_class_dn: 0.314716 loss_bbox_dn: 0.131913 loss_giou_dn: 0.369348 loss_class_aux_dn: 1.703402 loss_bbox_aux_dn: 0.787987 loss_giou_aux_dn: 2.033220 loss: 13.237876 eta: 1 day, 19:18:59 batch_cost: 0.5090 data_cost: 0.0014 ips: 7.8580 images/s [04/09 15:44:59] ppdet.engine INFO: Epoch: [43] [2300/7329] learning_rate: 0.000100 loss_class: 0.587587 loss_bbox: 0.136842 loss_giou: 0.383314 loss_class_aux: 3.712817 loss_bbox_aux: 0.909536 loss_giou_aux: 2.429114 loss_class_dn: 0.320336 loss_bbox_dn: 0.149364 loss_giou_dn: 0.358301 loss_class_aux_dn: 1.746176 loss_bbox_aux_dn: 0.921230 loss_giou_aux_dn: 1.978273 loss: 14.194700 eta: 1 day, 19:18:07 batch_cost: 0.5306 data_cost: 0.0014 ips: 7.5392 images/s [04/09 15:46:02] ppdet.engine INFO: Epoch: [43] [2400/7329] learning_rate: 0.000100 loss_class: 0.589997 loss_bbox: 0.127424 loss_giou: 0.437098 loss_class_aux: 3.691452 loss_bbox_aux: 0.828845 loss_giou_aux: 2.768135 loss_class_dn: 0.353857 loss_bbox_dn: 0.120581 loss_giou_dn: 0.394237 loss_class_aux_dn: 1.866079 loss_bbox_aux_dn: 0.760551 loss_giou_aux_dn: 2.177794 loss: 15.123777 eta: 1 day, 19:17:19 batch_cost: 0.5594 data_cost: 0.0016 ips: 7.1506 images/s [04/09 15:47:02] ppdet.engine INFO: Epoch: [43] [2500/7329] learning_rate: 0.000100 loss_class: 0.640295 loss_bbox: 0.137388 loss_giou: 0.468683 loss_class_aux: 4.012772 loss_bbox_aux: 0.955790 loss_giou_aux: 2.919771 loss_class_dn: 0.364935 loss_bbox_dn: 0.140459 loss_giou_dn: 0.416897 loss_class_aux_dn: 1.941357 loss_bbox_aux_dn: 0.831967 loss_giou_aux_dn: 2.277157 loss: 15.715193 eta: 1 day, 19:16:27 batch_cost: 0.5264 data_cost: 0.0016 ips: 7.5983 images/s [04/09 15:48:11] ppdet.engine INFO: Epoch: [43] [2600/7329] learning_rate: 0.000100 loss_class: 0.570511 loss_bbox: 0.131713 loss_giou: 0.371838 loss_class_aux: 3.682751 loss_bbox_aux: 0.821318 loss_giou_aux: 2.329011 loss_class_dn: 0.339000 loss_bbox_dn: 0.136530 loss_giou_dn: 0.352137 loss_class_aux_dn: 1.839618 loss_bbox_aux_dn: 0.815930 loss_giou_aux_dn: 2.012161 loss: 13.916882 eta: 1 day, 19:15:41 batch_cost: 0.5995 data_cost: 0.0017 ips: 6.6723 images/s [04/09 15:49:07] ppdet.engine INFO: Epoch: [43] [2700/7329] learning_rate: 0.000100 loss_class: 0.573206 loss_bbox: 0.144584 loss_giou: 0.414572 loss_class_aux: 3.686574 loss_bbox_aux: 0.950878 loss_giou_aux: 2.584333 loss_class_dn: 0.359671 loss_bbox_dn: 0.143877 loss_giou_dn: 0.384998 loss_class_aux_dn: 1.926548 loss_bbox_aux_dn: 0.853867 loss_giou_aux_dn: 2.091955 loss: 15.100183 eta: 1 day, 19:14:47 batch_cost: 0.4972 data_cost: 0.0014 ips: 8.0447 images/s [04/09 15:50:06] ppdet.engine INFO: Epoch: [43] [2800/7329] learning_rate: 0.000100 loss_class: 0.590224 loss_bbox: 0.149908 loss_giou: 0.338587 loss_class_aux: 3.734909 loss_bbox_aux: 1.002389 loss_giou_aux: 2.153505 loss_class_dn: 0.307460 loss_bbox_dn: 0.182351 loss_giou_dn: 0.325278 loss_class_aux_dn: 1.666164 loss_bbox_aux_dn: 1.133022 loss_giou_aux_dn: 1.854076 loss: 13.377145 eta: 1 day, 19:13:55 batch_cost: 0.5238 data_cost: 0.0014 ips: 7.6371 images/s [04/09 15:51:06] ppdet.engine INFO: Epoch: [43] [2900/7329] learning_rate: 0.000100 loss_class: 0.652707 loss_bbox: 0.152776 loss_giou: 0.393838 loss_class_aux: 4.108125 loss_bbox_aux: 0.965563 loss_giou_aux: 2.544997 loss_class_dn: 0.347162 loss_bbox_dn: 0.163559 loss_giou_dn: 0.371980 loss_class_aux_dn: 1.856943 loss_bbox_aux_dn: 0.978363 loss_giou_aux_dn: 2.063281 loss: 15.125302 eta: 1 day, 19:13:04 batch_cost: 0.5409 data_cost: 0.0013 ips: 7.3958 images/s [04/09 15:52:05] ppdet.engine INFO: Epoch: [43] [3000/7329] learning_rate: 0.000100 loss_class: 0.539959 loss_bbox: 0.124065 loss_giou: 0.392153 loss_class_aux: 3.493774 loss_bbox_aux: 0.841472 loss_giou_aux: 2.397386 loss_class_dn: 0.314118 loss_bbox_dn: 0.118453 loss_giou_dn: 0.349327 loss_class_aux_dn: 1.736082 loss_bbox_aux_dn: 0.745450 loss_giou_aux_dn: 1.941719 loss: 13.143978 eta: 1 day, 19:12:12 batch_cost: 0.5219 data_cost: 0.0020 ips: 7.6636 images/s [04/09 15:53:07] ppdet.engine INFO: Epoch: [43] [3100/7329] learning_rate: 0.000100 loss_class: 0.474221 loss_bbox: 0.117541 loss_giou: 0.276922 loss_class_aux: 3.086782 loss_bbox_aux: 0.788367 loss_giou_aux: 1.844358 loss_class_dn: 0.275811 loss_bbox_dn: 0.135263 loss_giou_dn: 0.271851 loss_class_aux_dn: 1.580669 loss_bbox_aux_dn: 0.825238 loss_giou_aux_dn: 1.531992 loss: 11.122805 eta: 1 day, 19:11:22 batch_cost: 0.5512 data_cost: 0.0015 ips: 7.2569 images/s [04/09 15:54:03] ppdet.engine INFO: Epoch: [43] [3200/7329] learning_rate: 0.000100 loss_class: 0.605835 loss_bbox: 0.146325 loss_giou: 0.437695 loss_class_aux: 3.767605 loss_bbox_aux: 0.885169 loss_giou_aux: 2.778953 loss_class_dn: 0.368609 loss_bbox_dn: 0.148504 loss_giou_dn: 0.427068 loss_class_aux_dn: 1.984257 loss_bbox_aux_dn: 0.870776 loss_giou_aux_dn: 2.372200 loss: 15.586168 eta: 1 day, 19:10:27 batch_cost: 0.4955 data_cost: 0.0015 ips: 8.0728 images/s [04/09 15:55:03] ppdet.engine INFO: Epoch: [43] [3300/7329] learning_rate: 0.000100 loss_class: 0.556991 loss_bbox: 0.133154 loss_giou: 0.321498 loss_class_aux: 3.500193 loss_bbox_aux: 0.874693 loss_giou_aux: 2.035306 loss_class_dn: 0.304781 loss_bbox_dn: 0.149316 loss_giou_dn: 0.294154 loss_class_aux_dn: 1.635937 loss_bbox_aux_dn: 0.888714 loss_giou_aux_dn: 1.649217 loss: 12.796946 eta: 1 day, 19:09:36 batch_cost: 0.5377 data_cost: 0.0015 ips: 7.4389 images/s [04/09 15:55:57] ppdet.engine INFO: Epoch: [43] [3400/7329] learning_rate: 0.000100 loss_class: 0.618776 loss_bbox: 0.131425 loss_giou: 0.383477 loss_class_aux: 3.909807 loss_bbox_aux: 0.886708 loss_giou_aux: 2.470209 loss_class_dn: 0.348380 loss_bbox_dn: 0.139095 loss_giou_dn: 0.387955 loss_class_aux_dn: 1.863388 loss_bbox_aux_dn: 0.852576 loss_giou_aux_dn: 2.146814 loss: 14.927990 eta: 1 day, 19:08:40 batch_cost: 0.4781 data_cost: 0.0014 ips: 8.3664 images/s [04/09 15:56:52] ppdet.engine INFO: Epoch: [43] [3500/7329] learning_rate: 0.000100 loss_class: 0.603814 loss_bbox: 0.136111 loss_giou: 0.437473 loss_class_aux: 3.826892 loss_bbox_aux: 0.904027 loss_giou_aux: 2.725005 loss_class_dn: 0.349122 loss_bbox_dn: 0.131183 loss_giou_dn: 0.413941 loss_class_aux_dn: 1.871716 loss_bbox_aux_dn: 0.784019 loss_giou_aux_dn: 2.313806 loss: 15.188089 eta: 1 day, 19:07:44 batch_cost: 0.4869 data_cost: 0.0013 ips: 8.2153 images/s [04/09 15:57:51] ppdet.engine INFO: Epoch: [43] [3600/7329] learning_rate: 0.000100 loss_class: 0.512793 loss_bbox: 0.129047 loss_giou: 0.289637 loss_class_aux: 3.196639 loss_bbox_aux: 0.829215 loss_giou_aux: 1.823344 loss_class_dn: 0.276102 loss_bbox_dn: 0.133278 loss_giou_dn: 0.303102 loss_class_aux_dn: 1.513561 loss_bbox_aux_dn: 0.803546 loss_giou_aux_dn: 1.717828 loss: 12.332670 eta: 1 day, 19:06:53 batch_cost: 0.5290 data_cost: 0.0013 ips: 7.5620 images/s [04/09 15:58:51] ppdet.engine INFO: Epoch: [43] [3700/7329] learning_rate: 0.000100 loss_class: 0.594959 loss_bbox: 0.141145 loss_giou: 0.427752 loss_class_aux: 3.668360 loss_bbox_aux: 0.939822 loss_giou_aux: 2.685459 loss_class_dn: 0.334327 loss_bbox_dn: 0.163025 loss_giou_dn: 0.365012 loss_class_aux_dn: 1.725045 loss_bbox_aux_dn: 0.954460 loss_giou_aux_dn: 2.036022 loss: 14.482040 eta: 1 day, 19:06:01 batch_cost: 0.5349 data_cost: 0.0013 ips: 7.4774 images/s [04/09 15:59:50] ppdet.engine INFO: Epoch: [43] [3800/7329] learning_rate: 0.000100 loss_class: 0.550117 loss_bbox: 0.129486 loss_giou: 0.349987 loss_class_aux: 3.404810 loss_bbox_aux: 0.892264 loss_giou_aux: 2.230035 loss_class_dn: 0.322038 loss_bbox_dn: 0.134712 loss_giou_dn: 0.354712 loss_class_aux_dn: 1.754960 loss_bbox_aux_dn: 0.813439 loss_giou_aux_dn: 1.971462 loss: 13.747758 eta: 1 day, 19:05:09 batch_cost: 0.5271 data_cost: 0.0013 ips: 7.5885 images/s [04/09 16:00:50] ppdet.engine INFO: Epoch: [43] [3900/7329] learning_rate: 0.000100 loss_class: 0.615029 loss_bbox: 0.132278 loss_giou: 0.453795 loss_class_aux: 3.951971 loss_bbox_aux: 0.900043 loss_giou_aux: 2.823667 loss_class_dn: 0.351098 loss_bbox_dn: 0.151441 loss_giou_dn: 0.427963 loss_class_aux_dn: 1.884060 loss_bbox_aux_dn: 0.844030 loss_giou_aux_dn: 2.341912 loss: 14.953101 eta: 1 day, 19:04:18 batch_cost: 0.5330 data_cost: 0.0015 ips: 7.5052 images/s [04/09 16:01:50] ppdet.engine INFO: Epoch: [43] [4000/7329] learning_rate: 0.000100 loss_class: 0.561214 loss_bbox: 0.114210 loss_giou: 0.352943 loss_class_aux: 3.599180 loss_bbox_aux: 0.771786 loss_giou_aux: 2.240044 loss_class_dn: 0.317303 loss_bbox_dn: 0.116778 loss_giou_dn: 0.333686 loss_class_aux_dn: 1.728393 loss_bbox_aux_dn: 0.711570 loss_giou_aux_dn: 1.909795 loss: 13.712557 eta: 1 day, 19:03:27 batch_cost: 0.5399 data_cost: 0.0014 ips: 7.4093 images/s [04/09 16:02:59] ppdet.engine INFO: Epoch: [43] [4100/7329] learning_rate: 0.000100 loss_class: 0.622998 loss_bbox: 0.155253 loss_giou: 0.415120 loss_class_aux: 3.950593 loss_bbox_aux: 1.021524 loss_giou_aux: 2.599393 loss_class_dn: 0.365862 loss_bbox_dn: 0.165278 loss_giou_dn: 0.375033 loss_class_aux_dn: 1.979414 loss_bbox_aux_dn: 0.997633 loss_giou_aux_dn: 2.080229 loss: 15.479559 eta: 1 day, 19:02:44 batch_cost: 0.6130 data_cost: 0.0016 ips: 6.5248 images/s [04/09 16:04:02] ppdet.engine INFO: Epoch: [43] [4200/7329] learning_rate: 0.000100 loss_class: 0.605433 loss_bbox: 0.162850 loss_giou: 0.491534 loss_class_aux: 3.740836 loss_bbox_aux: 1.085881 loss_giou_aux: 3.089197 loss_class_dn: 0.332889 loss_bbox_dn: 0.161619 loss_giou_dn: 0.418593 loss_class_aux_dn: 1.826416 loss_bbox_aux_dn: 0.984442 loss_giou_aux_dn: 2.295670 loss: 15.000634 eta: 1 day, 19:01:54 batch_cost: 0.5562 data_cost: 0.0018 ips: 7.1912 images/s [04/09 16:05:02] ppdet.engine INFO: Epoch: [43] [4300/7329] learning_rate: 0.000100 loss_class: 0.605170 loss_bbox: 0.144082 loss_giou: 0.411607 loss_class_aux: 3.757155 loss_bbox_aux: 0.950115 loss_giou_aux: 2.635840 loss_class_dn: 0.350938 loss_bbox_dn: 0.151659 loss_giou_dn: 0.385127 loss_class_aux_dn: 1.916558 loss_bbox_aux_dn: 0.893337 loss_giou_aux_dn: 2.152189 loss: 15.155585 eta: 1 day, 19:01:04 batch_cost: 0.5423 data_cost: 0.0014 ips: 7.3762 images/s [04/09 16:06:08] ppdet.engine INFO: Epoch: [43] [4400/7329] learning_rate: 0.000100 loss_class: 0.555675 loss_bbox: 0.142118 loss_giou: 0.336141 loss_class_aux: 3.520875 loss_bbox_aux: 0.917394 loss_giou_aux: 2.205999 loss_class_dn: 0.319476 loss_bbox_dn: 0.145403 loss_giou_dn: 0.354124 loss_class_aux_dn: 1.720955 loss_bbox_aux_dn: 0.865550 loss_giou_aux_dn: 1.904467 loss: 13.687302 eta: 1 day, 19:00:17 batch_cost: 0.5812 data_cost: 0.0016 ips: 6.8824 images/s [04/09 16:07:05] ppdet.engine INFO: Epoch: [43] [4500/7329] learning_rate: 0.000100 loss_class: 0.605393 loss_bbox: 0.131640 loss_giou: 0.392687 loss_class_aux: 3.906969 loss_bbox_aux: 0.858825 loss_giou_aux: 2.531200 loss_class_dn: 0.339247 loss_bbox_dn: 0.165455 loss_giou_dn: 0.353978 loss_class_aux_dn: 1.855190 loss_bbox_aux_dn: 0.936095 loss_giou_aux_dn: 1.969485 loss: 14.559887 eta: 1 day, 18:59:23 batch_cost: 0.5044 data_cost: 0.0014 ips: 7.9300 images/s [04/09 16:08:03] ppdet.engine INFO: Epoch: [43] [4600/7329] learning_rate: 0.000100 loss_class: 0.527362 loss_bbox: 0.116263 loss_giou: 0.309720 loss_class_aux: 3.333140 loss_bbox_aux: 0.827209 loss_giou_aux: 1.990562 loss_class_dn: 0.281630 loss_bbox_dn: 0.133650 loss_giou_dn: 0.301173 loss_class_aux_dn: 1.515389 loss_bbox_aux_dn: 0.834250 loss_giou_aux_dn: 1.715320 loss: 12.269785 eta: 1 day, 18:58:31 batch_cost: 0.5249 data_cost: 0.0014 ips: 7.6207 images/s [04/09 16:08:59] ppdet.engine INFO: Epoch: [43] [4700/7329] learning_rate: 0.000100 loss_class: 0.564850 loss_bbox: 0.135837 loss_giou: 0.357823 loss_class_aux: 3.790820 loss_bbox_aux: 0.881732 loss_giou_aux: 2.242619 loss_class_dn: 0.332279 loss_bbox_dn: 0.131710 loss_giou_dn: 0.368072 loss_class_aux_dn: 1.823208 loss_bbox_aux_dn: 0.787168 loss_giou_aux_dn: 2.052251 loss: 14.102350 eta: 1 day, 18:57:36 batch_cost: 0.4944 data_cost: 0.0014 ips: 8.0899 images/s [04/09 16:09:53] ppdet.engine INFO: Epoch: [43] [4800/7329] learning_rate: 0.000100 loss_class: 0.607095 loss_bbox: 0.147811 loss_giou: 0.440681 loss_class_aux: 3.834785 loss_bbox_aux: 0.985665 loss_giou_aux: 2.767302 loss_class_dn: 0.348002 loss_bbox_dn: 0.157217 loss_giou_dn: 0.414146 loss_class_aux_dn: 1.877873 loss_bbox_aux_dn: 0.977306 loss_giou_aux_dn: 2.277295 loss: 14.844633 eta: 1 day, 18:56:39 batch_cost: 0.4766 data_cost: 0.0013 ips: 8.3921 images/s [04/09 16:10:50] ppdet.engine INFO: Epoch: [43] [4900/7329] learning_rate: 0.000100 loss_class: 0.511108 loss_bbox: 0.118814 loss_giou: 0.328171 loss_class_aux: 3.386393 loss_bbox_aux: 0.804634 loss_giou_aux: 2.083957 loss_class_dn: 0.305564 loss_bbox_dn: 0.126412 loss_giou_dn: 0.308367 loss_class_aux_dn: 1.711309 loss_bbox_aux_dn: 0.760905 loss_giou_aux_dn: 1.706312 loss: 12.184361 eta: 1 day, 18:55:45 batch_cost: 0.4987 data_cost: 0.0015 ips: 8.0213 images/s [04/09 16:11:49] ppdet.engine INFO: Epoch: [43] [5000/7329] learning_rate: 0.000100 loss_class: 0.544363 loss_bbox: 0.142641 loss_giou: 0.329741 loss_class_aux: 3.441039 loss_bbox_aux: 0.993958 loss_giou_aux: 2.123817 loss_class_dn: 0.311821 loss_bbox_dn: 0.145665 loss_giou_dn: 0.329888 loss_class_aux_dn: 1.734968 loss_bbox_aux_dn: 0.924796 loss_giou_aux_dn: 1.867501 loss: 13.308578 eta: 1 day, 18:54:52 batch_cost: 0.5175 data_cost: 0.0020 ips: 7.7295 images/s [04/09 16:12:47] ppdet.engine INFO: Epoch: [43] [5100/7329] learning_rate: 0.000100 loss_class: 0.617722 loss_bbox: 0.128893 loss_giou: 0.342463 loss_class_aux: 3.792921 loss_bbox_aux: 0.963636 loss_giou_aux: 2.168677 loss_class_dn: 0.342790 loss_bbox_dn: 0.136585 loss_giou_dn: 0.335348 loss_class_aux_dn: 1.842075 loss_bbox_aux_dn: 0.862812 loss_giou_aux_dn: 1.886168 loss: 14.511589 eta: 1 day, 18:54:00 batch_cost: 0.5228 data_cost: 0.0014 ips: 7.6514 images/s [04/09 16:13:46] ppdet.engine INFO: Epoch: [43] [5200/7329] learning_rate: 0.000100 loss_class: 0.637609 loss_bbox: 0.137793 loss_giou: 0.469171 loss_class_aux: 4.075281 loss_bbox_aux: 0.869390 loss_giou_aux: 2.955563 loss_class_dn: 0.367053 loss_bbox_dn: 0.129513 loss_giou_dn: 0.420747 loss_class_aux_dn: 1.950792 loss_bbox_aux_dn: 0.804092 loss_giou_aux_dn: 2.329283 loss: 15.539885 eta: 1 day, 18:53:08 batch_cost: 0.5284 data_cost: 0.0013 ips: 7.5699 images/s [04/09 16:14:48] ppdet.engine INFO: Epoch: [43] [5300/7329] learning_rate: 0.000100 loss_class: 0.580166 loss_bbox: 0.136793 loss_giou: 0.363938 loss_class_aux: 3.677204 loss_bbox_aux: 0.891681 loss_giou_aux: 2.257974 loss_class_dn: 0.328787 loss_bbox_dn: 0.140001 loss_giou_dn: 0.342376 loss_class_aux_dn: 1.732339 loss_bbox_aux_dn: 0.854233 loss_giou_aux_dn: 1.988574 loss: 13.680411 eta: 1 day, 18:52:19 batch_cost: 0.5629 data_cost: 0.0013 ips: 7.1057 images/s [04/09 16:15:50] ppdet.engine INFO: Epoch: [43] [5400/7329] learning_rate: 0.000100 loss_class: 0.615077 loss_bbox: 0.134081 loss_giou: 0.409285 loss_class_aux: 3.859911 loss_bbox_aux: 0.926927 loss_giou_aux: 2.678141 loss_class_dn: 0.327311 loss_bbox_dn: 0.144327 loss_giou_dn: 0.380931 loss_class_aux_dn: 1.793259 loss_bbox_aux_dn: 0.885178 loss_giou_aux_dn: 2.226937 loss: 14.242507 eta: 1 day, 18:51:30 batch_cost: 0.5518 data_cost: 0.0014 ips: 7.2484 images/s [04/09 16:16:53] ppdet.engine INFO: Epoch: [43] [5500/7329] learning_rate: 0.000100 loss_class: 0.571439 loss_bbox: 0.127189 loss_giou: 0.382041 loss_class_aux: 3.555902 loss_bbox_aux: 0.850540 loss_giou_aux: 2.425876 loss_class_dn: 0.338957 loss_bbox_dn: 0.137972 loss_giou_dn: 0.374566 loss_class_aux_dn: 1.807711 loss_bbox_aux_dn: 0.827474 loss_giou_aux_dn: 2.048031 loss: 14.032525 eta: 1 day, 18:50:42 batch_cost: 0.5700 data_cost: 0.0014 ips: 7.0176 images/s [04/09 16:17:48] ppdet.engine INFO: Epoch: [43] [5600/7329] learning_rate: 0.000100 loss_class: 0.501956 loss_bbox: 0.120854 loss_giou: 0.333491 loss_class_aux: 3.115394 loss_bbox_aux: 0.828161 loss_giou_aux: 2.114057 loss_class_dn: 0.278922 loss_bbox_dn: 0.122060 loss_giou_dn: 0.295586 loss_class_aux_dn: 1.483420 loss_bbox_aux_dn: 0.772827 loss_giou_aux_dn: 1.663688 loss: 11.750095 eta: 1 day, 18:49:47 batch_cost: 0.4917 data_cost: 0.0013 ips: 8.1343 images/s [04/09 16:18:44] ppdet.engine INFO: Epoch: [43] [5700/7329] learning_rate: 0.000100 loss_class: 0.616841 loss_bbox: 0.142167 loss_giou: 0.419377 loss_class_aux: 3.759821 loss_bbox_aux: 0.932279 loss_giou_aux: 2.619480 loss_class_dn: 0.341569 loss_bbox_dn: 0.153791 loss_giou_dn: 0.398432 loss_class_aux_dn: 1.821429 loss_bbox_aux_dn: 0.928181 loss_giou_aux_dn: 2.218864 loss: 14.817451 eta: 1 day, 18:48:52 batch_cost: 0.4915 data_cost: 0.0013 ips: 8.1383 images/s [04/09 16:19:41] ppdet.engine INFO: Epoch: [43] [5800/7329] learning_rate: 0.000100 loss_class: 0.611200 loss_bbox: 0.132891 loss_giou: 0.363831 loss_class_aux: 3.878600 loss_bbox_aux: 0.867887 loss_giou_aux: 2.287148 loss_class_dn: 0.316972 loss_bbox_dn: 0.133659 loss_giou_dn: 0.344469 loss_class_aux_dn: 1.755793 loss_bbox_aux_dn: 0.826810 loss_giou_aux_dn: 1.967190 loss: 14.246550 eta: 1 day, 18:47:58 batch_cost: 0.5108 data_cost: 0.0013 ips: 7.8316 images/s [04/09 16:20:48] ppdet.engine INFO: Epoch: [43] [5900/7329] learning_rate: 0.000100 loss_class: 0.584978 loss_bbox: 0.128174 loss_giou: 0.342798 loss_class_aux: 3.649381 loss_bbox_aux: 0.819082 loss_giou_aux: 2.195123 loss_class_dn: 0.311982 loss_bbox_dn: 0.147702 loss_giou_dn: 0.323630 loss_class_aux_dn: 1.681326 loss_bbox_aux_dn: 0.886586 loss_giou_aux_dn: 1.856780 loss: 13.650915 eta: 1 day, 18:47:12 batch_cost: 0.5905 data_cost: 0.0016 ips: 6.7745 images/s [04/09 16:21:50] ppdet.engine INFO: Epoch: [43] [6000/7329] learning_rate: 0.000100 loss_class: 0.604536 loss_bbox: 0.132001 loss_giou: 0.399074 loss_class_aux: 3.830063 loss_bbox_aux: 0.856712 loss_giou_aux: 2.549100 loss_class_dn: 0.321077 loss_bbox_dn: 0.135572 loss_giou_dn: 0.364275 loss_class_aux_dn: 1.767759 loss_bbox_aux_dn: 0.829025 loss_giou_aux_dn: 2.023249 loss: 14.127817 eta: 1 day, 18:46:22 batch_cost: 0.5489 data_cost: 0.0014 ips: 7.2877 images/s [04/09 16:22:50] ppdet.engine INFO: Epoch: [43] [6100/7329] learning_rate: 0.000100 loss_class: 0.558475 loss_bbox: 0.143639 loss_giou: 0.373039 loss_class_aux: 3.532924 loss_bbox_aux: 0.971011 loss_giou_aux: 2.362928 loss_class_dn: 0.331618 loss_bbox_dn: 0.151805 loss_giou_dn: 0.380970 loss_class_aux_dn: 1.750013 loss_bbox_aux_dn: 0.876844 loss_giou_aux_dn: 2.040534 loss: 14.151444 eta: 1 day, 18:45:31 batch_cost: 0.5349 data_cost: 0.0013 ips: 7.4783 images/s [04/09 16:23:53] ppdet.engine INFO: Epoch: [43] [6200/7329] learning_rate: 0.000100 loss_class: 0.653261 loss_bbox: 0.150625 loss_giou: 0.442802 loss_class_aux: 4.159317 loss_bbox_aux: 0.958633 loss_giou_aux: 2.856540 loss_class_dn: 0.352425 loss_bbox_dn: 0.153023 loss_giou_dn: 0.412529 loss_class_aux_dn: 1.887010 loss_bbox_aux_dn: 0.894766 loss_giou_aux_dn: 2.341406 loss: 15.311719 eta: 1 day, 18:44:43 batch_cost: 0.5686 data_cost: 0.0014 ips: 7.0345 images/s [04/09 16:24:50] ppdet.engine INFO: Epoch: [43] [6300/7329] learning_rate: 0.000100 loss_class: 0.524008 loss_bbox: 0.124886 loss_giou: 0.332872 loss_class_aux: 3.516567 loss_bbox_aux: 0.839874 loss_giou_aux: 2.145781 loss_class_dn: 0.290454 loss_bbox_dn: 0.144659 loss_giou_dn: 0.286611 loss_class_aux_dn: 1.605484 loss_bbox_aux_dn: 0.897343 loss_giou_aux_dn: 1.653632 loss: 12.696045 eta: 1 day, 18:43:50 batch_cost: 0.5123 data_cost: 0.0013 ips: 7.8079 images/s [04/09 16:25:48] ppdet.engine INFO: Epoch: [43] [6400/7329] learning_rate: 0.000100 loss_class: 0.546010 loss_bbox: 0.142539 loss_giou: 0.346277 loss_class_aux: 3.517096 loss_bbox_aux: 0.929256 loss_giou_aux: 2.196439 loss_class_dn: 0.306888 loss_bbox_dn: 0.144455 loss_giou_dn: 0.294431 loss_class_aux_dn: 1.650892 loss_bbox_aux_dn: 0.858491 loss_giou_aux_dn: 1.691540 loss: 13.560126 eta: 1 day, 18:42:56 batch_cost: 0.5119 data_cost: 0.0014 ips: 7.8140 images/s [04/09 16:26:52] ppdet.engine INFO: Epoch: [43] [6500/7329] learning_rate: 0.000100 loss_class: 0.493118 loss_bbox: 0.106095 loss_giou: 0.343182 loss_class_aux: 3.158462 loss_bbox_aux: 0.761290 loss_giou_aux: 2.194723 loss_class_dn: 0.283095 loss_bbox_dn: 0.128752 loss_giou_dn: 0.327914 loss_class_aux_dn: 1.544248 loss_bbox_aux_dn: 0.781524 loss_giou_aux_dn: 1.865556 loss: 12.346130 eta: 1 day, 18:42:10 batch_cost: 0.5848 data_cost: 0.0013 ips: 6.8400 images/s [04/09 16:27:48] ppdet.engine INFO: Epoch: [43] [6600/7329] learning_rate: 0.000100 loss_class: 0.555306 loss_bbox: 0.127146 loss_giou: 0.376031 loss_class_aux: 3.564960 loss_bbox_aux: 0.846322 loss_giou_aux: 2.439820 loss_class_dn: 0.303357 loss_bbox_dn: 0.154168 loss_giou_dn: 0.372402 loss_class_aux_dn: 1.676996 loss_bbox_aux_dn: 0.896337 loss_giou_aux_dn: 2.044405 loss: 13.906448 eta: 1 day, 18:41:15 batch_cost: 0.4921 data_cost: 0.0014 ips: 8.1284 images/s [04/09 16:28:46] ppdet.engine INFO: Epoch: [43] [6700/7329] learning_rate: 0.000100 loss_class: 0.600721 loss_bbox: 0.145469 loss_giou: 0.384485 loss_class_aux: 3.770281 loss_bbox_aux: 0.970298 loss_giou_aux: 2.489296 loss_class_dn: 0.348455 loss_bbox_dn: 0.158368 loss_giou_dn: 0.361406 loss_class_aux_dn: 1.923239 loss_bbox_aux_dn: 0.904642 loss_giou_aux_dn: 2.018384 loss: 14.664952 eta: 1 day, 18:40:23 batch_cost: 0.5263 data_cost: 0.0013 ips: 7.6007 images/s [04/09 16:29:48] ppdet.engine INFO: Epoch: [43] [6800/7329] learning_rate: 0.000100 loss_class: 0.562975 loss_bbox: 0.143643 loss_giou: 0.371086 loss_class_aux: 3.614544 loss_bbox_aux: 0.882827 loss_giou_aux: 2.284559 loss_class_dn: 0.317655 loss_bbox_dn: 0.150540 loss_giou_dn: 0.345202 loss_class_aux_dn: 1.717981 loss_bbox_aux_dn: 0.897776 loss_giou_aux_dn: 1.896316 loss: 14.029754 eta: 1 day, 18:39:33 batch_cost: 0.5540 data_cost: 0.0013 ips: 7.2208 images/s [04/09 16:30:50] ppdet.engine INFO: Epoch: [43] [6900/7329] learning_rate: 0.000100 loss_class: 0.570309 loss_bbox: 0.140017 loss_giou: 0.386542 loss_class_aux: 3.536879 loss_bbox_aux: 0.906711 loss_giou_aux: 2.451409 loss_class_dn: 0.321707 loss_bbox_dn: 0.141765 loss_giou_dn: 0.361669 loss_class_aux_dn: 1.771739 loss_bbox_aux_dn: 0.863148 loss_giou_aux_dn: 2.035593 loss: 14.188313 eta: 1 day, 18:38:43 batch_cost: 0.5462 data_cost: 0.0018 ips: 7.3237 images/s [04/09 16:31:47] ppdet.engine INFO: Epoch: [43] [7000/7329] learning_rate: 0.000100 loss_class: 0.595013 loss_bbox: 0.126005 loss_giou: 0.404044 loss_class_aux: 3.772416 loss_bbox_aux: 0.874868 loss_giou_aux: 2.605518 loss_class_dn: 0.329260 loss_bbox_dn: 0.145041 loss_giou_dn: 0.385282 loss_class_aux_dn: 1.782748 loss_bbox_aux_dn: 0.872934 loss_giou_aux_dn: 2.152998 loss: 14.676863 eta: 1 day, 18:37:49 batch_cost: 0.5058 data_cost: 0.0014 ips: 7.9081 images/s [04/09 16:32:42] ppdet.engine INFO: Epoch: [43] [7100/7329] learning_rate: 0.000100 loss_class: 0.608555 loss_bbox: 0.139110 loss_giou: 0.439720 loss_class_aux: 3.783665 loss_bbox_aux: 0.913440 loss_giou_aux: 2.785875 loss_class_dn: 0.338580 loss_bbox_dn: 0.138353 loss_giou_dn: 0.407201 loss_class_aux_dn: 1.840782 loss_bbox_aux_dn: 0.833961 loss_giou_aux_dn: 2.299462 loss: 14.890283 eta: 1 day, 18:36:54 batch_cost: 0.4930 data_cost: 0.0014 ips: 8.1131 images/s [04/09 16:33:47] ppdet.engine INFO: Epoch: [43] [7200/7329] learning_rate: 0.000100 loss_class: 0.556025 loss_bbox: 0.132554 loss_giou: 0.322370 loss_class_aux: 3.489537 loss_bbox_aux: 0.868141 loss_giou_aux: 2.038253 loss_class_dn: 0.320207 loss_bbox_dn: 0.150892 loss_giou_dn: 0.324299 loss_class_aux_dn: 1.708740 loss_bbox_aux_dn: 0.884710 loss_giou_aux_dn: 1.828296 loss: 13.403252 eta: 1 day, 18:36:08 batch_cost: 0.5878 data_cost: 0.0015 ips: 6.8055 images/s [04/09 16:34:48] ppdet.engine INFO: Epoch: [43] [7300/7329] learning_rate: 0.000100 loss_class: 0.603785 loss_bbox: 0.142956 loss_giou: 0.408784 loss_class_aux: 3.693877 loss_bbox_aux: 0.956816 loss_giou_aux: 2.515829 loss_class_dn: 0.332038 loss_bbox_dn: 0.140121 loss_giou_dn: 0.373633 loss_class_aux_dn: 1.778427 loss_bbox_aux_dn: 0.834187 loss_giou_aux_dn: 2.054637 loss: 14.044953 eta: 1 day, 18:35:18 batch_cost: 0.5464 data_cost: 0.0014 ips: 7.3212 images/s [04/09 16:35:10] ppdet.engine INFO: Eval iter: 0 [04/09 16:35:36] ppdet.engine INFO: Eval iter: 100 [04/09 16:36:03] ppdet.engine INFO: Eval iter: 200 [04/09 16:36:28] ppdet.engine INFO: Eval iter: 300 [04/09 16:36:56] ppdet.engine INFO: Eval iter: 400 [04/09 16:37:21] ppdet.engine INFO: Eval iter: 500 [04/09 16:37:49] ppdet.engine INFO: Eval iter: 600 [04/09 16:38:18] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.80s) creating index... index created! [04/09 16:38:20] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.60s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.95s). Accumulating evaluation results... DONE (t=27.35s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.564 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.332 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 [04/09 16:41:05] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.02715218557906 [04/09 16:41:05] ppdet.engine INFO: Best test bbox ap is 0.523. [04/09 16:41:08] ppdet.engine INFO: Epoch: [44] [ 0/7329] learning_rate: 0.000100 loss_class: 0.631616 loss_bbox: 0.138682 loss_giou: 0.434473 loss_class_aux: 3.939959 loss_bbox_aux: 0.925412 loss_giou_aux: 2.711442 loss_class_dn: 0.349952 loss_bbox_dn: 0.136881 loss_giou_dn: 0.402899 loss_class_aux_dn: 1.842366 loss_bbox_aux_dn: 0.819533 loss_giou_aux_dn: 2.225090 loss: 14.630289 eta: 1 day, 18:35:02 batch_cost: 0.5515 data_cost: 0.0015 ips: 7.2531 images/s [04/09 16:42:04] ppdet.engine INFO: Epoch: [44] [ 100/7329] learning_rate: 0.000100 loss_class: 0.619930 loss_bbox: 0.155455 loss_giou: 0.385554 loss_class_aux: 3.932513 loss_bbox_aux: 1.062172 loss_giou_aux: 2.491235 loss_class_dn: 0.330367 loss_bbox_dn: 0.170758 loss_giou_dn: 0.366550 loss_class_aux_dn: 1.793167 loss_bbox_aux_dn: 1.062535 loss_giou_aux_dn: 2.040839 loss: 14.193575 eta: 1 day, 18:34:08 batch_cost: 0.5039 data_cost: 0.0013 ips: 7.9381 images/s [04/09 16:43:04] ppdet.engine INFO: Epoch: [44] [ 200/7329] learning_rate: 0.000100 loss_class: 0.615703 loss_bbox: 0.150720 loss_giou: 0.410868 loss_class_aux: 3.948236 loss_bbox_aux: 0.974338 loss_giou_aux: 2.713282 loss_class_dn: 0.317763 loss_bbox_dn: 0.159471 loss_giou_dn: 0.365767 loss_class_aux_dn: 1.735692 loss_bbox_aux_dn: 0.962717 loss_giou_aux_dn: 2.082974 loss: 13.752069 eta: 1 day, 18:33:16 batch_cost: 0.5246 data_cost: 0.0016 ips: 7.6253 images/s [04/09 16:44:07] ppdet.engine INFO: Epoch: [44] [ 300/7329] learning_rate: 0.000100 loss_class: 0.608827 loss_bbox: 0.140212 loss_giou: 0.406471 loss_class_aux: 3.801553 loss_bbox_aux: 0.934921 loss_giou_aux: 2.558015 loss_class_dn: 0.341406 loss_bbox_dn: 0.153871 loss_giou_dn: 0.369085 loss_class_aux_dn: 1.814734 loss_bbox_aux_dn: 0.907983 loss_giou_aux_dn: 2.125853 loss: 14.550158 eta: 1 day, 18:32:27 batch_cost: 0.5564 data_cost: 0.0018 ips: 7.1893 images/s [04/09 16:45:12] ppdet.engine INFO: Epoch: [44] [ 400/7329] learning_rate: 0.000100 loss_class: 0.583311 loss_bbox: 0.136746 loss_giou: 0.398905 loss_class_aux: 3.611405 loss_bbox_aux: 0.903017 loss_giou_aux: 2.580638 loss_class_dn: 0.322245 loss_bbox_dn: 0.145230 loss_giou_dn: 0.352178 loss_class_aux_dn: 1.747589 loss_bbox_aux_dn: 0.887738 loss_giou_aux_dn: 1.969444 loss: 14.578993 eta: 1 day, 18:31:40 batch_cost: 0.5850 data_cost: 0.0017 ips: 6.8373 images/s [04/09 16:46:12] ppdet.engine INFO: Epoch: [44] [ 500/7329] learning_rate: 0.000100 loss_class: 0.549317 loss_bbox: 0.136864 loss_giou: 0.375744 loss_class_aux: 3.439747 loss_bbox_aux: 0.933430 loss_giou_aux: 2.318254 loss_class_dn: 0.328455 loss_bbox_dn: 0.149917 loss_giou_dn: 0.347143 loss_class_aux_dn: 1.740362 loss_bbox_aux_dn: 0.905009 loss_giou_aux_dn: 1.966680 loss: 13.830303 eta: 1 day, 18:30:49 batch_cost: 0.5370 data_cost: 0.0013 ips: 7.4491 images/s [04/09 16:47:12] ppdet.engine INFO: Epoch: [44] [ 600/7329] learning_rate: 0.000100 loss_class: 0.551798 loss_bbox: 0.139168 loss_giou: 0.372398 loss_class_aux: 3.527516 loss_bbox_aux: 0.957687 loss_giou_aux: 2.414935 loss_class_dn: 0.324134 loss_bbox_dn: 0.152438 loss_giou_dn: 0.356681 loss_class_aux_dn: 1.746321 loss_bbox_aux_dn: 0.894062 loss_giou_aux_dn: 1.956884 loss: 13.205671 eta: 1 day, 18:29:59 batch_cost: 0.5422 data_cost: 0.0014 ips: 7.3780 images/s [04/09 16:48:13] ppdet.engine INFO: Epoch: [44] [ 700/7329] learning_rate: 0.000100 loss_class: 0.573950 loss_bbox: 0.134305 loss_giou: 0.459758 loss_class_aux: 3.660128 loss_bbox_aux: 0.873440 loss_giou_aux: 2.837615 loss_class_dn: 0.339619 loss_bbox_dn: 0.136350 loss_giou_dn: 0.404595 loss_class_aux_dn: 1.833269 loss_bbox_aux_dn: 0.829402 loss_giou_aux_dn: 2.245962 loss: 14.580969 eta: 1 day, 18:29:08 batch_cost: 0.5411 data_cost: 0.0015 ips: 7.3927 images/s [04/09 16:49:12] ppdet.engine INFO: Epoch: [44] [ 800/7329] learning_rate: 0.000100 loss_class: 0.602934 loss_bbox: 0.139723 loss_giou: 0.362337 loss_class_aux: 3.768115 loss_bbox_aux: 0.930636 loss_giou_aux: 2.297482 loss_class_dn: 0.339884 loss_bbox_dn: 0.140909 loss_giou_dn: 0.336240 loss_class_aux_dn: 1.833078 loss_bbox_aux_dn: 0.829339 loss_giou_aux_dn: 1.880175 loss: 13.677479 eta: 1 day, 18:28:17 batch_cost: 0.5337 data_cost: 0.0013 ips: 7.4943 images/s [04/09 16:50:10] ppdet.engine INFO: Epoch: [44] [ 900/7329] learning_rate: 0.000100 loss_class: 0.547950 loss_bbox: 0.125144 loss_giou: 0.385091 loss_class_aux: 3.379126 loss_bbox_aux: 0.851706 loss_giou_aux: 2.455167 loss_class_dn: 0.298755 loss_bbox_dn: 0.137714 loss_giou_dn: 0.348996 loss_class_aux_dn: 1.625663 loss_bbox_aux_dn: 0.850329 loss_giou_aux_dn: 1.922271 loss: 13.042736 eta: 1 day, 18:27:24 batch_cost: 0.5160 data_cost: 0.0013 ips: 7.7520 images/s [04/09 16:51:05] ppdet.engine INFO: Epoch: [44] [1000/7329] learning_rate: 0.000100 loss_class: 0.606323 loss_bbox: 0.144375 loss_giou: 0.453611 loss_class_aux: 3.804544 loss_bbox_aux: 0.908611 loss_giou_aux: 2.812613 loss_class_dn: 0.354885 loss_bbox_dn: 0.139419 loss_giou_dn: 0.402882 loss_class_aux_dn: 1.930104 loss_bbox_aux_dn: 0.808427 loss_giou_aux_dn: 2.233769 loss: 15.324095 eta: 1 day, 18:26:28 batch_cost: 0.4850 data_cost: 0.0013 ips: 8.2481 images/s [04/09 16:52:04] ppdet.engine INFO: Epoch: [44] [1100/7329] learning_rate: 0.000100 loss_class: 0.616319 loss_bbox: 0.170910 loss_giou: 0.399097 loss_class_aux: 3.852266 loss_bbox_aux: 1.069405 loss_giou_aux: 2.546428 loss_class_dn: 0.344560 loss_bbox_dn: 0.175433 loss_giou_dn: 0.393568 loss_class_aux_dn: 1.839831 loss_bbox_aux_dn: 1.061402 loss_giou_aux_dn: 2.131578 loss: 14.601271 eta: 1 day, 18:25:37 batch_cost: 0.5330 data_cost: 0.0013 ips: 7.5046 images/s [04/09 16:53:12] ppdet.engine INFO: Epoch: [44] [1200/7329] learning_rate: 0.000100 loss_class: 0.560460 loss_bbox: 0.146503 loss_giou: 0.416920 loss_class_aux: 3.504237 loss_bbox_aux: 0.937168 loss_giou_aux: 2.526455 loss_class_dn: 0.319618 loss_bbox_dn: 0.159823 loss_giou_dn: 0.375880 loss_class_aux_dn: 1.720026 loss_bbox_aux_dn: 0.915006 loss_giou_aux_dn: 2.083445 loss: 14.547143 eta: 1 day, 18:24:53 batch_cost: 0.6181 data_cost: 0.0013 ips: 6.4714 images/s [04/09 16:54:06] ppdet.engine INFO: Epoch: [44] [1300/7329] learning_rate: 0.000100 loss_class: 0.630242 loss_bbox: 0.147274 loss_giou: 0.376344 loss_class_aux: 4.032937 loss_bbox_aux: 0.958230 loss_giou_aux: 2.422360 loss_class_dn: 0.360178 loss_bbox_dn: 0.150497 loss_giou_dn: 0.393906 loss_class_aux_dn: 1.948220 loss_bbox_aux_dn: 0.904577 loss_giou_aux_dn: 2.127149 loss: 15.857079 eta: 1 day, 18:23:57 batch_cost: 0.4799 data_cost: 0.0013 ips: 8.3359 images/s [04/09 16:55:02] ppdet.engine INFO: Epoch: [44] [1400/7329] learning_rate: 0.000100 loss_class: 0.577363 loss_bbox: 0.125186 loss_giou: 0.403194 loss_class_aux: 3.628516 loss_bbox_aux: 0.833309 loss_giou_aux: 2.588138 loss_class_dn: 0.321317 loss_bbox_dn: 0.131506 loss_giou_dn: 0.388282 loss_class_aux_dn: 1.731947 loss_bbox_aux_dn: 0.805432 loss_giou_aux_dn: 2.142673 loss: 13.312923 eta: 1 day, 18:23:02 batch_cost: 0.4971 data_cost: 0.0013 ips: 8.0474 images/s [04/09 16:56:01] ppdet.engine INFO: Epoch: [44] [1500/7329] learning_rate: 0.000100 loss_class: 0.585306 loss_bbox: 0.130752 loss_giou: 0.391604 loss_class_aux: 3.664343 loss_bbox_aux: 0.849473 loss_giou_aux: 2.410390 loss_class_dn: 0.327619 loss_bbox_dn: 0.123864 loss_giou_dn: 0.379685 loss_class_aux_dn: 1.742766 loss_bbox_aux_dn: 0.776847 loss_giou_aux_dn: 2.013292 loss: 14.405249 eta: 1 day, 18:22:10 batch_cost: 0.5288 data_cost: 0.0013 ips: 7.5644 images/s [04/09 16:57:01] ppdet.engine INFO: Epoch: [44] [1600/7329] learning_rate: 0.000100 loss_class: 0.509628 loss_bbox: 0.123056 loss_giou: 0.359500 loss_class_aux: 3.152914 loss_bbox_aux: 0.877126 loss_giou_aux: 2.294675 loss_class_dn: 0.291623 loss_bbox_dn: 0.133335 loss_giou_dn: 0.321079 loss_class_aux_dn: 1.597671 loss_bbox_aux_dn: 0.816349 loss_giou_aux_dn: 1.823819 loss: 12.323090 eta: 1 day, 18:21:20 batch_cost: 0.5429 data_cost: 0.0013 ips: 7.3677 images/s [04/09 16:57:56] ppdet.engine INFO: Epoch: [44] [1700/7329] learning_rate: 0.000100 loss_class: 0.558857 loss_bbox: 0.126612 loss_giou: 0.396138 loss_class_aux: 3.571518 loss_bbox_aux: 0.853352 loss_giou_aux: 2.429986 loss_class_dn: 0.331570 loss_bbox_dn: 0.128359 loss_giou_dn: 0.369560 loss_class_aux_dn: 1.753078 loss_bbox_aux_dn: 0.770715 loss_giou_aux_dn: 2.072468 loss: 14.323734 eta: 1 day, 18:20:25 batch_cost: 0.4909 data_cost: 0.0013 ips: 8.1476 images/s [04/09 16:58:53] ppdet.engine INFO: Epoch: [44] [1800/7329] learning_rate: 0.000100 loss_class: 0.557784 loss_bbox: 0.137933 loss_giou: 0.382030 loss_class_aux: 3.707585 loss_bbox_aux: 0.880424 loss_giou_aux: 2.412740 loss_class_dn: 0.316342 loss_bbox_dn: 0.126758 loss_giou_dn: 0.361168 loss_class_aux_dn: 1.719824 loss_bbox_aux_dn: 0.765029 loss_giou_aux_dn: 1.981580 loss: 13.786313 eta: 1 day, 18:19:31 batch_cost: 0.5022 data_cost: 0.0013 ips: 7.9648 images/s [04/09 16:59:54] ppdet.engine INFO: Epoch: [44] [1900/7329] learning_rate: 0.000100 loss_class: 0.634136 loss_bbox: 0.150146 loss_giou: 0.402548 loss_class_aux: 4.000396 loss_bbox_aux: 0.997556 loss_giou_aux: 2.492563 loss_class_dn: 0.363514 loss_bbox_dn: 0.150645 loss_giou_dn: 0.424717 loss_class_aux_dn: 1.929367 loss_bbox_aux_dn: 0.918662 loss_giou_aux_dn: 2.310228 loss: 15.531718 eta: 1 day, 18:18:41 batch_cost: 0.5503 data_cost: 0.0013 ips: 7.2684 images/s [04/09 17:01:01] ppdet.engine INFO: Epoch: [44] [2000/7329] learning_rate: 0.000100 loss_class: 0.517023 loss_bbox: 0.126998 loss_giou: 0.361997 loss_class_aux: 3.321885 loss_bbox_aux: 0.838743 loss_giou_aux: 2.325138 loss_class_dn: 0.283102 loss_bbox_dn: 0.129679 loss_giou_dn: 0.321954 loss_class_aux_dn: 1.509271 loss_bbox_aux_dn: 0.767603 loss_giou_aux_dn: 1.802057 loss: 12.116418 eta: 1 day, 18:17:56 batch_cost: 0.6087 data_cost: 0.0015 ips: 6.5709 images/s [04/09 17:02:03] ppdet.engine INFO: Epoch: [44] [2100/7329] learning_rate: 0.000100 loss_class: 0.607768 loss_bbox: 0.147562 loss_giou: 0.360416 loss_class_aux: 3.912727 loss_bbox_aux: 0.986467 loss_giou_aux: 2.241422 loss_class_dn: 0.333421 loss_bbox_dn: 0.162471 loss_giou_dn: 0.342098 loss_class_aux_dn: 1.796702 loss_bbox_aux_dn: 0.962157 loss_giou_aux_dn: 1.855761 loss: 13.936120 eta: 1 day, 18:17:07 batch_cost: 0.5538 data_cost: 0.0014 ips: 7.2229 images/s [04/09 17:02:57] ppdet.engine INFO: Epoch: [44] [2200/7329] learning_rate: 0.000100 loss_class: 0.627696 loss_bbox: 0.144385 loss_giou: 0.468035 loss_class_aux: 4.001081 loss_bbox_aux: 0.964670 loss_giou_aux: 2.950530 loss_class_dn: 0.378168 loss_bbox_dn: 0.138826 loss_giou_dn: 0.453655 loss_class_aux_dn: 2.038358 loss_bbox_aux_dn: 0.829545 loss_giou_aux_dn: 2.533546 loss: 16.065765 eta: 1 day, 18:16:10 batch_cost: 0.4791 data_cost: 0.0013 ips: 8.3497 images/s [04/09 17:03:51] ppdet.engine INFO: Epoch: [44] [2300/7329] learning_rate: 0.000100 loss_class: 0.562901 loss_bbox: 0.127658 loss_giou: 0.378319 loss_class_aux: 3.673068 loss_bbox_aux: 0.833702 loss_giou_aux: 2.376439 loss_class_dn: 0.338781 loss_bbox_dn: 0.141066 loss_giou_dn: 0.361902 loss_class_aux_dn: 1.805129 loss_bbox_aux_dn: 0.835322 loss_giou_aux_dn: 2.020646 loss: 13.604361 eta: 1 day, 18:15:14 batch_cost: 0.4817 data_cost: 0.0013 ips: 8.3042 images/s [04/09 17:04:50] ppdet.engine INFO: Epoch: [44] [2400/7329] learning_rate: 0.000100 loss_class: 0.597070 loss_bbox: 0.134771 loss_giou: 0.421323 loss_class_aux: 3.654284 loss_bbox_aux: 0.891556 loss_giou_aux: 2.626721 loss_class_dn: 0.347305 loss_bbox_dn: 0.152928 loss_giou_dn: 0.403239 loss_class_aux_dn: 1.851282 loss_bbox_aux_dn: 0.877463 loss_giou_aux_dn: 2.259186 loss: 14.664213 eta: 1 day, 18:14:22 batch_cost: 0.5210 data_cost: 0.0013 ips: 7.6781 images/s [04/09 17:05:46] ppdet.engine INFO: Epoch: [44] [2500/7329] learning_rate: 0.000100 loss_class: 0.563295 loss_bbox: 0.140342 loss_giou: 0.407440 loss_class_aux: 3.705635 loss_bbox_aux: 0.893183 loss_giou_aux: 2.585986 loss_class_dn: 0.317798 loss_bbox_dn: 0.136497 loss_giou_dn: 0.361105 loss_class_aux_dn: 1.731987 loss_bbox_aux_dn: 0.833499 loss_giou_aux_dn: 2.039209 loss: 13.979836 eta: 1 day, 18:13:28 batch_cost: 0.5004 data_cost: 0.0014 ips: 7.9933 images/s [04/09 17:06:47] ppdet.engine INFO: Epoch: [44] [2600/7329] learning_rate: 0.000100 loss_class: 0.551821 loss_bbox: 0.138998 loss_giou: 0.359473 loss_class_aux: 3.420322 loss_bbox_aux: 0.920363 loss_giou_aux: 2.287205 loss_class_dn: 0.299257 loss_bbox_dn: 0.152347 loss_giou_dn: 0.333739 loss_class_aux_dn: 1.633508 loss_bbox_aux_dn: 0.931630 loss_giou_aux_dn: 1.901825 loss: 13.174469 eta: 1 day, 18:12:37 batch_cost: 0.5479 data_cost: 0.0013 ips: 7.3006 images/s [04/09 17:07:47] ppdet.engine INFO: Epoch: [44] [2700/7329] learning_rate: 0.000100 loss_class: 0.588887 loss_bbox: 0.129687 loss_giou: 0.410043 loss_class_aux: 3.740595 loss_bbox_aux: 0.889660 loss_giou_aux: 2.690302 loss_class_dn: 0.333591 loss_bbox_dn: 0.149987 loss_giou_dn: 0.383166 loss_class_aux_dn: 1.771674 loss_bbox_aux_dn: 0.908161 loss_giou_aux_dn: 2.123896 loss: 14.492885 eta: 1 day, 18:11:46 batch_cost: 0.5340 data_cost: 0.0014 ips: 7.4900 images/s [04/09 17:08:46] ppdet.engine INFO: Epoch: [44] [2800/7329] learning_rate: 0.000100 loss_class: 0.568385 loss_bbox: 0.126863 loss_giou: 0.402259 loss_class_aux: 3.701045 loss_bbox_aux: 0.831558 loss_giou_aux: 2.615760 loss_class_dn: 0.329776 loss_bbox_dn: 0.126284 loss_giou_dn: 0.372732 loss_class_aux_dn: 1.759263 loss_bbox_aux_dn: 0.787278 loss_giou_aux_dn: 2.062493 loss: 14.298645 eta: 1 day, 18:10:54 batch_cost: 0.5227 data_cost: 0.0014 ips: 7.6521 images/s [04/09 17:09:47] ppdet.engine INFO: Epoch: [44] [2900/7329] learning_rate: 0.000100 loss_class: 0.621121 loss_bbox: 0.148978 loss_giou: 0.385538 loss_class_aux: 3.915805 loss_bbox_aux: 1.006888 loss_giou_aux: 2.496327 loss_class_dn: 0.337384 loss_bbox_dn: 0.165571 loss_giou_dn: 0.385303 loss_class_aux_dn: 1.833312 loss_bbox_aux_dn: 1.022428 loss_giou_aux_dn: 2.184677 loss: 15.278019 eta: 1 day, 18:10:04 batch_cost: 0.5460 data_cost: 0.0014 ips: 7.3260 images/s [04/09 17:10:48] ppdet.engine INFO: Epoch: [44] [3000/7329] learning_rate: 0.000100 loss_class: 0.626676 loss_bbox: 0.139942 loss_giou: 0.379445 loss_class_aux: 3.927697 loss_bbox_aux: 0.951068 loss_giou_aux: 2.376606 loss_class_dn: 0.347376 loss_bbox_dn: 0.135735 loss_giou_dn: 0.365918 loss_class_aux_dn: 1.865446 loss_bbox_aux_dn: 0.817694 loss_giou_aux_dn: 2.052683 loss: 14.829358 eta: 1 day, 18:09:13 batch_cost: 0.5398 data_cost: 0.0014 ips: 7.4102 images/s [04/09 17:11:49] ppdet.engine INFO: Epoch: [44] [3100/7329] learning_rate: 0.000100 loss_class: 0.539889 loss_bbox: 0.148332 loss_giou: 0.333709 loss_class_aux: 3.528751 loss_bbox_aux: 0.971704 loss_giou_aux: 2.076583 loss_class_dn: 0.320152 loss_bbox_dn: 0.154164 loss_giou_dn: 0.315265 loss_class_aux_dn: 1.730725 loss_bbox_aux_dn: 0.898308 loss_giou_aux_dn: 1.764156 loss: 12.954302 eta: 1 day, 18:08:23 batch_cost: 0.5470 data_cost: 0.0013 ips: 7.3127 images/s [04/09 17:12:50] ppdet.engine INFO: Epoch: [44] [3200/7329] learning_rate: 0.000100 loss_class: 0.549010 loss_bbox: 0.139223 loss_giou: 0.366167 loss_class_aux: 3.574051 loss_bbox_aux: 0.930104 loss_giou_aux: 2.396615 loss_class_dn: 0.329464 loss_bbox_dn: 0.144387 loss_giou_dn: 0.370929 loss_class_aux_dn: 1.748158 loss_bbox_aux_dn: 0.849253 loss_giou_aux_dn: 2.051515 loss: 13.671807 eta: 1 day, 18:07:32 batch_cost: 0.5450 data_cost: 0.0015 ips: 7.3389 images/s [04/09 17:13:48] ppdet.engine INFO: Epoch: [44] [3300/7329] learning_rate: 0.000100 loss_class: 0.598533 loss_bbox: 0.131626 loss_giou: 0.353945 loss_class_aux: 3.912981 loss_bbox_aux: 0.927256 loss_giou_aux: 2.364855 loss_class_dn: 0.335229 loss_bbox_dn: 0.154997 loss_giou_dn: 0.367241 loss_class_aux_dn: 1.814474 loss_bbox_aux_dn: 0.931159 loss_giou_aux_dn: 2.050618 loss: 13.848078 eta: 1 day, 18:06:40 batch_cost: 0.5220 data_cost: 0.0013 ips: 7.6632 images/s [04/09 17:14:46] ppdet.engine INFO: Epoch: [44] [3400/7329] learning_rate: 0.000100 loss_class: 0.584849 loss_bbox: 0.149414 loss_giou: 0.374492 loss_class_aux: 3.854150 loss_bbox_aux: 0.959550 loss_giou_aux: 2.315340 loss_class_dn: 0.349667 loss_bbox_dn: 0.160364 loss_giou_dn: 0.370834 loss_class_aux_dn: 1.849659 loss_bbox_aux_dn: 0.952772 loss_giou_aux_dn: 2.059177 loss: 15.376362 eta: 1 day, 18:05:47 batch_cost: 0.5133 data_cost: 0.0014 ips: 7.7929 images/s [04/09 17:15:44] ppdet.engine INFO: Epoch: [44] [3500/7329] learning_rate: 0.000100 loss_class: 0.504517 loss_bbox: 0.125627 loss_giou: 0.319111 loss_class_aux: 3.224392 loss_bbox_aux: 0.815168 loss_giou_aux: 2.015439 loss_class_dn: 0.282956 loss_bbox_dn: 0.115432 loss_giou_dn: 0.297981 loss_class_aux_dn: 1.533586 loss_bbox_aux_dn: 0.709954 loss_giou_aux_dn: 1.638765 loss: 11.927632 eta: 1 day, 18:04:54 batch_cost: 0.5139 data_cost: 0.0013 ips: 7.7834 images/s [04/09 17:16:44] ppdet.engine INFO: Epoch: [44] [3600/7329] learning_rate: 0.000100 loss_class: 0.524206 loss_bbox: 0.126873 loss_giou: 0.340000 loss_class_aux: 3.277170 loss_bbox_aux: 0.826741 loss_giou_aux: 2.129505 loss_class_dn: 0.285622 loss_bbox_dn: 0.131594 loss_giou_dn: 0.323955 loss_class_aux_dn: 1.551037 loss_bbox_aux_dn: 0.777462 loss_giou_aux_dn: 1.799408 loss: 11.690105 eta: 1 day, 18:04:03 batch_cost: 0.5371 data_cost: 0.0013 ips: 7.4480 images/s [04/09 17:17:40] ppdet.engine INFO: Epoch: [44] [3700/7329] learning_rate: 0.000100 loss_class: 0.566660 loss_bbox: 0.149319 loss_giou: 0.394813 loss_class_aux: 3.599023 loss_bbox_aux: 1.010596 loss_giou_aux: 2.498357 loss_class_dn: 0.340254 loss_bbox_dn: 0.161590 loss_giou_dn: 0.369926 loss_class_aux_dn: 1.819103 loss_bbox_aux_dn: 0.925346 loss_giou_aux_dn: 2.101365 loss: 14.307257 eta: 1 day, 18:03:08 batch_cost: 0.4990 data_cost: 0.0014 ips: 8.0164 images/s [04/09 17:18:43] ppdet.engine INFO: Epoch: [44] [3800/7329] learning_rate: 0.000100 loss_class: 0.606962 loss_bbox: 0.135463 loss_giou: 0.443777 loss_class_aux: 3.714687 loss_bbox_aux: 0.885015 loss_giou_aux: 2.786829 loss_class_dn: 0.349015 loss_bbox_dn: 0.147222 loss_giou_dn: 0.413249 loss_class_aux_dn: 1.890720 loss_bbox_aux_dn: 0.846375 loss_giou_aux_dn: 2.260692 loss: 15.169292 eta: 1 day, 18:02:20 batch_cost: 0.5714 data_cost: 0.0013 ips: 7.0003 images/s [04/09 17:19:50] ppdet.engine INFO: Epoch: [44] [3900/7329] learning_rate: 0.000100 loss_class: 0.535432 loss_bbox: 0.141297 loss_giou: 0.412477 loss_class_aux: 3.477590 loss_bbox_aux: 0.891011 loss_giou_aux: 2.655478 loss_class_dn: 0.332462 loss_bbox_dn: 0.133003 loss_giou_dn: 0.384485 loss_class_aux_dn: 1.761280 loss_bbox_aux_dn: 0.779605 loss_giou_aux_dn: 2.101536 loss: 14.528210 eta: 1 day, 18:01:35 batch_cost: 0.6038 data_cost: 0.0014 ips: 6.6242 images/s [04/09 17:20:44] ppdet.engine INFO: Epoch: [44] [4000/7329] learning_rate: 0.000100 loss_class: 0.574297 loss_bbox: 0.135472 loss_giou: 0.408395 loss_class_aux: 3.671716 loss_bbox_aux: 0.922545 loss_giou_aux: 2.670177 loss_class_dn: 0.346613 loss_bbox_dn: 0.131261 loss_giou_dn: 0.389113 loss_class_aux_dn: 1.840499 loss_bbox_aux_dn: 0.808933 loss_giou_aux_dn: 2.204801 loss: 13.981028 eta: 1 day, 18:00:39 batch_cost: 0.4790 data_cost: 0.0013 ips: 8.3515 images/s [04/09 17:21:42] ppdet.engine INFO: Epoch: [44] [4100/7329] learning_rate: 0.000100 loss_class: 0.570572 loss_bbox: 0.131615 loss_giou: 0.371883 loss_class_aux: 3.683364 loss_bbox_aux: 0.840640 loss_giou_aux: 2.316058 loss_class_dn: 0.336145 loss_bbox_dn: 0.145905 loss_giou_dn: 0.356401 loss_class_aux_dn: 1.839228 loss_bbox_aux_dn: 0.859581 loss_giou_aux_dn: 1.958134 loss: 13.768770 eta: 1 day, 17:59:46 batch_cost: 0.5144 data_cost: 0.0015 ips: 7.7758 images/s [04/09 17:22:47] ppdet.engine INFO: Epoch: [44] [4200/7329] learning_rate: 0.000100 loss_class: 0.557378 loss_bbox: 0.127398 loss_giou: 0.389008 loss_class_aux: 3.573434 loss_bbox_aux: 0.877236 loss_giou_aux: 2.498442 loss_class_dn: 0.315075 loss_bbox_dn: 0.150817 loss_giou_dn: 0.362448 loss_class_aux_dn: 1.726893 loss_bbox_aux_dn: 0.916997 loss_giou_aux_dn: 2.025604 loss: 14.702320 eta: 1 day, 17:58:58 batch_cost: 0.5719 data_cost: 0.0017 ips: 6.9946 images/s [04/09 17:23:52] ppdet.engine INFO: Epoch: [44] [4300/7329] learning_rate: 0.000100 loss_class: 0.591915 loss_bbox: 0.142646 loss_giou: 0.410820 loss_class_aux: 3.790838 loss_bbox_aux: 0.879307 loss_giou_aux: 2.570895 loss_class_dn: 0.346244 loss_bbox_dn: 0.148255 loss_giou_dn: 0.373061 loss_class_aux_dn: 1.819131 loss_bbox_aux_dn: 0.919599 loss_giou_aux_dn: 2.094752 loss: 13.987463 eta: 1 day, 17:58:10 batch_cost: 0.5757 data_cost: 0.0017 ips: 6.9484 images/s [04/09 17:24:47] ppdet.engine INFO: Epoch: [44] [4400/7329] learning_rate: 0.000100 loss_class: 0.619784 loss_bbox: 0.150383 loss_giou: 0.335182 loss_class_aux: 3.876781 loss_bbox_aux: 0.953364 loss_giou_aux: 2.142150 loss_class_dn: 0.321180 loss_bbox_dn: 0.168690 loss_giou_dn: 0.350028 loss_class_aux_dn: 1.729519 loss_bbox_aux_dn: 1.034603 loss_giou_aux_dn: 1.918938 loss: 14.552035 eta: 1 day, 17:57:15 batch_cost: 0.4933 data_cost: 0.0013 ips: 8.1094 images/s [04/09 17:25:51] ppdet.engine INFO: Epoch: [44] [4500/7329] learning_rate: 0.000100 loss_class: 0.557273 loss_bbox: 0.136439 loss_giou: 0.358035 loss_class_aux: 3.455917 loss_bbox_aux: 0.880685 loss_giou_aux: 2.315681 loss_class_dn: 0.301681 loss_bbox_dn: 0.137998 loss_giou_dn: 0.340135 loss_class_aux_dn: 1.675676 loss_bbox_aux_dn: 0.843872 loss_giou_aux_dn: 1.893458 loss: 13.190565 eta: 1 day, 17:56:28 batch_cost: 0.5787 data_cost: 0.0013 ips: 6.9123 images/s [04/09 17:26:49] ppdet.engine INFO: Epoch: [44] [4600/7329] learning_rate: 0.000100 loss_class: 0.568741 loss_bbox: 0.123444 loss_giou: 0.365341 loss_class_aux: 3.431902 loss_bbox_aux: 0.786676 loss_giou_aux: 2.210554 loss_class_dn: 0.311897 loss_bbox_dn: 0.125595 loss_giou_dn: 0.340486 loss_class_aux_dn: 1.656540 loss_bbox_aux_dn: 0.748750 loss_giou_aux_dn: 1.939794 loss: 13.590412 eta: 1 day, 17:55:34 batch_cost: 0.5078 data_cost: 0.0014 ips: 7.8775 images/s [04/09 17:27:44] ppdet.engine INFO: Epoch: [44] [4700/7329] learning_rate: 0.000100 loss_class: 0.562440 loss_bbox: 0.140490 loss_giou: 0.377373 loss_class_aux: 3.591464 loss_bbox_aux: 0.874470 loss_giou_aux: 2.360223 loss_class_dn: 0.324743 loss_bbox_dn: 0.140572 loss_giou_dn: 0.355487 loss_class_aux_dn: 1.754215 loss_bbox_aux_dn: 0.791242 loss_giou_aux_dn: 2.044213 loss: 13.958992 eta: 1 day, 17:54:39 batch_cost: 0.4897 data_cost: 0.0013 ips: 8.1674 images/s [04/09 17:28:50] ppdet.engine INFO: Epoch: [44] [4800/7329] learning_rate: 0.000100 loss_class: 0.614766 loss_bbox: 0.136891 loss_giou: 0.407964 loss_class_aux: 3.808145 loss_bbox_aux: 0.897299 loss_giou_aux: 2.614423 loss_class_dn: 0.347516 loss_bbox_dn: 0.146603 loss_giou_dn: 0.400882 loss_class_aux_dn: 1.849107 loss_bbox_aux_dn: 0.813978 loss_giou_aux_dn: 2.228049 loss: 14.546072 eta: 1 day, 17:53:53 batch_cost: 0.5931 data_cost: 0.0015 ips: 6.7445 images/s [04/09 17:29:46] ppdet.engine INFO: Epoch: [44] [4900/7329] learning_rate: 0.000100 loss_class: 0.563558 loss_bbox: 0.134117 loss_giou: 0.387591 loss_class_aux: 3.495395 loss_bbox_aux: 0.904588 loss_giou_aux: 2.573914 loss_class_dn: 0.322444 loss_bbox_dn: 0.143920 loss_giou_dn: 0.363253 loss_class_aux_dn: 1.697005 loss_bbox_aux_dn: 0.863994 loss_giou_aux_dn: 1.992050 loss: 13.603090 eta: 1 day, 17:52:58 batch_cost: 0.4974 data_cost: 0.0014 ips: 8.0413 images/s [04/09 17:30:44] ppdet.engine INFO: Epoch: [44] [5000/7329] learning_rate: 0.000100 loss_class: 0.556635 loss_bbox: 0.134783 loss_giou: 0.321734 loss_class_aux: 3.549370 loss_bbox_aux: 0.870112 loss_giou_aux: 2.138128 loss_class_dn: 0.301450 loss_bbox_dn: 0.147392 loss_giou_dn: 0.335849 loss_class_aux_dn: 1.618102 loss_bbox_aux_dn: 0.861672 loss_giou_aux_dn: 1.876624 loss: 13.071768 eta: 1 day, 17:52:05 batch_cost: 0.5166 data_cost: 0.0013 ips: 7.7434 images/s [04/09 17:31:39] ppdet.engine INFO: Epoch: [44] [5100/7329] learning_rate: 0.000100 loss_class: 0.557120 loss_bbox: 0.134271 loss_giou: 0.293806 loss_class_aux: 3.749064 loss_bbox_aux: 0.875982 loss_giou_aux: 1.845676 loss_class_dn: 0.276132 loss_bbox_dn: 0.146096 loss_giou_dn: 0.287424 loss_class_aux_dn: 1.490941 loss_bbox_aux_dn: 0.935953 loss_giou_aux_dn: 1.639809 loss: 12.636620 eta: 1 day, 17:51:10 batch_cost: 0.4863 data_cost: 0.0014 ips: 8.2250 images/s [04/09 17:32:35] ppdet.engine INFO: Epoch: [44] [5200/7329] learning_rate: 0.000100 loss_class: 0.553137 loss_bbox: 0.131814 loss_giou: 0.366999 loss_class_aux: 3.421028 loss_bbox_aux: 0.877456 loss_giou_aux: 2.322357 loss_class_dn: 0.317847 loss_bbox_dn: 0.146842 loss_giou_dn: 0.325414 loss_class_aux_dn: 1.731021 loss_bbox_aux_dn: 0.862101 loss_giou_aux_dn: 1.832279 loss: 14.016375 eta: 1 day, 17:50:16 batch_cost: 0.5022 data_cost: 0.0014 ips: 7.9647 images/s [04/09 17:33:34] ppdet.engine INFO: Epoch: [44] [5300/7329] learning_rate: 0.000100 loss_class: 0.679632 loss_bbox: 0.148634 loss_giou: 0.505048 loss_class_aux: 4.322686 loss_bbox_aux: 0.977678 loss_giou_aux: 3.254984 loss_class_dn: 0.367164 loss_bbox_dn: 0.141761 loss_giou_dn: 0.484188 loss_class_aux_dn: 2.007594 loss_bbox_aux_dn: 0.837305 loss_giou_aux_dn: 2.733145 loss: 16.928579 eta: 1 day, 17:49:23 batch_cost: 0.5184 data_cost: 0.0016 ips: 7.7165 images/s [04/09 17:34:31] ppdet.engine INFO: Epoch: [44] [5400/7329] learning_rate: 0.000100 loss_class: 0.553310 loss_bbox: 0.126208 loss_giou: 0.361391 loss_class_aux: 3.532753 loss_bbox_aux: 0.849628 loss_giou_aux: 2.299721 loss_class_dn: 0.311919 loss_bbox_dn: 0.138957 loss_giou_dn: 0.320634 loss_class_aux_dn: 1.691723 loss_bbox_aux_dn: 0.824496 loss_giou_aux_dn: 1.794638 loss: 12.880434 eta: 1 day, 17:48:30 batch_cost: 0.5117 data_cost: 0.0013 ips: 7.8176 images/s [04/09 17:35:29] ppdet.engine INFO: Epoch: [44] [5500/7329] learning_rate: 0.000100 loss_class: 0.522354 loss_bbox: 0.111995 loss_giou: 0.324604 loss_class_aux: 3.359671 loss_bbox_aux: 0.742694 loss_giou_aux: 2.110077 loss_class_dn: 0.303740 loss_bbox_dn: 0.120354 loss_giou_dn: 0.301353 loss_class_aux_dn: 1.666828 loss_bbox_aux_dn: 0.726079 loss_giou_aux_dn: 1.700500 loss: 12.652588 eta: 1 day, 17:47:37 batch_cost: 0.5178 data_cost: 0.0013 ips: 7.7247 images/s [04/09 17:36:29] ppdet.engine INFO: Epoch: [44] [5600/7329] learning_rate: 0.000100 loss_class: 0.614633 loss_bbox: 0.140989 loss_giou: 0.456872 loss_class_aux: 3.969049 loss_bbox_aux: 0.944327 loss_giou_aux: 2.855601 loss_class_dn: 0.363251 loss_bbox_dn: 0.154501 loss_giou_dn: 0.419092 loss_class_aux_dn: 1.974696 loss_bbox_aux_dn: 0.882710 loss_giou_aux_dn: 2.318293 loss: 15.403176 eta: 1 day, 17:46:46 batch_cost: 0.5414 data_cost: 0.0014 ips: 7.3886 images/s [04/09 17:37:28] ppdet.engine INFO: Epoch: [44] [5700/7329] learning_rate: 0.000100 loss_class: 0.599358 loss_bbox: 0.153010 loss_giou: 0.396194 loss_class_aux: 3.884059 loss_bbox_aux: 0.958961 loss_giou_aux: 2.474891 loss_class_dn: 0.325110 loss_bbox_dn: 0.170525 loss_giou_dn: 0.410960 loss_class_aux_dn: 1.742043 loss_bbox_aux_dn: 0.944795 loss_giou_aux_dn: 2.210600 loss: 14.491527 eta: 1 day, 17:45:54 batch_cost: 0.5262 data_cost: 0.0014 ips: 7.6013 images/s [04/09 17:38:25] ppdet.engine INFO: Epoch: [44] [5800/7329] learning_rate: 0.000100 loss_class: 0.567420 loss_bbox: 0.136725 loss_giou: 0.408112 loss_class_aux: 3.586036 loss_bbox_aux: 0.899006 loss_giou_aux: 2.489449 loss_class_dn: 0.330002 loss_bbox_dn: 0.138409 loss_giou_dn: 0.356171 loss_class_aux_dn: 1.787120 loss_bbox_aux_dn: 0.866767 loss_giou_aux_dn: 1.992700 loss: 13.564213 eta: 1 day, 17:45:00 batch_cost: 0.5015 data_cost: 0.0013 ips: 7.9755 images/s [04/09 17:39:20] ppdet.engine INFO: Epoch: [44] [5900/7329] learning_rate: 0.000100 loss_class: 0.533379 loss_bbox: 0.150666 loss_giou: 0.373485 loss_class_aux: 3.386224 loss_bbox_aux: 0.945358 loss_giou_aux: 2.414566 loss_class_dn: 0.312296 loss_bbox_dn: 0.153175 loss_giou_dn: 0.351177 loss_class_aux_dn: 1.636423 loss_bbox_aux_dn: 0.908092 loss_giou_aux_dn: 2.011630 loss: 13.983490 eta: 1 day, 17:44:05 batch_cost: 0.4940 data_cost: 0.0014 ips: 8.0965 images/s [04/09 17:40:18] ppdet.engine INFO: Epoch: [44] [6000/7329] learning_rate: 0.000100 loss_class: 0.643681 loss_bbox: 0.159840 loss_giou: 0.451397 loss_class_aux: 4.131276 loss_bbox_aux: 1.023418 loss_giou_aux: 2.907605 loss_class_dn: 0.370722 loss_bbox_dn: 0.170270 loss_giou_dn: 0.448467 loss_class_aux_dn: 2.002081 loss_bbox_aux_dn: 0.964184 loss_giou_aux_dn: 2.497485 loss: 16.420567 eta: 1 day, 17:43:12 batch_cost: 0.5158 data_cost: 0.0013 ips: 7.7553 images/s [04/09 17:41:19] ppdet.engine INFO: Epoch: [44] [6100/7329] learning_rate: 0.000100 loss_class: 0.550578 loss_bbox: 0.143266 loss_giou: 0.399848 loss_class_aux: 3.478052 loss_bbox_aux: 0.919747 loss_giou_aux: 2.547918 loss_class_dn: 0.310483 loss_bbox_dn: 0.137569 loss_giou_dn: 0.349992 loss_class_aux_dn: 1.644847 loss_bbox_aux_dn: 0.838189 loss_giou_aux_dn: 1.935637 loss: 13.692558 eta: 1 day, 17:42:21 batch_cost: 0.5339 data_cost: 0.0016 ips: 7.4927 images/s [04/09 17:42:12] ppdet.engine INFO: Epoch: [44] [6200/7329] learning_rate: 0.000100 loss_class: 0.605227 loss_bbox: 0.132172 loss_giou: 0.423090 loss_class_aux: 3.693747 loss_bbox_aux: 0.845342 loss_giou_aux: 2.664026 loss_class_dn: 0.341496 loss_bbox_dn: 0.133957 loss_giou_dn: 0.386613 loss_class_aux_dn: 1.869058 loss_bbox_aux_dn: 0.797674 loss_giou_aux_dn: 2.113802 loss: 14.460733 eta: 1 day, 17:41:24 batch_cost: 0.4773 data_cost: 0.0016 ips: 8.3800 images/s [04/09 17:43:08] ppdet.engine INFO: Epoch: [44] [6300/7329] learning_rate: 0.000100 loss_class: 0.556347 loss_bbox: 0.122184 loss_giou: 0.390352 loss_class_aux: 3.665925 loss_bbox_aux: 0.841073 loss_giou_aux: 2.477414 loss_class_dn: 0.330507 loss_bbox_dn: 0.142768 loss_giou_dn: 0.354081 loss_class_aux_dn: 1.729462 loss_bbox_aux_dn: 0.852961 loss_giou_aux_dn: 1.940243 loss: 13.027701 eta: 1 day, 17:40:30 batch_cost: 0.4944 data_cost: 0.0013 ips: 8.0906 images/s [04/09 17:44:11] ppdet.engine INFO: Epoch: [44] [6400/7329] learning_rate: 0.000100 loss_class: 0.503102 loss_bbox: 0.128558 loss_giou: 0.346388 loss_class_aux: 3.212955 loss_bbox_aux: 0.828345 loss_giou_aux: 2.181737 loss_class_dn: 0.298651 loss_bbox_dn: 0.132488 loss_giou_dn: 0.346515 loss_class_aux_dn: 1.651349 loss_bbox_aux_dn: 0.826107 loss_giou_aux_dn: 1.948678 loss: 12.903355 eta: 1 day, 17:39:40 batch_cost: 0.5564 data_cost: 0.0017 ips: 7.1897 images/s [04/09 17:45:10] ppdet.engine INFO: Epoch: [44] [6500/7329] learning_rate: 0.000100 loss_class: 0.587648 loss_bbox: 0.150165 loss_giou: 0.398466 loss_class_aux: 3.698414 loss_bbox_aux: 1.027446 loss_giou_aux: 2.568028 loss_class_dn: 0.330638 loss_bbox_dn: 0.175084 loss_giou_dn: 0.385990 loss_class_aux_dn: 1.800514 loss_bbox_aux_dn: 1.041537 loss_giou_aux_dn: 2.102602 loss: 14.296186 eta: 1 day, 17:38:48 batch_cost: 0.5279 data_cost: 0.0016 ips: 7.5777 images/s [04/09 17:46:11] ppdet.engine INFO: Epoch: [44] [6600/7329] learning_rate: 0.000100 loss_class: 0.663355 loss_bbox: 0.154675 loss_giou: 0.447782 loss_class_aux: 4.050661 loss_bbox_aux: 1.036412 loss_giou_aux: 2.712559 loss_class_dn: 0.359592 loss_bbox_dn: 0.168426 loss_giou_dn: 0.442101 loss_class_aux_dn: 1.969038 loss_bbox_aux_dn: 0.984171 loss_giou_aux_dn: 2.418815 loss: 15.973680 eta: 1 day, 17:37:58 batch_cost: 0.5393 data_cost: 0.0017 ips: 7.4168 images/s [04/09 17:47:06] ppdet.engine INFO: Epoch: [44] [6700/7329] learning_rate: 0.000100 loss_class: 0.554555 loss_bbox: 0.137334 loss_giou: 0.345733 loss_class_aux: 3.583040 loss_bbox_aux: 0.927929 loss_giou_aux: 2.309881 loss_class_dn: 0.343076 loss_bbox_dn: 0.136031 loss_giou_dn: 0.351324 loss_class_aux_dn: 1.821208 loss_bbox_aux_dn: 0.825113 loss_giou_aux_dn: 1.969004 loss: 14.187472 eta: 1 day, 17:37:02 batch_cost: 0.4817 data_cost: 0.0013 ips: 8.3036 images/s [04/09 17:48:03] ppdet.engine INFO: Epoch: [44] [6800/7329] learning_rate: 0.000100 loss_class: 0.560543 loss_bbox: 0.125998 loss_giou: 0.409479 loss_class_aux: 3.497828 loss_bbox_aux: 0.804719 loss_giou_aux: 2.583883 loss_class_dn: 0.324095 loss_bbox_dn: 0.132385 loss_giou_dn: 0.400413 loss_class_aux_dn: 1.746570 loss_bbox_aux_dn: 0.771820 loss_giou_aux_dn: 2.149457 loss: 13.914609 eta: 1 day, 17:36:08 batch_cost: 0.5115 data_cost: 0.0013 ips: 7.8195 images/s [04/09 17:48:58] ppdet.engine INFO: Epoch: [44] [6900/7329] learning_rate: 0.000100 loss_class: 0.586543 loss_bbox: 0.143808 loss_giou: 0.396256 loss_class_aux: 3.710654 loss_bbox_aux: 0.915731 loss_giou_aux: 2.631281 loss_class_dn: 0.358032 loss_bbox_dn: 0.148919 loss_giou_dn: 0.375594 loss_class_aux_dn: 1.968248 loss_bbox_aux_dn: 0.882964 loss_giou_aux_dn: 2.121451 loss: 15.561863 eta: 1 day, 17:35:13 batch_cost: 0.4903 data_cost: 0.0013 ips: 8.1587 images/s [04/09 17:49:59] ppdet.engine INFO: Epoch: [44] [7000/7329] learning_rate: 0.000100 loss_class: 0.530392 loss_bbox: 0.136319 loss_giou: 0.286987 loss_class_aux: 3.436653 loss_bbox_aux: 0.909112 loss_giou_aux: 1.953471 loss_class_dn: 0.289966 loss_bbox_dn: 0.151849 loss_giou_dn: 0.290712 loss_class_aux_dn: 1.548465 loss_bbox_aux_dn: 0.904843 loss_giou_aux_dn: 1.617177 loss: 12.461470 eta: 1 day, 17:34:23 batch_cost: 0.5436 data_cost: 0.0013 ips: 7.3580 images/s [04/09 17:50:58] ppdet.engine INFO: Epoch: [44] [7100/7329] learning_rate: 0.000100 loss_class: 0.556996 loss_bbox: 0.137101 loss_giou: 0.358306 loss_class_aux: 3.450868 loss_bbox_aux: 0.901827 loss_giou_aux: 2.248704 loss_class_dn: 0.318151 loss_bbox_dn: 0.135012 loss_giou_dn: 0.321945 loss_class_aux_dn: 1.711261 loss_bbox_aux_dn: 0.805032 loss_giou_aux_dn: 1.827617 loss: 14.005199 eta: 1 day, 17:33:31 batch_cost: 0.5348 data_cost: 0.0015 ips: 7.4792 images/s [04/09 17:52:12] ppdet.engine INFO: Epoch: [44] [7200/7329] learning_rate: 0.000100 loss_class: 0.577162 loss_bbox: 0.127590 loss_giou: 0.384749 loss_class_aux: 3.527115 loss_bbox_aux: 0.807421 loss_giou_aux: 2.507023 loss_class_dn: 0.321549 loss_bbox_dn: 0.131221 loss_giou_dn: 0.393704 loss_class_aux_dn: 1.731379 loss_bbox_aux_dn: 0.806519 loss_giou_aux_dn: 2.253801 loss: 14.488005 eta: 1 day, 17:32:49 batch_cost: 0.6358 data_cost: 0.0023 ips: 6.2911 images/s [04/09 17:53:25] ppdet.engine INFO: Epoch: [44] [7300/7329] learning_rate: 0.000100 loss_class: 0.530077 loss_bbox: 0.119361 loss_giou: 0.313528 loss_class_aux: 3.339193 loss_bbox_aux: 0.824560 loss_giou_aux: 2.048749 loss_class_dn: 0.286270 loss_bbox_dn: 0.135964 loss_giou_dn: 0.295317 loss_class_aux_dn: 1.526050 loss_bbox_aux_dn: 0.867955 loss_giou_aux_dn: 1.670759 loss: 12.041885 eta: 1 day, 17:32:06 batch_cost: 0.6313 data_cost: 0.0016 ips: 6.3357 images/s [04/09 17:53:46] ppdet.engine INFO: Eval iter: 0 [04/09 17:54:13] ppdet.engine INFO: Eval iter: 100 [04/09 17:54:39] ppdet.engine INFO: Eval iter: 200 [04/09 17:55:05] ppdet.engine INFO: Eval iter: 300 [04/09 17:55:32] ppdet.engine INFO: Eval iter: 400 [04/09 17:55:59] ppdet.engine INFO: Eval iter: 500 [04/09 17:56:27] ppdet.engine INFO: Eval iter: 600 [04/09 17:56:56] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.85s) creating index... index created! [04/09 17:56:57] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=20.32s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.65s). Accumulating evaluation results... DONE (t=30.82s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.565 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.335 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 [04/09 17:59:43] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.67720581970477 [04/09 17:59:43] ppdet.engine INFO: Best test bbox ap is 0.524. [04/09 17:59:46] ppdet.engine INFO: Epoch: [45] [ 0/7329] learning_rate: 0.000100 loss_class: 0.517343 loss_bbox: 0.106534 loss_giou: 0.313528 loss_class_aux: 3.235190 loss_bbox_aux: 0.759446 loss_giou_aux: 2.048749 loss_class_dn: 0.275925 loss_bbox_dn: 0.123210 loss_giou_dn: 0.298657 loss_class_aux_dn: 1.457616 loss_bbox_aux_dn: 0.752074 loss_giou_aux_dn: 1.696175 loss: 11.862785 eta: 1 day, 17:31:51 batch_cost: 0.5847 data_cost: 0.0015 ips: 6.8409 images/s [04/09 18:00:42] ppdet.engine INFO: Epoch: [45] [ 100/7329] learning_rate: 0.000100 loss_class: 0.552127 loss_bbox: 0.138877 loss_giou: 0.407529 loss_class_aux: 3.587992 loss_bbox_aux: 0.906685 loss_giou_aux: 2.702282 loss_class_dn: 0.329979 loss_bbox_dn: 0.130398 loss_giou_dn: 0.368223 loss_class_aux_dn: 1.738268 loss_bbox_aux_dn: 0.787993 loss_giou_aux_dn: 2.008618 loss: 13.888348 eta: 1 day, 17:30:56 batch_cost: 0.4976 data_cost: 0.0014 ips: 8.0386 images/s [04/09 18:01:40] ppdet.engine INFO: Epoch: [45] [ 200/7329] learning_rate: 0.000100 loss_class: 0.520466 loss_bbox: 0.149394 loss_giou: 0.368181 loss_class_aux: 3.441041 loss_bbox_aux: 0.957843 loss_giou_aux: 2.335203 loss_class_dn: 0.303189 loss_bbox_dn: 0.156393 loss_giou_dn: 0.346350 loss_class_aux_dn: 1.652810 loss_bbox_aux_dn: 0.908948 loss_giou_aux_dn: 1.926535 loss: 13.164883 eta: 1 day, 17:30:03 batch_cost: 0.5137 data_cost: 0.0013 ips: 7.7865 images/s [04/09 18:02:37] ppdet.engine INFO: Epoch: [45] [ 300/7329] learning_rate: 0.000100 loss_class: 0.506143 loss_bbox: 0.119643 loss_giou: 0.363506 loss_class_aux: 3.255526 loss_bbox_aux: 0.825940 loss_giou_aux: 2.249179 loss_class_dn: 0.287646 loss_bbox_dn: 0.134026 loss_giou_dn: 0.313748 loss_class_aux_dn: 1.549428 loss_bbox_aux_dn: 0.790652 loss_giou_aux_dn: 1.753302 loss: 12.337031 eta: 1 day, 17:29:10 batch_cost: 0.5161 data_cost: 0.0014 ips: 7.7511 images/s [04/09 18:03:32] ppdet.engine INFO: Epoch: [45] [ 400/7329] learning_rate: 0.000100 loss_class: 0.546664 loss_bbox: 0.127632 loss_giou: 0.333971 loss_class_aux: 3.286603 loss_bbox_aux: 0.872552 loss_giou_aux: 2.095265 loss_class_dn: 0.295822 loss_bbox_dn: 0.120501 loss_giou_dn: 0.336222 loss_class_aux_dn: 1.597674 loss_bbox_aux_dn: 0.739491 loss_giou_aux_dn: 1.888361 loss: 13.180401 eta: 1 day, 17:28:15 batch_cost: 0.4870 data_cost: 0.0015 ips: 8.2127 images/s [04/09 18:04:33] ppdet.engine INFO: Epoch: [45] [ 500/7329] learning_rate: 0.000100 loss_class: 0.630835 loss_bbox: 0.153740 loss_giou: 0.404272 loss_class_aux: 4.114699 loss_bbox_aux: 0.977548 loss_giou_aux: 2.585001 loss_class_dn: 0.369202 loss_bbox_dn: 0.143432 loss_giou_dn: 0.394572 loss_class_aux_dn: 1.983251 loss_bbox_aux_dn: 0.895662 loss_giou_aux_dn: 2.181283 loss: 15.006046 eta: 1 day, 17:27:24 batch_cost: 0.5388 data_cost: 0.0014 ips: 7.4246 images/s [04/09 18:05:32] ppdet.engine INFO: Epoch: [45] [ 600/7329] learning_rate: 0.000100 loss_class: 0.526703 loss_bbox: 0.153951 loss_giou: 0.451920 loss_class_aux: 3.498365 loss_bbox_aux: 0.962228 loss_giou_aux: 2.889683 loss_class_dn: 0.344912 loss_bbox_dn: 0.155063 loss_giou_dn: 0.399003 loss_class_aux_dn: 1.817342 loss_bbox_aux_dn: 0.905694 loss_giou_aux_dn: 2.263086 loss: 15.405170 eta: 1 day, 17:26:31 batch_cost: 0.5224 data_cost: 0.0014 ips: 7.6576 images/s [04/09 18:06:29] ppdet.engine INFO: Epoch: [45] [ 700/7329] learning_rate: 0.000100 loss_class: 0.555344 loss_bbox: 0.144122 loss_giou: 0.385184 loss_class_aux: 3.616630 loss_bbox_aux: 0.910735 loss_giou_aux: 2.494171 loss_class_dn: 0.324555 loss_bbox_dn: 0.152556 loss_giou_dn: 0.384596 loss_class_aux_dn: 1.766845 loss_bbox_aux_dn: 0.941822 loss_giou_aux_dn: 2.141188 loss: 14.154968 eta: 1 day, 17:25:38 batch_cost: 0.5065 data_cost: 0.0013 ips: 7.8971 images/s [04/09 18:07:27] ppdet.engine INFO: Epoch: [45] [ 800/7329] learning_rate: 0.000100 loss_class: 0.598048 loss_bbox: 0.138193 loss_giou: 0.364132 loss_class_aux: 3.650673 loss_bbox_aux: 0.936294 loss_giou_aux: 2.252537 loss_class_dn: 0.314261 loss_bbox_dn: 0.142073 loss_giou_dn: 0.354443 loss_class_aux_dn: 1.662343 loss_bbox_aux_dn: 0.880641 loss_giou_aux_dn: 1.965631 loss: 13.655762 eta: 1 day, 17:24:45 batch_cost: 0.5202 data_cost: 0.0013 ips: 7.6893 images/s [04/09 18:08:30] ppdet.engine INFO: Epoch: [45] [ 900/7329] learning_rate: 0.000100 loss_class: 0.570311 loss_bbox: 0.148641 loss_giou: 0.337704 loss_class_aux: 3.650441 loss_bbox_aux: 0.960305 loss_giou_aux: 2.148434 loss_class_dn: 0.309493 loss_bbox_dn: 0.163264 loss_giou_dn: 0.320742 loss_class_aux_dn: 1.734435 loss_bbox_aux_dn: 0.953003 loss_giou_aux_dn: 1.819559 loss: 13.828434 eta: 1 day, 17:23:57 batch_cost: 0.5684 data_cost: 0.0014 ips: 7.0374 images/s [04/09 18:09:30] ppdet.engine INFO: Epoch: [45] [1000/7329] learning_rate: 0.000100 loss_class: 0.566419 loss_bbox: 0.141985 loss_giou: 0.349811 loss_class_aux: 3.450917 loss_bbox_aux: 0.880639 loss_giou_aux: 2.221202 loss_class_dn: 0.319194 loss_bbox_dn: 0.134032 loss_giou_dn: 0.351517 loss_class_aux_dn: 1.671648 loss_bbox_aux_dn: 0.783877 loss_giou_aux_dn: 1.962330 loss: 14.022423 eta: 1 day, 17:23:05 batch_cost: 0.5313 data_cost: 0.0013 ips: 7.5289 images/s [04/09 18:10:24] ppdet.engine INFO: Epoch: [45] [1100/7329] learning_rate: 0.000100 loss_class: 0.553131 loss_bbox: 0.144435 loss_giou: 0.407484 loss_class_aux: 3.560678 loss_bbox_aux: 0.942685 loss_giou_aux: 2.518096 loss_class_dn: 0.333635 loss_bbox_dn: 0.142818 loss_giou_dn: 0.364539 loss_class_aux_dn: 1.758930 loss_bbox_aux_dn: 0.849913 loss_giou_aux_dn: 2.055562 loss: 13.869678 eta: 1 day, 17:22:09 batch_cost: 0.4808 data_cost: 0.0013 ips: 8.3188 images/s [04/09 18:11:20] ppdet.engine INFO: Epoch: [45] [1200/7329] learning_rate: 0.000100 loss_class: 0.538768 loss_bbox: 0.131295 loss_giou: 0.368129 loss_class_aux: 3.488637 loss_bbox_aux: 0.895115 loss_giou_aux: 2.396182 loss_class_dn: 0.333563 loss_bbox_dn: 0.133093 loss_giou_dn: 0.367146 loss_class_aux_dn: 1.780794 loss_bbox_aux_dn: 0.833233 loss_giou_aux_dn: 2.036380 loss: 14.311663 eta: 1 day, 17:21:15 batch_cost: 0.5015 data_cost: 0.0014 ips: 7.9756 images/s [04/09 18:12:18] ppdet.engine INFO: Epoch: [45] [1300/7329] learning_rate: 0.000100 loss_class: 0.553797 loss_bbox: 0.132124 loss_giou: 0.367393 loss_class_aux: 3.602938 loss_bbox_aux: 0.910950 loss_giou_aux: 2.339312 loss_class_dn: 0.308935 loss_bbox_dn: 0.133883 loss_giou_dn: 0.344616 loss_class_aux_dn: 1.648718 loss_bbox_aux_dn: 0.905240 loss_giou_aux_dn: 1.942471 loss: 13.771400 eta: 1 day, 17:20:22 batch_cost: 0.5111 data_cost: 0.0016 ips: 7.8258 images/s [04/09 18:13:18] ppdet.engine INFO: Epoch: [45] [1400/7329] learning_rate: 0.000100 loss_class: 0.566567 loss_bbox: 0.140763 loss_giou: 0.369320 loss_class_aux: 3.667101 loss_bbox_aux: 0.951288 loss_giou_aux: 2.322468 loss_class_dn: 0.308666 loss_bbox_dn: 0.140022 loss_giou_dn: 0.310244 loss_class_aux_dn: 1.694123 loss_bbox_aux_dn: 0.810611 loss_giou_aux_dn: 1.753673 loss: 13.541488 eta: 1 day, 17:19:31 batch_cost: 0.5397 data_cost: 0.0013 ips: 7.4111 images/s [04/09 18:14:15] ppdet.engine INFO: Epoch: [45] [1500/7329] learning_rate: 0.000100 loss_class: 0.533575 loss_bbox: 0.131036 loss_giou: 0.348141 loss_class_aux: 3.325241 loss_bbox_aux: 0.862365 loss_giou_aux: 2.211303 loss_class_dn: 0.313645 loss_bbox_dn: 0.140450 loss_giou_dn: 0.341161 loss_class_aux_dn: 1.699898 loss_bbox_aux_dn: 0.855156 loss_giou_aux_dn: 1.947962 loss: 12.772802 eta: 1 day, 17:18:37 batch_cost: 0.5107 data_cost: 0.0014 ips: 7.8324 images/s [04/09 18:15:11] ppdet.engine INFO: Epoch: [45] [1600/7329] learning_rate: 0.000100 loss_class: 0.575693 loss_bbox: 0.140217 loss_giou: 0.421902 loss_class_aux: 3.622146 loss_bbox_aux: 0.949577 loss_giou_aux: 2.585138 loss_class_dn: 0.360605 loss_bbox_dn: 0.142820 loss_giou_dn: 0.361616 loss_class_aux_dn: 1.928315 loss_bbox_aux_dn: 0.842937 loss_giou_aux_dn: 2.040009 loss: 14.961136 eta: 1 day, 17:17:42 batch_cost: 0.4908 data_cost: 0.0014 ips: 8.1503 images/s [04/09 18:16:13] ppdet.engine INFO: Epoch: [45] [1700/7329] learning_rate: 0.000100 loss_class: 0.588944 loss_bbox: 0.133238 loss_giou: 0.353167 loss_class_aux: 3.597628 loss_bbox_aux: 0.932475 loss_giou_aux: 2.203104 loss_class_dn: 0.334654 loss_bbox_dn: 0.143301 loss_giou_dn: 0.327330 loss_class_aux_dn: 1.819704 loss_bbox_aux_dn: 0.873371 loss_giou_aux_dn: 1.885799 loss: 14.010752 eta: 1 day, 17:16:53 batch_cost: 0.5535 data_cost: 0.0015 ips: 7.2263 images/s [04/09 18:17:11] ppdet.engine INFO: Epoch: [45] [1800/7329] learning_rate: 0.000100 loss_class: 0.541004 loss_bbox: 0.131641 loss_giou: 0.335119 loss_class_aux: 3.429048 loss_bbox_aux: 0.846859 loss_giou_aux: 2.122056 loss_class_dn: 0.318668 loss_bbox_dn: 0.137942 loss_giou_dn: 0.332760 loss_class_aux_dn: 1.743089 loss_bbox_aux_dn: 0.799186 loss_giou_aux_dn: 1.884679 loss: 13.393679 eta: 1 day, 17:16:00 batch_cost: 0.5206 data_cost: 0.0014 ips: 7.6829 images/s [04/09 18:18:20] ppdet.engine INFO: Epoch: [45] [1900/7329] learning_rate: 0.000100 loss_class: 0.607700 loss_bbox: 0.134108 loss_giou: 0.446091 loss_class_aux: 3.803757 loss_bbox_aux: 0.838724 loss_giou_aux: 2.792265 loss_class_dn: 0.350186 loss_bbox_dn: 0.128372 loss_giou_dn: 0.426894 loss_class_aux_dn: 1.903009 loss_bbox_aux_dn: 0.792414 loss_giou_aux_dn: 2.394121 loss: 15.132397 eta: 1 day, 17:15:17 batch_cost: 0.6273 data_cost: 0.0013 ips: 6.3770 images/s [04/09 18:19:14] ppdet.engine INFO: Epoch: [45] [2000/7329] learning_rate: 0.000100 loss_class: 0.570057 loss_bbox: 0.141336 loss_giou: 0.429464 loss_class_aux: 3.613845 loss_bbox_aux: 0.880691 loss_giou_aux: 2.705332 loss_class_dn: 0.337423 loss_bbox_dn: 0.132893 loss_giou_dn: 0.381549 loss_class_aux_dn: 1.826955 loss_bbox_aux_dn: 0.783587 loss_giou_aux_dn: 2.140225 loss: 13.919514 eta: 1 day, 17:14:21 batch_cost: 0.4834 data_cost: 0.0014 ips: 8.2754 images/s [04/09 18:20:19] ppdet.engine INFO: Epoch: [45] [2100/7329] learning_rate: 0.000100 loss_class: 0.602738 loss_bbox: 0.164283 loss_giou: 0.417009 loss_class_aux: 3.825351 loss_bbox_aux: 1.072353 loss_giou_aux: 2.532859 loss_class_dn: 0.347653 loss_bbox_dn: 0.166324 loss_giou_dn: 0.382372 loss_class_aux_dn: 1.866673 loss_bbox_aux_dn: 1.002023 loss_giou_aux_dn: 2.144078 loss: 14.690319 eta: 1 day, 17:13:34 batch_cost: 0.5833 data_cost: 0.0014 ips: 6.8581 images/s [04/09 18:21:18] ppdet.engine INFO: Epoch: [45] [2200/7329] learning_rate: 0.000100 loss_class: 0.565203 loss_bbox: 0.129524 loss_giou: 0.451755 loss_class_aux: 3.595066 loss_bbox_aux: 0.870618 loss_giou_aux: 2.885274 loss_class_dn: 0.318627 loss_bbox_dn: 0.134068 loss_giou_dn: 0.378597 loss_class_aux_dn: 1.663751 loss_bbox_aux_dn: 0.754847 loss_giou_aux_dn: 2.172222 loss: 14.014492 eta: 1 day, 17:12:42 batch_cost: 0.5275 data_cost: 0.0014 ips: 7.5830 images/s [04/09 18:22:20] ppdet.engine INFO: Epoch: [45] [2300/7329] learning_rate: 0.000100 loss_class: 0.599616 loss_bbox: 0.126712 loss_giou: 0.425057 loss_class_aux: 3.696960 loss_bbox_aux: 0.839499 loss_giou_aux: 2.680545 loss_class_dn: 0.324991 loss_bbox_dn: 0.135612 loss_giou_dn: 0.383099 loss_class_aux_dn: 1.749798 loss_bbox_aux_dn: 0.799539 loss_giou_aux_dn: 2.026185 loss: 13.398818 eta: 1 day, 17:11:52 batch_cost: 0.5565 data_cost: 0.0013 ips: 7.1880 images/s [04/09 18:23:23] ppdet.engine INFO: Epoch: [45] [2400/7329] learning_rate: 0.000100 loss_class: 0.530447 loss_bbox: 0.144245 loss_giou: 0.364162 loss_class_aux: 3.331595 loss_bbox_aux: 0.958206 loss_giou_aux: 2.367392 loss_class_dn: 0.345092 loss_bbox_dn: 0.148264 loss_giou_dn: 0.375745 loss_class_aux_dn: 1.842605 loss_bbox_aux_dn: 0.887068 loss_giou_aux_dn: 2.103106 loss: 14.433857 eta: 1 day, 17:11:04 batch_cost: 0.5660 data_cost: 0.0015 ips: 7.0674 images/s [04/09 18:24:27] ppdet.engine INFO: Epoch: [45] [2500/7329] learning_rate: 0.000100 loss_class: 0.545889 loss_bbox: 0.151213 loss_giou: 0.363423 loss_class_aux: 3.630340 loss_bbox_aux: 0.924063 loss_giou_aux: 2.232106 loss_class_dn: 0.325073 loss_bbox_dn: 0.141245 loss_giou_dn: 0.323403 loss_class_aux_dn: 1.762540 loss_bbox_aux_dn: 0.853041 loss_giou_aux_dn: 1.813962 loss: 14.199387 eta: 1 day, 17:10:16 batch_cost: 0.5805 data_cost: 0.0014 ips: 6.8910 images/s [04/09 18:25:22] ppdet.engine INFO: Epoch: [45] [2600/7329] learning_rate: 0.000100 loss_class: 0.585951 loss_bbox: 0.144264 loss_giou: 0.369937 loss_class_aux: 3.772212 loss_bbox_aux: 0.958262 loss_giou_aux: 2.340265 loss_class_dn: 0.339575 loss_bbox_dn: 0.145106 loss_giou_dn: 0.374965 loss_class_aux_dn: 1.823724 loss_bbox_aux_dn: 0.891800 loss_giou_aux_dn: 2.043697 loss: 14.448057 eta: 1 day, 17:09:21 batch_cost: 0.4864 data_cost: 0.0014 ips: 8.2244 images/s [04/09 18:26:19] ppdet.engine INFO: Epoch: [45] [2700/7329] learning_rate: 0.000100 loss_class: 0.584406 loss_bbox: 0.144474 loss_giou: 0.430267 loss_class_aux: 3.643508 loss_bbox_aux: 0.941407 loss_giou_aux: 2.741798 loss_class_dn: 0.323655 loss_bbox_dn: 0.148164 loss_giou_dn: 0.408395 loss_class_aux_dn: 1.722800 loss_bbox_aux_dn: 0.888972 loss_giou_aux_dn: 2.259710 loss: 14.631985 eta: 1 day, 17:08:27 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8689 images/s [04/09 18:27:13] ppdet.engine INFO: Epoch: [45] [2800/7329] learning_rate: 0.000100 loss_class: 0.556244 loss_bbox: 0.136721 loss_giou: 0.356857 loss_class_aux: 3.449470 loss_bbox_aux: 0.920136 loss_giou_aux: 2.294596 loss_class_dn: 0.318914 loss_bbox_dn: 0.140318 loss_giou_dn: 0.348632 loss_class_aux_dn: 1.721861 loss_bbox_aux_dn: 0.862484 loss_giou_aux_dn: 1.951936 loss: 13.361369 eta: 1 day, 17:07:31 batch_cost: 0.4815 data_cost: 0.0013 ips: 8.3081 images/s [04/09 18:28:13] ppdet.engine INFO: Epoch: [45] [2900/7329] learning_rate: 0.000100 loss_class: 0.520045 loss_bbox: 0.135667 loss_giou: 0.393008 loss_class_aux: 3.350073 loss_bbox_aux: 0.935198 loss_giou_aux: 2.445832 loss_class_dn: 0.319566 loss_bbox_dn: 0.133171 loss_giou_dn: 0.365315 loss_class_aux_dn: 1.703572 loss_bbox_aux_dn: 0.801873 loss_giou_aux_dn: 1.981422 loss: 13.263832 eta: 1 day, 17:06:40 batch_cost: 0.5320 data_cost: 0.0013 ips: 7.5183 images/s [04/09 18:29:07] ppdet.engine INFO: Epoch: [45] [3000/7329] learning_rate: 0.000100 loss_class: 0.601234 loss_bbox: 0.134342 loss_giou: 0.415271 loss_class_aux: 3.810531 loss_bbox_aux: 0.884054 loss_giou_aux: 2.667161 loss_class_dn: 0.349480 loss_bbox_dn: 0.133734 loss_giou_dn: 0.424458 loss_class_aux_dn: 1.894162 loss_bbox_aux_dn: 0.802506 loss_giou_aux_dn: 2.329489 loss: 15.137225 eta: 1 day, 17:05:44 batch_cost: 0.4794 data_cost: 0.0013 ips: 8.3432 images/s [04/09 18:30:02] ppdet.engine INFO: Epoch: [45] [3100/7329] learning_rate: 0.000100 loss_class: 0.534863 loss_bbox: 0.129636 loss_giou: 0.359550 loss_class_aux: 3.327434 loss_bbox_aux: 0.854990 loss_giou_aux: 2.345660 loss_class_dn: 0.313765 loss_bbox_dn: 0.145979 loss_giou_dn: 0.350528 loss_class_aux_dn: 1.678754 loss_bbox_aux_dn: 0.829593 loss_giou_aux_dn: 2.016923 loss: 13.812475 eta: 1 day, 17:04:49 batch_cost: 0.4940 data_cost: 0.0014 ips: 8.0979 images/s [04/09 18:31:04] ppdet.engine INFO: Epoch: [45] [3200/7329] learning_rate: 0.000100 loss_class: 0.587828 loss_bbox: 0.139482 loss_giou: 0.392875 loss_class_aux: 3.652902 loss_bbox_aux: 0.891338 loss_giou_aux: 2.522782 loss_class_dn: 0.345358 loss_bbox_dn: 0.144972 loss_giou_dn: 0.352343 loss_class_aux_dn: 1.853412 loss_bbox_aux_dn: 0.845320 loss_giou_aux_dn: 2.013714 loss: 15.427563 eta: 1 day, 17:03:59 batch_cost: 0.5449 data_cost: 0.0016 ips: 7.3412 images/s [04/09 18:32:02] ppdet.engine INFO: Epoch: [45] [3300/7329] learning_rate: 0.000100 loss_class: 0.581234 loss_bbox: 0.135512 loss_giou: 0.415431 loss_class_aux: 3.613196 loss_bbox_aux: 0.869460 loss_giou_aux: 2.659887 loss_class_dn: 0.328970 loss_bbox_dn: 0.141121 loss_giou_dn: 0.401705 loss_class_aux_dn: 1.783278 loss_bbox_aux_dn: 0.809145 loss_giou_aux_dn: 2.223109 loss: 15.378494 eta: 1 day, 17:03:06 batch_cost: 0.5138 data_cost: 0.0014 ips: 7.7844 images/s [04/09 18:33:00] ppdet.engine INFO: Epoch: [45] [3400/7329] learning_rate: 0.000100 loss_class: 0.562635 loss_bbox: 0.141626 loss_giou: 0.407250 loss_class_aux: 3.691382 loss_bbox_aux: 0.982436 loss_giou_aux: 2.654875 loss_class_dn: 0.320925 loss_bbox_dn: 0.154265 loss_giou_dn: 0.366357 loss_class_aux_dn: 1.748498 loss_bbox_aux_dn: 0.926289 loss_giou_aux_dn: 2.093569 loss: 13.707932 eta: 1 day, 17:02:13 batch_cost: 0.5244 data_cost: 0.0013 ips: 7.6271 images/s [04/09 18:34:01] ppdet.engine INFO: Epoch: [45] [3500/7329] learning_rate: 0.000100 loss_class: 0.527105 loss_bbox: 0.123222 loss_giou: 0.371105 loss_class_aux: 3.388230 loss_bbox_aux: 0.765026 loss_giou_aux: 2.384689 loss_class_dn: 0.310862 loss_bbox_dn: 0.127022 loss_giou_dn: 0.331761 loss_class_aux_dn: 1.680124 loss_bbox_aux_dn: 0.747461 loss_giou_aux_dn: 1.883605 loss: 12.568025 eta: 1 day, 17:01:23 batch_cost: 0.5472 data_cost: 0.0014 ips: 7.3093 images/s [04/09 18:35:05] ppdet.engine INFO: Epoch: [45] [3600/7329] learning_rate: 0.000100 loss_class: 0.582039 loss_bbox: 0.138968 loss_giou: 0.399985 loss_class_aux: 3.692086 loss_bbox_aux: 0.895976 loss_giou_aux: 2.565374 loss_class_dn: 0.345569 loss_bbox_dn: 0.139716 loss_giou_dn: 0.387225 loss_class_aux_dn: 1.826552 loss_bbox_aux_dn: 0.849536 loss_giou_aux_dn: 2.133687 loss: 14.406192 eta: 1 day, 17:00:35 batch_cost: 0.5714 data_cost: 0.0014 ips: 6.9999 images/s [04/09 18:36:06] ppdet.engine INFO: Epoch: [45] [3700/7329] learning_rate: 0.000100 loss_class: 0.591144 loss_bbox: 0.122037 loss_giou: 0.395707 loss_class_aux: 3.693738 loss_bbox_aux: 0.837782 loss_giou_aux: 2.451850 loss_class_dn: 0.324507 loss_bbox_dn: 0.131110 loss_giou_dn: 0.388548 loss_class_aux_dn: 1.743514 loss_bbox_aux_dn: 0.804243 loss_giou_aux_dn: 2.146458 loss: 13.612761 eta: 1 day, 16:59:44 batch_cost: 0.5432 data_cost: 0.0015 ips: 7.3642 images/s [04/09 18:37:02] ppdet.engine INFO: Epoch: [45] [3800/7329] learning_rate: 0.000100 loss_class: 0.548187 loss_bbox: 0.125100 loss_giou: 0.321734 loss_class_aux: 3.437814 loss_bbox_aux: 0.815082 loss_giou_aux: 2.005465 loss_class_dn: 0.307384 loss_bbox_dn: 0.126767 loss_giou_dn: 0.331105 loss_class_aux_dn: 1.660530 loss_bbox_aux_dn: 0.784380 loss_giou_aux_dn: 1.890004 loss: 13.293272 eta: 1 day, 16:58:50 batch_cost: 0.5047 data_cost: 0.0014 ips: 7.9254 images/s [04/09 18:37:57] ppdet.engine INFO: Epoch: [45] [3900/7329] learning_rate: 0.000100 loss_class: 0.556070 loss_bbox: 0.136648 loss_giou: 0.339533 loss_class_aux: 3.515922 loss_bbox_aux: 0.900918 loss_giou_aux: 2.158846 loss_class_dn: 0.298817 loss_bbox_dn: 0.145357 loss_giou_dn: 0.334404 loss_class_aux_dn: 1.665885 loss_bbox_aux_dn: 0.879098 loss_giou_aux_dn: 1.854401 loss: 12.794552 eta: 1 day, 16:57:55 batch_cost: 0.4835 data_cost: 0.0013 ips: 8.2726 images/s [04/09 18:38:54] ppdet.engine INFO: Epoch: [45] [4000/7329] learning_rate: 0.000100 loss_class: 0.574248 loss_bbox: 0.158132 loss_giou: 0.422502 loss_class_aux: 3.546655 loss_bbox_aux: 1.020676 loss_giou_aux: 2.683948 loss_class_dn: 0.331885 loss_bbox_dn: 0.161907 loss_giou_dn: 0.382766 loss_class_aux_dn: 1.770415 loss_bbox_aux_dn: 0.993774 loss_giou_aux_dn: 2.153825 loss: 14.287954 eta: 1 day, 16:57:01 batch_cost: 0.5085 data_cost: 0.0015 ips: 7.8665 images/s [04/09 18:39:50] ppdet.engine INFO: Epoch: [45] [4100/7329] learning_rate: 0.000100 loss_class: 0.557526 loss_bbox: 0.153456 loss_giou: 0.388099 loss_class_aux: 3.617468 loss_bbox_aux: 0.957172 loss_giou_aux: 2.504397 loss_class_dn: 0.317261 loss_bbox_dn: 0.155510 loss_giou_dn: 0.384350 loss_class_aux_dn: 1.709505 loss_bbox_aux_dn: 0.885346 loss_giou_aux_dn: 2.112514 loss: 14.281904 eta: 1 day, 16:56:06 batch_cost: 0.4901 data_cost: 0.0014 ips: 8.1609 images/s [04/09 18:40:46] ppdet.engine INFO: Epoch: [45] [4200/7329] learning_rate: 0.000100 loss_class: 0.624695 loss_bbox: 0.141285 loss_giou: 0.407887 loss_class_aux: 3.981638 loss_bbox_aux: 0.960612 loss_giou_aux: 2.561286 loss_class_dn: 0.349327 loss_bbox_dn: 0.146292 loss_giou_dn: 0.379830 loss_class_aux_dn: 1.913329 loss_bbox_aux_dn: 0.935382 loss_giou_aux_dn: 2.145962 loss: 15.009960 eta: 1 day, 16:55:12 batch_cost: 0.4974 data_cost: 0.0014 ips: 8.0420 images/s [04/09 18:41:40] ppdet.engine INFO: Epoch: [45] [4300/7329] learning_rate: 0.000100 loss_class: 0.550859 loss_bbox: 0.140189 loss_giou: 0.414979 loss_class_aux: 3.535520 loss_bbox_aux: 0.918050 loss_giou_aux: 2.622036 loss_class_dn: 0.322802 loss_bbox_dn: 0.129026 loss_giou_dn: 0.368987 loss_class_aux_dn: 1.719505 loss_bbox_aux_dn: 0.803827 loss_giou_aux_dn: 2.069185 loss: 13.886213 eta: 1 day, 16:54:16 batch_cost: 0.4827 data_cost: 0.0013 ips: 8.2859 images/s [04/09 18:42:35] ppdet.engine INFO: Epoch: [45] [4400/7329] learning_rate: 0.000100 loss_class: 0.533045 loss_bbox: 0.130719 loss_giou: 0.382421 loss_class_aux: 3.329131 loss_bbox_aux: 0.821605 loss_giou_aux: 2.378045 loss_class_dn: 0.297103 loss_bbox_dn: 0.124056 loss_giou_dn: 0.367866 loss_class_aux_dn: 1.631322 loss_bbox_aux_dn: 0.787271 loss_giou_aux_dn: 1.998921 loss: 12.400664 eta: 1 day, 16:53:20 batch_cost: 0.4857 data_cost: 0.0013 ips: 8.2356 images/s [04/09 18:43:35] ppdet.engine INFO: Epoch: [45] [4500/7329] learning_rate: 0.000100 loss_class: 0.612856 loss_bbox: 0.140651 loss_giou: 0.349605 loss_class_aux: 3.867033 loss_bbox_aux: 0.906834 loss_giou_aux: 2.252205 loss_class_dn: 0.326418 loss_bbox_dn: 0.163617 loss_giou_dn: 0.350022 loss_class_aux_dn: 1.754847 loss_bbox_aux_dn: 0.930038 loss_giou_aux_dn: 1.916945 loss: 13.673597 eta: 1 day, 16:52:29 batch_cost: 0.5317 data_cost: 0.0015 ips: 7.5235 images/s [04/09 18:44:35] ppdet.engine INFO: Epoch: [45] [4600/7329] learning_rate: 0.000100 loss_class: 0.524433 loss_bbox: 0.134252 loss_giou: 0.367777 loss_class_aux: 3.270185 loss_bbox_aux: 0.883790 loss_giou_aux: 2.353838 loss_class_dn: 0.278598 loss_bbox_dn: 0.132506 loss_giou_dn: 0.339678 loss_class_aux_dn: 1.468061 loss_bbox_aux_dn: 0.776405 loss_giou_aux_dn: 1.846921 loss: 12.469724 eta: 1 day, 16:51:38 batch_cost: 0.5361 data_cost: 0.0016 ips: 7.4617 images/s [04/09 18:45:30] ppdet.engine INFO: Epoch: [45] [4700/7329] learning_rate: 0.000100 loss_class: 0.562710 loss_bbox: 0.123726 loss_giou: 0.349085 loss_class_aux: 3.584483 loss_bbox_aux: 0.864109 loss_giou_aux: 2.318145 loss_class_dn: 0.322103 loss_bbox_dn: 0.138454 loss_giou_dn: 0.372561 loss_class_aux_dn: 1.714596 loss_bbox_aux_dn: 0.835810 loss_giou_aux_dn: 2.015908 loss: 13.479776 eta: 1 day, 16:50:42 batch_cost: 0.4854 data_cost: 0.0014 ips: 8.2414 images/s [04/09 18:46:32] ppdet.engine INFO: Epoch: [45] [4800/7329] learning_rate: 0.000100 loss_class: 0.604702 loss_bbox: 0.131774 loss_giou: 0.466147 loss_class_aux: 3.696471 loss_bbox_aux: 0.883832 loss_giou_aux: 2.924843 loss_class_dn: 0.349356 loss_bbox_dn: 0.144543 loss_giou_dn: 0.413675 loss_class_aux_dn: 1.851039 loss_bbox_aux_dn: 0.842491 loss_giou_aux_dn: 2.294229 loss: 15.177741 eta: 1 day, 16:49:53 batch_cost: 0.5583 data_cost: 0.0014 ips: 7.1643 images/s [04/09 18:47:34] ppdet.engine INFO: Epoch: [45] [4900/7329] learning_rate: 0.000100 loss_class: 0.555953 loss_bbox: 0.123288 loss_giou: 0.331731 loss_class_aux: 3.435614 loss_bbox_aux: 0.848533 loss_giou_aux: 2.162350 loss_class_dn: 0.319874 loss_bbox_dn: 0.136659 loss_giou_dn: 0.346997 loss_class_aux_dn: 1.682120 loss_bbox_aux_dn: 0.824409 loss_giou_aux_dn: 1.952987 loss: 13.667402 eta: 1 day, 16:49:03 batch_cost: 0.5485 data_cost: 0.0018 ips: 7.2928 images/s [04/09 18:48:29] ppdet.engine INFO: Epoch: [45] [5000/7329] learning_rate: 0.000100 loss_class: 0.563961 loss_bbox: 0.153113 loss_giou: 0.413582 loss_class_aux: 3.596453 loss_bbox_aux: 0.971684 loss_giou_aux: 2.702176 loss_class_dn: 0.350242 loss_bbox_dn: 0.150528 loss_giou_dn: 0.405745 loss_class_aux_dn: 1.882913 loss_bbox_aux_dn: 0.891083 loss_giou_aux_dn: 2.306206 loss: 14.389804 eta: 1 day, 16:48:08 batch_cost: 0.4946 data_cost: 0.0012 ips: 8.0874 images/s [04/09 18:49:32] ppdet.engine INFO: Epoch: [45] [5100/7329] learning_rate: 0.000100 loss_class: 0.611936 loss_bbox: 0.142945 loss_giou: 0.372767 loss_class_aux: 3.814705 loss_bbox_aux: 0.937394 loss_giou_aux: 2.436989 loss_class_dn: 0.338512 loss_bbox_dn: 0.147330 loss_giou_dn: 0.366242 loss_class_aux_dn: 1.824945 loss_bbox_aux_dn: 0.904820 loss_giou_aux_dn: 2.002521 loss: 14.631530 eta: 1 day, 16:47:19 batch_cost: 0.5621 data_cost: 0.0014 ips: 7.1161 images/s [04/09 18:50:37] ppdet.engine INFO: Epoch: [45] [5200/7329] learning_rate: 0.000100 loss_class: 0.479654 loss_bbox: 0.124739 loss_giou: 0.311883 loss_class_aux: 3.092845 loss_bbox_aux: 0.795390 loss_giou_aux: 1.967156 loss_class_dn: 0.270557 loss_bbox_dn: 0.131533 loss_giou_dn: 0.285574 loss_class_aux_dn: 1.484893 loss_bbox_aux_dn: 0.809076 loss_giou_aux_dn: 1.630515 loss: 11.755122 eta: 1 day, 16:46:32 batch_cost: 0.5915 data_cost: 0.0013 ips: 6.7630 images/s [04/09 18:51:35] ppdet.engine INFO: Epoch: [45] [5300/7329] learning_rate: 0.000100 loss_class: 0.688597 loss_bbox: 0.147018 loss_giou: 0.520219 loss_class_aux: 4.259582 loss_bbox_aux: 0.971461 loss_giou_aux: 3.246118 loss_class_dn: 0.391655 loss_bbox_dn: 0.162047 loss_giou_dn: 0.484681 loss_class_aux_dn: 2.053898 loss_bbox_aux_dn: 0.948995 loss_giou_aux_dn: 2.677673 loss: 16.363815 eta: 1 day, 16:45:39 batch_cost: 0.5151 data_cost: 0.0015 ips: 7.7649 images/s [04/09 18:52:32] ppdet.engine INFO: Epoch: [45] [5400/7329] learning_rate: 0.000100 loss_class: 0.549674 loss_bbox: 0.152389 loss_giou: 0.326231 loss_class_aux: 3.561202 loss_bbox_aux: 0.934148 loss_giou_aux: 2.190555 loss_class_dn: 0.300212 loss_bbox_dn: 0.148467 loss_giou_dn: 0.333089 loss_class_aux_dn: 1.674242 loss_bbox_aux_dn: 0.876440 loss_giou_aux_dn: 1.862891 loss: 13.608860 eta: 1 day, 16:44:46 batch_cost: 0.5053 data_cost: 0.0014 ips: 7.9161 images/s [04/09 18:53:26] ppdet.engine INFO: Epoch: [45] [5500/7329] learning_rate: 0.000100 loss_class: 0.556575 loss_bbox: 0.143745 loss_giou: 0.380249 loss_class_aux: 3.488186 loss_bbox_aux: 0.941129 loss_giou_aux: 2.386758 loss_class_dn: 0.313555 loss_bbox_dn: 0.155002 loss_giou_dn: 0.341874 loss_class_aux_dn: 1.748910 loss_bbox_aux_dn: 0.942455 loss_giou_aux_dn: 1.919425 loss: 14.018185 eta: 1 day, 16:43:50 batch_cost: 0.4834 data_cost: 0.0013 ips: 8.2744 images/s [04/09 18:54:30] ppdet.engine INFO: Epoch: [45] [5600/7329] learning_rate: 0.000100 loss_class: 0.521892 loss_bbox: 0.136572 loss_giou: 0.346547 loss_class_aux: 3.414458 loss_bbox_aux: 0.890120 loss_giou_aux: 2.147431 loss_class_dn: 0.295774 loss_bbox_dn: 0.141646 loss_giou_dn: 0.318600 loss_class_aux_dn: 1.613882 loss_bbox_aux_dn: 0.840719 loss_giou_aux_dn: 1.821515 loss: 12.138111 eta: 1 day, 16:43:01 batch_cost: 0.5681 data_cost: 0.0015 ips: 7.0414 images/s [04/09 18:55:33] ppdet.engine INFO: Epoch: [45] [5700/7329] learning_rate: 0.000100 loss_class: 0.549013 loss_bbox: 0.138104 loss_giou: 0.339263 loss_class_aux: 3.489194 loss_bbox_aux: 0.906180 loss_giou_aux: 2.202672 loss_class_dn: 0.303147 loss_bbox_dn: 0.142152 loss_giou_dn: 0.319216 loss_class_aux_dn: 1.654496 loss_bbox_aux_dn: 0.885382 loss_giou_aux_dn: 1.808465 loss: 12.373080 eta: 1 day, 16:42:13 batch_cost: 0.5665 data_cost: 0.0013 ips: 7.0603 images/s [04/09 18:56:29] ppdet.engine INFO: Epoch: [45] [5800/7329] learning_rate: 0.000100 loss_class: 0.553795 loss_bbox: 0.128179 loss_giou: 0.334346 loss_class_aux: 3.441501 loss_bbox_aux: 0.837004 loss_giou_aux: 2.178908 loss_class_dn: 0.304186 loss_bbox_dn: 0.126193 loss_giou_dn: 0.343998 loss_class_aux_dn: 1.637101 loss_bbox_aux_dn: 0.773646 loss_giou_aux_dn: 1.903519 loss: 13.350161 eta: 1 day, 16:41:19 batch_cost: 0.5038 data_cost: 0.0013 ips: 7.9403 images/s [04/09 18:57:28] ppdet.engine INFO: Epoch: [45] [5900/7329] learning_rate: 0.000100 loss_class: 0.567150 loss_bbox: 0.138587 loss_giou: 0.395561 loss_class_aux: 3.673094 loss_bbox_aux: 0.943400 loss_giou_aux: 2.470662 loss_class_dn: 0.344161 loss_bbox_dn: 0.135423 loss_giou_dn: 0.372715 loss_class_aux_dn: 1.844400 loss_bbox_aux_dn: 0.802567 loss_giou_aux_dn: 2.106784 loss: 14.033248 eta: 1 day, 16:40:27 batch_cost: 0.5255 data_cost: 0.0013 ips: 7.6124 images/s [04/09 18:58:32] ppdet.engine INFO: Epoch: [45] [6000/7329] learning_rate: 0.000100 loss_class: 0.554886 loss_bbox: 0.123973 loss_giou: 0.356808 loss_class_aux: 3.472036 loss_bbox_aux: 0.855104 loss_giou_aux: 2.311837 loss_class_dn: 0.316242 loss_bbox_dn: 0.130637 loss_giou_dn: 0.333838 loss_class_aux_dn: 1.698292 loss_bbox_aux_dn: 0.773205 loss_giou_aux_dn: 1.894600 loss: 13.041702 eta: 1 day, 16:39:38 batch_cost: 0.5713 data_cost: 0.0014 ips: 7.0013 images/s [04/09 18:59:35] ppdet.engine INFO: Epoch: [45] [6100/7329] learning_rate: 0.000100 loss_class: 0.519311 loss_bbox: 0.149454 loss_giou: 0.323969 loss_class_aux: 3.312285 loss_bbox_aux: 0.934214 loss_giou_aux: 2.138211 loss_class_dn: 0.294280 loss_bbox_dn: 0.154807 loss_giou_dn: 0.330585 loss_class_aux_dn: 1.609251 loss_bbox_aux_dn: 0.925188 loss_giou_aux_dn: 1.836887 loss: 12.765869 eta: 1 day, 16:38:50 batch_cost: 0.5666 data_cost: 0.0014 ips: 7.0598 images/s [04/09 19:00:34] ppdet.engine INFO: Epoch: [45] [6200/7329] learning_rate: 0.000100 loss_class: 0.506699 loss_bbox: 0.132782 loss_giou: 0.340916 loss_class_aux: 3.282626 loss_bbox_aux: 0.852965 loss_giou_aux: 2.146034 loss_class_dn: 0.275181 loss_bbox_dn: 0.137835 loss_giou_dn: 0.338195 loss_class_aux_dn: 1.480683 loss_bbox_aux_dn: 0.816933 loss_giou_aux_dn: 1.929375 loss: 11.692018 eta: 1 day, 16:37:57 batch_cost: 0.5223 data_cost: 0.0014 ips: 7.6578 images/s [04/09 19:01:33] ppdet.engine INFO: Epoch: [45] [6300/7329] learning_rate: 0.000100 loss_class: 0.573098 loss_bbox: 0.140260 loss_giou: 0.351375 loss_class_aux: 3.633323 loss_bbox_aux: 0.935357 loss_giou_aux: 2.258017 loss_class_dn: 0.309647 loss_bbox_dn: 0.144734 loss_giou_dn: 0.352457 loss_class_aux_dn: 1.716894 loss_bbox_aux_dn: 0.858857 loss_giou_aux_dn: 1.951426 loss: 13.710447 eta: 1 day, 16:37:06 batch_cost: 0.5311 data_cost: 0.0016 ips: 7.5317 images/s [04/09 19:02:33] ppdet.engine INFO: Epoch: [45] [6400/7329] learning_rate: 0.000100 loss_class: 0.615011 loss_bbox: 0.151054 loss_giou: 0.512431 loss_class_aux: 3.801687 loss_bbox_aux: 0.916541 loss_giou_aux: 3.150131 loss_class_dn: 0.375739 loss_bbox_dn: 0.133495 loss_giou_dn: 0.441513 loss_class_aux_dn: 1.996692 loss_bbox_aux_dn: 0.812388 loss_giou_aux_dn: 2.434929 loss: 15.976980 eta: 1 day, 16:36:14 batch_cost: 0.5312 data_cost: 0.0016 ips: 7.5302 images/s [04/09 19:03:28] ppdet.engine INFO: Epoch: [45] [6500/7329] learning_rate: 0.000100 loss_class: 0.569780 loss_bbox: 0.148581 loss_giou: 0.386874 loss_class_aux: 3.589739 loss_bbox_aux: 0.949528 loss_giou_aux: 2.407960 loss_class_dn: 0.320737 loss_bbox_dn: 0.149596 loss_giou_dn: 0.330676 loss_class_aux_dn: 1.728886 loss_bbox_aux_dn: 0.898796 loss_giou_aux_dn: 1.838645 loss: 13.589272 eta: 1 day, 16:35:19 batch_cost: 0.4897 data_cost: 0.0014 ips: 8.1689 images/s [04/09 19:04:24] ppdet.engine INFO: Epoch: [45] [6600/7329] learning_rate: 0.000100 loss_class: 0.553355 loss_bbox: 0.126804 loss_giou: 0.330793 loss_class_aux: 3.575419 loss_bbox_aux: 0.875089 loss_giou_aux: 2.133564 loss_class_dn: 0.295976 loss_bbox_dn: 0.152760 loss_giou_dn: 0.319557 loss_class_aux_dn: 1.603657 loss_bbox_aux_dn: 0.913612 loss_giou_aux_dn: 1.762970 loss: 12.731321 eta: 1 day, 16:34:24 batch_cost: 0.4910 data_cost: 0.0013 ips: 8.1462 images/s [04/09 19:05:19] ppdet.engine INFO: Epoch: [45] [6700/7329] learning_rate: 0.000100 loss_class: 0.599704 loss_bbox: 0.140155 loss_giou: 0.438666 loss_class_aux: 3.690864 loss_bbox_aux: 0.924040 loss_giou_aux: 2.749194 loss_class_dn: 0.349728 loss_bbox_dn: 0.134689 loss_giou_dn: 0.415937 loss_class_aux_dn: 1.849576 loss_bbox_aux_dn: 0.822727 loss_giou_aux_dn: 2.321053 loss: 14.926344 eta: 1 day, 16:33:30 batch_cost: 0.4965 data_cost: 0.0014 ips: 8.0563 images/s [04/09 19:06:24] ppdet.engine INFO: Epoch: [45] [6800/7329] learning_rate: 0.000100 loss_class: 0.551866 loss_bbox: 0.120652 loss_giou: 0.385180 loss_class_aux: 3.461745 loss_bbox_aux: 0.816530 loss_giou_aux: 2.308246 loss_class_dn: 0.291242 loss_bbox_dn: 0.134383 loss_giou_dn: 0.340306 loss_class_aux_dn: 1.554533 loss_bbox_aux_dn: 0.804693 loss_giou_aux_dn: 1.929040 loss: 13.227889 eta: 1 day, 16:32:42 batch_cost: 0.5848 data_cost: 0.0013 ips: 6.8396 images/s [04/09 19:07:20] ppdet.engine INFO: Epoch: [45] [6900/7329] learning_rate: 0.000100 loss_class: 0.555260 loss_bbox: 0.134412 loss_giou: 0.375323 loss_class_aux: 3.361588 loss_bbox_aux: 0.910671 loss_giou_aux: 2.390316 loss_class_dn: 0.306871 loss_bbox_dn: 0.143088 loss_giou_dn: 0.348850 loss_class_aux_dn: 1.622725 loss_bbox_aux_dn: 0.842242 loss_giou_aux_dn: 1.932436 loss: 12.824766 eta: 1 day, 16:31:48 batch_cost: 0.4970 data_cost: 0.0013 ips: 8.0489 images/s [04/09 19:08:14] ppdet.engine INFO: Epoch: [45] [7000/7329] learning_rate: 0.000100 loss_class: 0.575080 loss_bbox: 0.136077 loss_giou: 0.365806 loss_class_aux: 3.504688 loss_bbox_aux: 0.880643 loss_giou_aux: 2.360866 loss_class_dn: 0.322392 loss_bbox_dn: 0.140127 loss_giou_dn: 0.370139 loss_class_aux_dn: 1.692673 loss_bbox_aux_dn: 0.922560 loss_giou_aux_dn: 2.036686 loss: 13.921312 eta: 1 day, 16:30:52 batch_cost: 0.4823 data_cost: 0.0013 ips: 8.2931 images/s [04/09 19:09:08] ppdet.engine INFO: Epoch: [45] [7100/7329] learning_rate: 0.000100 loss_class: 0.488282 loss_bbox: 0.130645 loss_giou: 0.331763 loss_class_aux: 3.153016 loss_bbox_aux: 0.872111 loss_giou_aux: 2.186158 loss_class_dn: 0.288314 loss_bbox_dn: 0.128016 loss_giou_dn: 0.335585 loss_class_aux_dn: 1.549287 loss_bbox_aux_dn: 0.771401 loss_giou_aux_dn: 1.894505 loss: 12.319712 eta: 1 day, 16:29:56 batch_cost: 0.4795 data_cost: 0.0014 ips: 8.3428 images/s [04/09 19:10:09] ppdet.engine INFO: Epoch: [45] [7200/7329] learning_rate: 0.000100 loss_class: 0.567971 loss_bbox: 0.137369 loss_giou: 0.370280 loss_class_aux: 3.691974 loss_bbox_aux: 0.895535 loss_giou_aux: 2.406011 loss_class_dn: 0.308841 loss_bbox_dn: 0.122028 loss_giou_dn: 0.353334 loss_class_aux_dn: 1.734665 loss_bbox_aux_dn: 0.724521 loss_giou_aux_dn: 1.965450 loss: 13.660809 eta: 1 day, 16:29:05 batch_cost: 0.5407 data_cost: 0.0014 ips: 7.3973 images/s [04/09 19:11:04] ppdet.engine INFO: Epoch: [45] [7300/7329] learning_rate: 0.000100 loss_class: 0.499964 loss_bbox: 0.141704 loss_giou: 0.375075 loss_class_aux: 3.370321 loss_bbox_aux: 0.925881 loss_giou_aux: 2.430104 loss_class_dn: 0.292223 loss_bbox_dn: 0.131977 loss_giou_dn: 0.345711 loss_class_aux_dn: 1.632729 loss_bbox_aux_dn: 0.769755 loss_giou_aux_dn: 1.950578 loss: 12.449774 eta: 1 day, 16:28:11 batch_cost: 0.4913 data_cost: 0.0015 ips: 8.1414 images/s [04/09 19:11:24] ppdet.engine INFO: Eval iter: 0 [04/09 19:11:53] ppdet.engine INFO: Eval iter: 100 [04/09 19:12:19] ppdet.engine INFO: Eval iter: 200 [04/09 19:12:47] ppdet.engine INFO: Eval iter: 300 [04/09 19:13:15] ppdet.engine INFO: Eval iter: 400 [04/09 19:13:43] ppdet.engine INFO: Eval iter: 500 [04/09 19:14:10] ppdet.engine INFO: Eval iter: 600 [04/09 19:14:40] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [04/09 19:14:41] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.74s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.78s). Accumulating evaluation results... DONE (t=27.13s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.337 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.547 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.896 [04/09 19:17:27] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.897101063195834 [04/09 19:17:27] ppdet.engine INFO: Best test bbox ap is 0.524. [04/09 19:17:30] ppdet.engine INFO: Epoch: [46] [ 0/7329] learning_rate: 0.000100 loss_class: 0.522791 loss_bbox: 0.141077 loss_giou: 0.407636 loss_class_aux: 3.349551 loss_bbox_aux: 0.909120 loss_giou_aux: 2.562989 loss_class_dn: 0.306691 loss_bbox_dn: 0.128633 loss_giou_dn: 0.365956 loss_class_aux_dn: 1.675110 loss_bbox_aux_dn: 0.752514 loss_giou_aux_dn: 2.036643 loss: 12.717602 eta: 1 day, 16:27:54 batch_cost: 0.4889 data_cost: 0.0016 ips: 8.1815 images/s [04/09 19:18:28] ppdet.engine INFO: Epoch: [46] [ 100/7329] learning_rate: 0.000100 loss_class: 0.555432 loss_bbox: 0.142583 loss_giou: 0.381440 loss_class_aux: 3.565096 loss_bbox_aux: 0.934333 loss_giou_aux: 2.382855 loss_class_dn: 0.300146 loss_bbox_dn: 0.140386 loss_giou_dn: 0.341289 loss_class_aux_dn: 1.598268 loss_bbox_aux_dn: 0.847842 loss_giou_aux_dn: 1.895231 loss: 12.991683 eta: 1 day, 16:27:02 batch_cost: 0.5228 data_cost: 0.0014 ips: 7.6506 images/s [04/09 19:19:29] ppdet.engine INFO: Epoch: [46] [ 200/7329] learning_rate: 0.000100 loss_class: 0.576109 loss_bbox: 0.138949 loss_giou: 0.394050 loss_class_aux: 3.727286 loss_bbox_aux: 0.882715 loss_giou_aux: 2.566820 loss_class_dn: 0.346181 loss_bbox_dn: 0.133011 loss_giou_dn: 0.364458 loss_class_aux_dn: 1.817439 loss_bbox_aux_dn: 0.823787 loss_giou_aux_dn: 2.044099 loss: 14.683550 eta: 1 day, 16:26:10 batch_cost: 0.5300 data_cost: 0.0015 ips: 7.5472 images/s [04/09 19:20:31] ppdet.engine INFO: Epoch: [46] [ 300/7329] learning_rate: 0.000100 loss_class: 0.564007 loss_bbox: 0.142506 loss_giou: 0.481841 loss_class_aux: 3.642476 loss_bbox_aux: 0.953934 loss_giou_aux: 3.053463 loss_class_dn: 0.363666 loss_bbox_dn: 0.141262 loss_giou_dn: 0.436961 loss_class_aux_dn: 1.944871 loss_bbox_aux_dn: 0.825071 loss_giou_aux_dn: 2.431096 loss: 14.882399 eta: 1 day, 16:25:21 batch_cost: 0.5573 data_cost: 0.0016 ips: 7.1774 images/s [04/09 19:21:39] ppdet.engine INFO: Epoch: [46] [ 400/7329] learning_rate: 0.000100 loss_class: 0.588385 loss_bbox: 0.144723 loss_giou: 0.359238 loss_class_aux: 3.666568 loss_bbox_aux: 0.944286 loss_giou_aux: 2.367654 loss_class_dn: 0.329089 loss_bbox_dn: 0.160926 loss_giou_dn: 0.343857 loss_class_aux_dn: 1.756149 loss_bbox_aux_dn: 0.992406 loss_giou_aux_dn: 1.938416 loss: 14.311220 eta: 1 day, 16:24:36 batch_cost: 0.6129 data_cost: 0.0016 ips: 6.5267 images/s [04/09 19:22:38] ppdet.engine INFO: Epoch: [46] [ 500/7329] learning_rate: 0.000100 loss_class: 0.529876 loss_bbox: 0.141688 loss_giou: 0.390575 loss_class_aux: 3.395664 loss_bbox_aux: 0.899738 loss_giou_aux: 2.511771 loss_class_dn: 0.316589 loss_bbox_dn: 0.126540 loss_giou_dn: 0.379314 loss_class_aux_dn: 1.701803 loss_bbox_aux_dn: 0.776576 loss_giou_aux_dn: 2.023551 loss: 13.874722 eta: 1 day, 16:23:43 batch_cost: 0.5227 data_cost: 0.0014 ips: 7.6528 images/s [04/09 19:23:41] ppdet.engine INFO: Epoch: [46] [ 600/7329] learning_rate: 0.000100 loss_class: 0.540140 loss_bbox: 0.133952 loss_giou: 0.429422 loss_class_aux: 3.340686 loss_bbox_aux: 0.858403 loss_giou_aux: 2.652465 loss_class_dn: 0.332131 loss_bbox_dn: 0.136376 loss_giou_dn: 0.380010 loss_class_aux_dn: 1.748063 loss_bbox_aux_dn: 0.835816 loss_giou_aux_dn: 2.065403 loss: 13.451332 eta: 1 day, 16:22:54 batch_cost: 0.5536 data_cost: 0.0015 ips: 7.2253 images/s [04/09 19:24:36] ppdet.engine INFO: Epoch: [46] [ 700/7329] learning_rate: 0.000100 loss_class: 0.544480 loss_bbox: 0.134158 loss_giou: 0.351111 loss_class_aux: 3.525936 loss_bbox_aux: 0.887988 loss_giou_aux: 2.246037 loss_class_dn: 0.301385 loss_bbox_dn: 0.129490 loss_giou_dn: 0.314109 loss_class_aux_dn: 1.706139 loss_bbox_aux_dn: 0.831498 loss_giou_aux_dn: 1.801429 loss: 13.724646 eta: 1 day, 16:21:58 batch_cost: 0.4844 data_cost: 0.0015 ips: 8.2581 images/s [04/09 19:25:35] ppdet.engine INFO: Epoch: [46] [ 800/7329] learning_rate: 0.000100 loss_class: 0.588335 loss_bbox: 0.137181 loss_giou: 0.375674 loss_class_aux: 3.912546 loss_bbox_aux: 0.884991 loss_giou_aux: 2.405535 loss_class_dn: 0.348261 loss_bbox_dn: 0.150911 loss_giou_dn: 0.366728 loss_class_aux_dn: 1.806808 loss_bbox_aux_dn: 0.900455 loss_giou_aux_dn: 2.111742 loss: 15.303961 eta: 1 day, 16:21:06 batch_cost: 0.5270 data_cost: 0.0014 ips: 7.5902 images/s [04/09 19:26:35] ppdet.engine INFO: Epoch: [46] [ 900/7329] learning_rate: 0.000100 loss_class: 0.569670 loss_bbox: 0.136304 loss_giou: 0.438829 loss_class_aux: 3.700440 loss_bbox_aux: 0.907534 loss_giou_aux: 2.703591 loss_class_dn: 0.341504 loss_bbox_dn: 0.139048 loss_giou_dn: 0.418901 loss_class_aux_dn: 1.799385 loss_bbox_aux_dn: 0.859232 loss_giou_aux_dn: 2.330316 loss: 14.852752 eta: 1 day, 16:20:15 batch_cost: 0.5372 data_cost: 0.0014 ips: 7.4461 images/s [04/09 19:27:33] ppdet.engine INFO: Epoch: [46] [1000/7329] learning_rate: 0.000100 loss_class: 0.621241 loss_bbox: 0.130181 loss_giou: 0.442103 loss_class_aux: 3.821033 loss_bbox_aux: 0.887222 loss_giou_aux: 2.735498 loss_class_dn: 0.342688 loss_bbox_dn: 0.132122 loss_giou_dn: 0.409275 loss_class_aux_dn: 1.832300 loss_bbox_aux_dn: 0.842328 loss_giou_aux_dn: 2.221304 loss: 14.964962 eta: 1 day, 16:19:22 batch_cost: 0.5179 data_cost: 0.0015 ips: 7.7238 images/s [04/09 19:28:28] ppdet.engine INFO: Epoch: [46] [1100/7329] learning_rate: 0.000100 loss_class: 0.562329 loss_bbox: 0.138941 loss_giou: 0.452671 loss_class_aux: 3.463327 loss_bbox_aux: 0.933102 loss_giou_aux: 2.751729 loss_class_dn: 0.325872 loss_bbox_dn: 0.137279 loss_giou_dn: 0.379269 loss_class_aux_dn: 1.730569 loss_bbox_aux_dn: 0.826601 loss_giou_aux_dn: 2.131547 loss: 13.881870 eta: 1 day, 16:18:27 batch_cost: 0.4931 data_cost: 0.0014 ips: 8.1125 images/s [04/09 19:29:28] ppdet.engine INFO: Epoch: [46] [1200/7329] learning_rate: 0.000100 loss_class: 0.591897 loss_bbox: 0.134626 loss_giou: 0.388287 loss_class_aux: 3.814378 loss_bbox_aux: 0.877783 loss_giou_aux: 2.519899 loss_class_dn: 0.339790 loss_bbox_dn: 0.146385 loss_giou_dn: 0.371122 loss_class_aux_dn: 1.831340 loss_bbox_aux_dn: 0.861823 loss_giou_aux_dn: 2.144774 loss: 14.232368 eta: 1 day, 16:17:36 batch_cost: 0.5277 data_cost: 0.0016 ips: 7.5795 images/s [04/09 19:30:32] ppdet.engine INFO: Epoch: [46] [1300/7329] learning_rate: 0.000100 loss_class: 0.554287 loss_bbox: 0.128667 loss_giou: 0.378929 loss_class_aux: 3.475580 loss_bbox_aux: 0.944666 loss_giou_aux: 2.397782 loss_class_dn: 0.316026 loss_bbox_dn: 0.144178 loss_giou_dn: 0.370026 loss_class_aux_dn: 1.736703 loss_bbox_aux_dn: 0.884639 loss_giou_aux_dn: 1.989729 loss: 13.323017 eta: 1 day, 16:16:47 batch_cost: 0.5737 data_cost: 0.0015 ips: 6.9723 images/s [04/09 19:31:31] ppdet.engine INFO: Epoch: [46] [1400/7329] learning_rate: 0.000100 loss_class: 0.555102 loss_bbox: 0.133360 loss_giou: 0.377968 loss_class_aux: 3.529185 loss_bbox_aux: 0.896732 loss_giou_aux: 2.346314 loss_class_dn: 0.286621 loss_bbox_dn: 0.147848 loss_giou_dn: 0.304104 loss_class_aux_dn: 1.536282 loss_bbox_aux_dn: 0.882284 loss_giou_aux_dn: 1.686070 loss: 12.227528 eta: 1 day, 16:15:55 batch_cost: 0.5258 data_cost: 0.0014 ips: 7.6079 images/s [04/09 19:32:30] ppdet.engine INFO: Epoch: [46] [1500/7329] learning_rate: 0.000100 loss_class: 0.563585 loss_bbox: 0.143622 loss_giou: 0.376647 loss_class_aux: 3.532104 loss_bbox_aux: 0.948366 loss_giou_aux: 2.371173 loss_class_dn: 0.330229 loss_bbox_dn: 0.146720 loss_giou_dn: 0.367996 loss_class_aux_dn: 1.763082 loss_bbox_aux_dn: 0.875247 loss_giou_aux_dn: 1.982053 loss: 14.576231 eta: 1 day, 16:15:03 batch_cost: 0.5207 data_cost: 0.0016 ips: 7.6818 images/s [04/09 19:33:28] ppdet.engine INFO: Epoch: [46] [1600/7329] learning_rate: 0.000100 loss_class: 0.657663 loss_bbox: 0.148256 loss_giou: 0.392022 loss_class_aux: 4.001427 loss_bbox_aux: 0.975876 loss_giou_aux: 2.459403 loss_class_dn: 0.363052 loss_bbox_dn: 0.153442 loss_giou_dn: 0.404910 loss_class_aux_dn: 1.968967 loss_bbox_aux_dn: 0.902508 loss_giou_aux_dn: 2.276109 loss: 16.053272 eta: 1 day, 16:14:10 batch_cost: 0.5169 data_cost: 0.0014 ips: 7.7377 images/s [04/09 19:34:34] ppdet.engine INFO: Epoch: [46] [1700/7329] learning_rate: 0.000100 loss_class: 0.562313 loss_bbox: 0.141170 loss_giou: 0.342792 loss_class_aux: 3.492061 loss_bbox_aux: 0.946114 loss_giou_aux: 2.247344 loss_class_dn: 0.323128 loss_bbox_dn: 0.138507 loss_giou_dn: 0.345260 loss_class_aux_dn: 1.753285 loss_bbox_aux_dn: 0.828134 loss_giou_aux_dn: 1.945878 loss: 13.511928 eta: 1 day, 16:13:23 batch_cost: 0.5858 data_cost: 0.0026 ips: 6.8277 images/s [04/09 19:35:37] ppdet.engine INFO: Epoch: [46] [1800/7329] learning_rate: 0.000100 loss_class: 0.533602 loss_bbox: 0.142465 loss_giou: 0.429310 loss_class_aux: 3.354486 loss_bbox_aux: 0.944450 loss_giou_aux: 2.797969 loss_class_dn: 0.311183 loss_bbox_dn: 0.141191 loss_giou_dn: 0.378502 loss_class_aux_dn: 1.693447 loss_bbox_aux_dn: 0.857863 loss_giou_aux_dn: 2.098507 loss: 13.444492 eta: 1 day, 16:12:34 batch_cost: 0.5633 data_cost: 0.0014 ips: 7.1007 images/s [04/09 19:36:37] ppdet.engine INFO: Epoch: [46] [1900/7329] learning_rate: 0.000100 loss_class: 0.580203 loss_bbox: 0.130358 loss_giou: 0.362348 loss_class_aux: 3.650297 loss_bbox_aux: 0.905891 loss_giou_aux: 2.365110 loss_class_dn: 0.334065 loss_bbox_dn: 0.143644 loss_giou_dn: 0.347225 loss_class_aux_dn: 1.785063 loss_bbox_aux_dn: 0.859574 loss_giou_aux_dn: 1.934719 loss: 14.195095 eta: 1 day, 16:11:43 batch_cost: 0.5392 data_cost: 0.0014 ips: 7.4184 images/s [04/09 19:37:35] ppdet.engine INFO: Epoch: [46] [2000/7329] learning_rate: 0.000100 loss_class: 0.583605 loss_bbox: 0.122234 loss_giou: 0.354454 loss_class_aux: 3.657655 loss_bbox_aux: 0.793688 loss_giou_aux: 2.333041 loss_class_dn: 0.325031 loss_bbox_dn: 0.121752 loss_giou_dn: 0.367590 loss_class_aux_dn: 1.767952 loss_bbox_aux_dn: 0.722161 loss_giou_aux_dn: 2.054138 loss: 14.209248 eta: 1 day, 16:10:49 batch_cost: 0.5102 data_cost: 0.0014 ips: 7.8399 images/s [04/09 19:38:32] ppdet.engine INFO: Epoch: [46] [2100/7329] learning_rate: 0.000100 loss_class: 0.536620 loss_bbox: 0.133406 loss_giou: 0.379588 loss_class_aux: 3.386020 loss_bbox_aux: 0.870305 loss_giou_aux: 2.322325 loss_class_dn: 0.330137 loss_bbox_dn: 0.131268 loss_giou_dn: 0.378448 loss_class_aux_dn: 1.752763 loss_bbox_aux_dn: 0.796134 loss_giou_aux_dn: 2.069370 loss: 14.224298 eta: 1 day, 16:09:56 batch_cost: 0.5053 data_cost: 0.0015 ips: 7.9166 images/s [04/09 19:39:28] ppdet.engine INFO: Epoch: [46] [2200/7329] learning_rate: 0.000100 loss_class: 0.561634 loss_bbox: 0.124509 loss_giou: 0.327595 loss_class_aux: 3.597474 loss_bbox_aux: 0.823921 loss_giou_aux: 2.204050 loss_class_dn: 0.309195 loss_bbox_dn: 0.126709 loss_giou_dn: 0.344533 loss_class_aux_dn: 1.729123 loss_bbox_aux_dn: 0.789390 loss_giou_aux_dn: 1.929712 loss: 13.867977 eta: 1 day, 16:09:02 batch_cost: 0.5052 data_cost: 0.0013 ips: 7.9182 images/s [04/09 19:40:24] ppdet.engine INFO: Epoch: [46] [2300/7329] learning_rate: 0.000100 loss_class: 0.541597 loss_bbox: 0.120544 loss_giou: 0.344798 loss_class_aux: 3.406547 loss_bbox_aux: 0.795879 loss_giou_aux: 2.192348 loss_class_dn: 0.315518 loss_bbox_dn: 0.143488 loss_giou_dn: 0.321355 loss_class_aux_dn: 1.746204 loss_bbox_aux_dn: 0.857807 loss_giou_aux_dn: 1.790077 loss: 12.852066 eta: 1 day, 16:08:07 batch_cost: 0.4944 data_cost: 0.0013 ips: 8.0904 images/s [04/09 19:41:18] ppdet.engine INFO: Epoch: [46] [2400/7329] learning_rate: 0.000100 loss_class: 0.580235 loss_bbox: 0.145942 loss_giou: 0.432114 loss_class_aux: 3.701182 loss_bbox_aux: 0.962068 loss_giou_aux: 2.804808 loss_class_dn: 0.352506 loss_bbox_dn: 0.148025 loss_giou_dn: 0.431612 loss_class_aux_dn: 1.892698 loss_bbox_aux_dn: 0.886829 loss_giou_aux_dn: 2.364214 loss: 15.367182 eta: 1 day, 16:07:12 batch_cost: 0.4838 data_cost: 0.0013 ips: 8.2672 images/s [04/09 19:42:14] ppdet.engine INFO: Epoch: [46] [2500/7329] learning_rate: 0.000100 loss_class: 0.575529 loss_bbox: 0.138574 loss_giou: 0.346772 loss_class_aux: 3.663718 loss_bbox_aux: 0.932950 loss_giou_aux: 2.265610 loss_class_dn: 0.340213 loss_bbox_dn: 0.147820 loss_giou_dn: 0.329640 loss_class_aux_dn: 1.807871 loss_bbox_aux_dn: 0.876950 loss_giou_aux_dn: 1.869511 loss: 13.485117 eta: 1 day, 16:06:17 batch_cost: 0.4938 data_cost: 0.0014 ips: 8.1006 images/s [04/09 19:43:15] ppdet.engine INFO: Epoch: [46] [2600/7329] learning_rate: 0.000100 loss_class: 0.564863 loss_bbox: 0.128059 loss_giou: 0.331792 loss_class_aux: 3.453146 loss_bbox_aux: 0.845756 loss_giou_aux: 2.186570 loss_class_dn: 0.287654 loss_bbox_dn: 0.127334 loss_giou_dn: 0.330532 loss_class_aux_dn: 1.552257 loss_bbox_aux_dn: 0.818947 loss_giou_aux_dn: 1.839948 loss: 13.382828 eta: 1 day, 16:05:27 batch_cost: 0.5512 data_cost: 0.0014 ips: 7.2567 images/s [04/09 19:44:15] ppdet.engine INFO: Epoch: [46] [2700/7329] learning_rate: 0.000100 loss_class: 0.594923 loss_bbox: 0.130348 loss_giou: 0.372115 loss_class_aux: 3.922979 loss_bbox_aux: 0.952435 loss_giou_aux: 2.268247 loss_class_dn: 0.321107 loss_bbox_dn: 0.149448 loss_giou_dn: 0.358754 loss_class_aux_dn: 1.754504 loss_bbox_aux_dn: 0.899819 loss_giou_aux_dn: 2.036127 loss: 14.167591 eta: 1 day, 16:04:35 batch_cost: 0.5262 data_cost: 0.0015 ips: 7.6015 images/s [04/09 19:45:12] ppdet.engine INFO: Epoch: [46] [2800/7329] learning_rate: 0.000100 loss_class: 0.550078 loss_bbox: 0.130436 loss_giou: 0.382951 loss_class_aux: 3.583770 loss_bbox_aux: 0.832294 loss_giou_aux: 2.406188 loss_class_dn: 0.308413 loss_bbox_dn: 0.124833 loss_giou_dn: 0.343220 loss_class_aux_dn: 1.646977 loss_bbox_aux_dn: 0.751104 loss_giou_aux_dn: 1.939228 loss: 12.996939 eta: 1 day, 16:03:41 batch_cost: 0.5090 data_cost: 0.0016 ips: 7.8593 images/s [04/09 19:46:08] ppdet.engine INFO: Epoch: [46] [2900/7329] learning_rate: 0.000100 loss_class: 0.594142 loss_bbox: 0.141585 loss_giou: 0.410461 loss_class_aux: 3.688890 loss_bbox_aux: 0.910509 loss_giou_aux: 2.558975 loss_class_dn: 0.342463 loss_bbox_dn: 0.143554 loss_giou_dn: 0.351188 loss_class_aux_dn: 1.849161 loss_bbox_aux_dn: 0.864165 loss_giou_aux_dn: 1.962614 loss: 14.139480 eta: 1 day, 16:02:46 batch_cost: 0.4893 data_cost: 0.0014 ips: 8.1742 images/s [04/09 19:47:05] ppdet.engine INFO: Epoch: [46] [3000/7329] learning_rate: 0.000100 loss_class: 0.551085 loss_bbox: 0.123898 loss_giou: 0.323323 loss_class_aux: 3.455310 loss_bbox_aux: 0.837163 loss_giou_aux: 2.060087 loss_class_dn: 0.290616 loss_bbox_dn: 0.135027 loss_giou_dn: 0.306976 loss_class_aux_dn: 1.566493 loss_bbox_aux_dn: 0.765523 loss_giou_aux_dn: 1.759220 loss: 12.645386 eta: 1 day, 16:01:53 batch_cost: 0.5070 data_cost: 0.0014 ips: 7.8900 images/s [04/09 19:48:00] ppdet.engine INFO: Epoch: [46] [3100/7329] learning_rate: 0.000100 loss_class: 0.583664 loss_bbox: 0.137129 loss_giou: 0.346965 loss_class_aux: 3.822751 loss_bbox_aux: 0.919911 loss_giou_aux: 2.279109 loss_class_dn: 0.326437 loss_bbox_dn: 0.148942 loss_giou_dn: 0.331536 loss_class_aux_dn: 1.737694 loss_bbox_aux_dn: 0.852324 loss_giou_aux_dn: 1.857656 loss: 13.528774 eta: 1 day, 16:00:57 batch_cost: 0.4847 data_cost: 0.0015 ips: 8.2524 images/s [04/09 19:48:58] ppdet.engine INFO: Epoch: [46] [3200/7329] learning_rate: 0.000100 loss_class: 0.561324 loss_bbox: 0.120123 loss_giou: 0.389730 loss_class_aux: 3.549541 loss_bbox_aux: 0.783749 loss_giou_aux: 2.483907 loss_class_dn: 0.312898 loss_bbox_dn: 0.132138 loss_giou_dn: 0.339908 loss_class_aux_dn: 1.633423 loss_bbox_aux_dn: 0.781193 loss_giou_aux_dn: 1.888151 loss: 12.731632 eta: 1 day, 16:00:05 batch_cost: 0.5217 data_cost: 0.0013 ips: 7.6671 images/s [04/09 19:49:52] ppdet.engine INFO: Epoch: [46] [3300/7329] learning_rate: 0.000100 loss_class: 0.613355 loss_bbox: 0.140906 loss_giou: 0.349455 loss_class_aux: 3.889399 loss_bbox_aux: 0.952225 loss_giou_aux: 2.303595 loss_class_dn: 0.333908 loss_bbox_dn: 0.149511 loss_giou_dn: 0.347785 loss_class_aux_dn: 1.813521 loss_bbox_aux_dn: 0.901079 loss_giou_aux_dn: 1.960972 loss: 14.502626 eta: 1 day, 15:59:09 batch_cost: 0.4764 data_cost: 0.0013 ips: 8.3971 images/s [04/09 19:50:49] ppdet.engine INFO: Epoch: [46] [3400/7329] learning_rate: 0.000100 loss_class: 0.560248 loss_bbox: 0.140797 loss_giou: 0.379653 loss_class_aux: 3.637181 loss_bbox_aux: 0.991192 loss_giou_aux: 2.399622 loss_class_dn: 0.349071 loss_bbox_dn: 0.157344 loss_giou_dn: 0.362312 loss_class_aux_dn: 1.826754 loss_bbox_aux_dn: 0.918964 loss_giou_aux_dn: 1.988341 loss: 14.048758 eta: 1 day, 15:58:15 batch_cost: 0.5083 data_cost: 0.0015 ips: 7.8686 images/s [04/09 19:51:45] ppdet.engine INFO: Epoch: [46] [3500/7329] learning_rate: 0.000100 loss_class: 0.591675 loss_bbox: 0.137901 loss_giou: 0.351489 loss_class_aux: 3.749072 loss_bbox_aux: 0.938223 loss_giou_aux: 2.293615 loss_class_dn: 0.320911 loss_bbox_dn: 0.147414 loss_giou_dn: 0.339582 loss_class_aux_dn: 1.741873 loss_bbox_aux_dn: 0.888412 loss_giou_aux_dn: 1.894849 loss: 13.961628 eta: 1 day, 15:57:21 batch_cost: 0.4937 data_cost: 0.0013 ips: 8.1028 images/s [04/09 19:52:44] ppdet.engine INFO: Epoch: [46] [3600/7329] learning_rate: 0.000100 loss_class: 0.539716 loss_bbox: 0.122106 loss_giou: 0.333556 loss_class_aux: 3.404925 loss_bbox_aux: 0.847112 loss_giou_aux: 2.154311 loss_class_dn: 0.314885 loss_bbox_dn: 0.140073 loss_giou_dn: 0.333025 loss_class_aux_dn: 1.686708 loss_bbox_aux_dn: 0.828823 loss_giou_aux_dn: 1.876873 loss: 13.622286 eta: 1 day, 15:56:29 batch_cost: 0.5282 data_cost: 0.0015 ips: 7.5723 images/s [04/09 19:53:43] ppdet.engine INFO: Epoch: [46] [3700/7329] learning_rate: 0.000100 loss_class: 0.584881 loss_bbox: 0.132089 loss_giou: 0.349250 loss_class_aux: 3.804834 loss_bbox_aux: 0.863500 loss_giou_aux: 2.208405 loss_class_dn: 0.332500 loss_bbox_dn: 0.164480 loss_giou_dn: 0.347167 loss_class_aux_dn: 1.768598 loss_bbox_aux_dn: 1.002797 loss_giou_aux_dn: 1.948743 loss: 13.993316 eta: 1 day, 15:55:37 batch_cost: 0.5267 data_cost: 0.0014 ips: 7.5946 images/s [04/09 19:54:41] ppdet.engine INFO: Epoch: [46] [3800/7329] learning_rate: 0.000100 loss_class: 0.629946 loss_bbox: 0.145731 loss_giou: 0.348054 loss_class_aux: 3.893271 loss_bbox_aux: 1.011533 loss_giou_aux: 2.254371 loss_class_dn: 0.330998 loss_bbox_dn: 0.161034 loss_giou_dn: 0.375508 loss_class_aux_dn: 1.761551 loss_bbox_aux_dn: 0.936142 loss_giou_aux_dn: 2.102558 loss: 13.994045 eta: 1 day, 15:54:44 batch_cost: 0.5204 data_cost: 0.0013 ips: 7.6859 images/s [04/09 19:55:45] ppdet.engine INFO: Epoch: [46] [3900/7329] learning_rate: 0.000100 loss_class: 0.540770 loss_bbox: 0.136147 loss_giou: 0.378085 loss_class_aux: 3.426663 loss_bbox_aux: 0.914053 loss_giou_aux: 2.329972 loss_class_dn: 0.331060 loss_bbox_dn: 0.138143 loss_giou_dn: 0.364367 loss_class_aux_dn: 1.743340 loss_bbox_aux_dn: 0.832648 loss_giou_aux_dn: 2.015703 loss: 14.187327 eta: 1 day, 15:53:55 batch_cost: 0.5643 data_cost: 0.0016 ips: 7.0886 images/s [04/09 19:56:42] ppdet.engine INFO: Epoch: [46] [4000/7329] learning_rate: 0.000100 loss_class: 0.538833 loss_bbox: 0.137006 loss_giou: 0.372755 loss_class_aux: 3.459858 loss_bbox_aux: 0.892737 loss_giou_aux: 2.363348 loss_class_dn: 0.306425 loss_bbox_dn: 0.127987 loss_giou_dn: 0.330056 loss_class_aux_dn: 1.648450 loss_bbox_aux_dn: 0.804574 loss_giou_aux_dn: 1.868637 loss: 13.070492 eta: 1 day, 15:53:02 batch_cost: 0.5061 data_cost: 0.0014 ips: 7.9032 images/s [04/09 19:57:43] ppdet.engine INFO: Epoch: [46] [4100/7329] learning_rate: 0.000100 loss_class: 0.570825 loss_bbox: 0.127240 loss_giou: 0.421049 loss_class_aux: 3.691218 loss_bbox_aux: 0.856405 loss_giou_aux: 2.612588 loss_class_dn: 0.336484 loss_bbox_dn: 0.142455 loss_giou_dn: 0.387713 loss_class_aux_dn: 1.799297 loss_bbox_aux_dn: 0.886426 loss_giou_aux_dn: 2.185110 loss: 14.532873 eta: 1 day, 15:52:11 batch_cost: 0.5397 data_cost: 0.0020 ips: 7.4115 images/s [04/09 19:58:44] ppdet.engine INFO: Epoch: [46] [4200/7329] learning_rate: 0.000100 loss_class: 0.592916 loss_bbox: 0.144662 loss_giou: 0.413865 loss_class_aux: 3.801985 loss_bbox_aux: 0.956468 loss_giou_aux: 2.610166 loss_class_dn: 0.322312 loss_bbox_dn: 0.139762 loss_giou_dn: 0.393762 loss_class_aux_dn: 1.733499 loss_bbox_aux_dn: 0.835545 loss_giou_aux_dn: 2.132525 loss: 13.823662 eta: 1 day, 15:51:20 batch_cost: 0.5453 data_cost: 0.0014 ips: 7.3359 images/s [04/09 19:59:48] ppdet.engine INFO: Epoch: [46] [4300/7329] learning_rate: 0.000100 loss_class: 0.578376 loss_bbox: 0.139730 loss_giou: 0.332045 loss_class_aux: 3.695255 loss_bbox_aux: 0.896814 loss_giou_aux: 2.259211 loss_class_dn: 0.329870 loss_bbox_dn: 0.144595 loss_giou_dn: 0.341435 loss_class_aux_dn: 1.771856 loss_bbox_aux_dn: 0.939635 loss_giou_aux_dn: 1.903765 loss: 13.806116 eta: 1 day, 15:50:33 batch_cost: 0.5847 data_cost: 0.0016 ips: 6.8406 images/s [04/09 20:00:42] ppdet.engine INFO: Epoch: [46] [4400/7329] learning_rate: 0.000100 loss_class: 0.525940 loss_bbox: 0.140454 loss_giou: 0.380933 loss_class_aux: 3.501451 loss_bbox_aux: 0.874608 loss_giou_aux: 2.402998 loss_class_dn: 0.306952 loss_bbox_dn: 0.133419 loss_giou_dn: 0.356629 loss_class_aux_dn: 1.646043 loss_bbox_aux_dn: 0.803993 loss_giou_aux_dn: 1.973144 loss: 12.667355 eta: 1 day, 15:49:37 batch_cost: 0.4778 data_cost: 0.0013 ips: 8.3722 images/s [04/09 20:01:42] ppdet.engine INFO: Epoch: [46] [4500/7329] learning_rate: 0.000100 loss_class: 0.553525 loss_bbox: 0.127366 loss_giou: 0.391902 loss_class_aux: 3.438419 loss_bbox_aux: 0.871388 loss_giou_aux: 2.460391 loss_class_dn: 0.305051 loss_bbox_dn: 0.138726 loss_giou_dn: 0.341442 loss_class_aux_dn: 1.622666 loss_bbox_aux_dn: 0.809828 loss_giou_aux_dn: 1.932437 loss: 13.090914 eta: 1 day, 15:48:45 batch_cost: 0.5299 data_cost: 0.0020 ips: 7.5484 images/s [04/09 20:02:42] ppdet.engine INFO: Epoch: [46] [4600/7329] learning_rate: 0.000100 loss_class: 0.545541 loss_bbox: 0.131829 loss_giou: 0.452724 loss_class_aux: 3.454971 loss_bbox_aux: 0.869175 loss_giou_aux: 2.770040 loss_class_dn: 0.324936 loss_bbox_dn: 0.143362 loss_giou_dn: 0.395522 loss_class_aux_dn: 1.782980 loss_bbox_aux_dn: 0.832916 loss_giou_aux_dn: 2.173352 loss: 14.406359 eta: 1 day, 15:47:53 batch_cost: 0.5256 data_cost: 0.0013 ips: 7.6096 images/s [04/09 20:03:36] ppdet.engine INFO: Epoch: [46] [4700/7329] learning_rate: 0.000100 loss_class: 0.534456 loss_bbox: 0.142384 loss_giou: 0.372270 loss_class_aux: 3.322761 loss_bbox_aux: 0.945710 loss_giou_aux: 2.364577 loss_class_dn: 0.308874 loss_bbox_dn: 0.149469 loss_giou_dn: 0.342479 loss_class_aux_dn: 1.645499 loss_bbox_aux_dn: 0.911015 loss_giou_aux_dn: 1.985750 loss: 13.215001 eta: 1 day, 15:46:57 batch_cost: 0.4824 data_cost: 0.0015 ips: 8.2921 images/s [04/09 20:04:32] ppdet.engine INFO: Epoch: [46] [4800/7329] learning_rate: 0.000100 loss_class: 0.558204 loss_bbox: 0.132766 loss_giou: 0.372106 loss_class_aux: 3.534179 loss_bbox_aux: 0.861073 loss_giou_aux: 2.417411 loss_class_dn: 0.350886 loss_bbox_dn: 0.134094 loss_giou_dn: 0.355094 loss_class_aux_dn: 1.886445 loss_bbox_aux_dn: 0.793936 loss_giou_aux_dn: 2.053070 loss: 13.962581 eta: 1 day, 15:46:03 batch_cost: 0.5004 data_cost: 0.0013 ips: 7.9933 images/s [04/09 20:05:38] ppdet.engine INFO: Epoch: [46] [4900/7329] learning_rate: 0.000100 loss_class: 0.673157 loss_bbox: 0.161036 loss_giou: 0.458735 loss_class_aux: 4.265520 loss_bbox_aux: 1.061140 loss_giou_aux: 2.886728 loss_class_dn: 0.387335 loss_bbox_dn: 0.157329 loss_giou_dn: 0.416070 loss_class_aux_dn: 2.130447 loss_bbox_aux_dn: 0.931043 loss_giou_aux_dn: 2.410697 loss: 17.246819 eta: 1 day, 15:45:17 batch_cost: 0.5984 data_cost: 0.0014 ips: 6.6847 images/s [04/09 20:06:45] ppdet.engine INFO: Epoch: [46] [5000/7329] learning_rate: 0.000100 loss_class: 0.572316 loss_bbox: 0.148119 loss_giou: 0.357638 loss_class_aux: 3.622942 loss_bbox_aux: 0.989648 loss_giou_aux: 2.250102 loss_class_dn: 0.308946 loss_bbox_dn: 0.154506 loss_giou_dn: 0.349855 loss_class_aux_dn: 1.655587 loss_bbox_aux_dn: 0.908460 loss_giou_aux_dn: 1.997908 loss: 13.688950 eta: 1 day, 15:44:31 batch_cost: 0.6036 data_cost: 0.0013 ips: 6.6273 images/s [04/09 20:07:45] ppdet.engine INFO: Epoch: [46] [5100/7329] learning_rate: 0.000100 loss_class: 0.598263 loss_bbox: 0.136622 loss_giou: 0.402384 loss_class_aux: 3.747565 loss_bbox_aux: 0.892775 loss_giou_aux: 2.566385 loss_class_dn: 0.341753 loss_bbox_dn: 0.124336 loss_giou_dn: 0.384825 loss_class_aux_dn: 1.867444 loss_bbox_aux_dn: 0.731340 loss_giou_aux_dn: 2.169121 loss: 14.641138 eta: 1 day, 15:43:40 batch_cost: 0.5342 data_cost: 0.0013 ips: 7.4873 images/s [04/09 20:08:44] ppdet.engine INFO: Epoch: [46] [5200/7329] learning_rate: 0.000100 loss_class: 0.544502 loss_bbox: 0.147379 loss_giou: 0.385900 loss_class_aux: 3.535406 loss_bbox_aux: 0.955696 loss_giou_aux: 2.435476 loss_class_dn: 0.325283 loss_bbox_dn: 0.157152 loss_giou_dn: 0.357937 loss_class_aux_dn: 1.787524 loss_bbox_aux_dn: 0.933098 loss_giou_aux_dn: 2.055083 loss: 14.443333 eta: 1 day, 15:42:48 batch_cost: 0.5277 data_cost: 0.0013 ips: 7.5802 images/s [04/09 20:09:45] ppdet.engine INFO: Epoch: [46] [5300/7329] learning_rate: 0.000100 loss_class: 0.619571 loss_bbox: 0.140777 loss_giou: 0.405570 loss_class_aux: 3.880881 loss_bbox_aux: 0.929085 loss_giou_aux: 2.481808 loss_class_dn: 0.338912 loss_bbox_dn: 0.137064 loss_giou_dn: 0.392140 loss_class_aux_dn: 1.801061 loss_bbox_aux_dn: 0.849968 loss_giou_aux_dn: 2.212585 loss: 15.194172 eta: 1 day, 15:41:57 batch_cost: 0.5467 data_cost: 0.0014 ips: 7.3170 images/s [04/09 20:10:44] ppdet.engine INFO: Epoch: [46] [5400/7329] learning_rate: 0.000100 loss_class: 0.595786 loss_bbox: 0.136324 loss_giou: 0.427898 loss_class_aux: 3.680279 loss_bbox_aux: 0.926799 loss_giou_aux: 2.731956 loss_class_dn: 0.337314 loss_bbox_dn: 0.140455 loss_giou_dn: 0.359094 loss_class_aux_dn: 1.831884 loss_bbox_aux_dn: 0.869011 loss_giou_aux_dn: 2.003020 loss: 14.130653 eta: 1 day, 15:41:05 batch_cost: 0.5294 data_cost: 0.0013 ips: 7.5557 images/s [04/09 20:11:40] ppdet.engine INFO: Epoch: [46] [5500/7329] learning_rate: 0.000100 loss_class: 0.596637 loss_bbox: 0.132484 loss_giou: 0.383321 loss_class_aux: 3.829145 loss_bbox_aux: 0.856540 loss_giou_aux: 2.395296 loss_class_dn: 0.344430 loss_bbox_dn: 0.143389 loss_giou_dn: 0.356940 loss_class_aux_dn: 1.768143 loss_bbox_aux_dn: 0.853145 loss_giou_aux_dn: 2.041638 loss: 14.840120 eta: 1 day, 15:40:11 batch_cost: 0.4965 data_cost: 0.0015 ips: 8.0563 images/s [04/09 20:12:38] ppdet.engine INFO: Epoch: [46] [5600/7329] learning_rate: 0.000100 loss_class: 0.573595 loss_bbox: 0.161256 loss_giou: 0.468248 loss_class_aux: 3.616248 loss_bbox_aux: 1.032793 loss_giou_aux: 2.956785 loss_class_dn: 0.332841 loss_bbox_dn: 0.154942 loss_giou_dn: 0.424214 loss_class_aux_dn: 1.757706 loss_bbox_aux_dn: 0.926603 loss_giou_aux_dn: 2.298042 loss: 15.134037 eta: 1 day, 15:39:18 batch_cost: 0.5084 data_cost: 0.0016 ips: 7.8683 images/s [04/09 20:13:32] ppdet.engine INFO: Epoch: [46] [5700/7329] learning_rate: 0.000100 loss_class: 0.563195 loss_bbox: 0.130222 loss_giou: 0.368701 loss_class_aux: 3.594666 loss_bbox_aux: 0.880967 loss_giou_aux: 2.330300 loss_class_dn: 0.296722 loss_bbox_dn: 0.135727 loss_giou_dn: 0.326571 loss_class_aux_dn: 1.591377 loss_bbox_aux_dn: 0.863760 loss_giou_aux_dn: 1.845211 loss: 12.768596 eta: 1 day, 15:38:22 batch_cost: 0.4850 data_cost: 0.0013 ips: 8.2474 images/s [04/09 20:14:27] ppdet.engine INFO: Epoch: [46] [5800/7329] learning_rate: 0.000100 loss_class: 0.487651 loss_bbox: 0.135912 loss_giou: 0.322074 loss_class_aux: 3.295333 loss_bbox_aux: 0.905839 loss_giou_aux: 2.130855 loss_class_dn: 0.281240 loss_bbox_dn: 0.137332 loss_giou_dn: 0.309344 loss_class_aux_dn: 1.541043 loss_bbox_aux_dn: 0.817488 loss_giou_aux_dn: 1.731508 loss: 11.814131 eta: 1 day, 15:37:26 batch_cost: 0.4802 data_cost: 0.0015 ips: 8.3307 images/s [04/09 20:15:21] ppdet.engine INFO: Epoch: [46] [5900/7329] learning_rate: 0.000100 loss_class: 0.561472 loss_bbox: 0.139978 loss_giou: 0.371851 loss_class_aux: 3.563282 loss_bbox_aux: 0.920940 loss_giou_aux: 2.397346 loss_class_dn: 0.303758 loss_bbox_dn: 0.141001 loss_giou_dn: 0.350637 loss_class_aux_dn: 1.613674 loss_bbox_aux_dn: 0.816730 loss_giou_aux_dn: 1.938205 loss: 12.933797 eta: 1 day, 15:36:31 batch_cost: 0.4855 data_cost: 0.0014 ips: 8.2387 images/s [04/09 20:16:25] ppdet.engine INFO: Epoch: [46] [6000/7329] learning_rate: 0.000100 loss_class: 0.552957 loss_bbox: 0.130993 loss_giou: 0.329970 loss_class_aux: 3.575122 loss_bbox_aux: 0.868285 loss_giou_aux: 2.145944 loss_class_dn: 0.294506 loss_bbox_dn: 0.143668 loss_giou_dn: 0.314308 loss_class_aux_dn: 1.590026 loss_bbox_aux_dn: 0.872414 loss_giou_aux_dn: 1.808269 loss: 12.485383 eta: 1 day, 15:35:42 batch_cost: 0.5639 data_cost: 0.0015 ips: 7.0935 images/s [04/09 20:17:25] ppdet.engine INFO: Epoch: [46] [6100/7329] learning_rate: 0.000100 loss_class: 0.546441 loss_bbox: 0.126544 loss_giou: 0.361483 loss_class_aux: 3.544689 loss_bbox_aux: 0.836230 loss_giou_aux: 2.264700 loss_class_dn: 0.329726 loss_bbox_dn: 0.134984 loss_giou_dn: 0.341527 loss_class_aux_dn: 1.747490 loss_bbox_aux_dn: 0.809090 loss_giou_aux_dn: 1.899038 loss: 12.958273 eta: 1 day, 15:34:51 batch_cost: 0.5425 data_cost: 0.0014 ips: 7.3729 images/s [04/09 20:18:22] ppdet.engine INFO: Epoch: [46] [6200/7329] learning_rate: 0.000100 loss_class: 0.597572 loss_bbox: 0.150559 loss_giou: 0.422085 loss_class_aux: 3.751023 loss_bbox_aux: 0.992932 loss_giou_aux: 2.755639 loss_class_dn: 0.377855 loss_bbox_dn: 0.129423 loss_giou_dn: 0.395974 loss_class_aux_dn: 2.014925 loss_bbox_aux_dn: 0.764617 loss_giou_aux_dn: 2.194363 loss: 15.820617 eta: 1 day, 15:33:57 batch_cost: 0.4976 data_cost: 0.0015 ips: 8.0379 images/s [04/09 20:19:20] ppdet.engine INFO: Epoch: [46] [6300/7329] learning_rate: 0.000100 loss_class: 0.535979 loss_bbox: 0.131172 loss_giou: 0.330145 loss_class_aux: 3.529098 loss_bbox_aux: 0.865150 loss_giou_aux: 2.122814 loss_class_dn: 0.296938 loss_bbox_dn: 0.139129 loss_giou_dn: 0.309047 loss_class_aux_dn: 1.637161 loss_bbox_aux_dn: 0.816504 loss_giou_aux_dn: 1.742193 loss: 12.775848 eta: 1 day, 15:33:04 batch_cost: 0.5196 data_cost: 0.0014 ips: 7.6987 images/s [04/09 20:20:21] ppdet.engine INFO: Epoch: [46] [6400/7329] learning_rate: 0.000100 loss_class: 0.535443 loss_bbox: 0.174542 loss_giou: 0.344871 loss_class_aux: 3.479239 loss_bbox_aux: 1.134760 loss_giou_aux: 2.135358 loss_class_dn: 0.306057 loss_bbox_dn: 0.179293 loss_giou_dn: 0.333973 loss_class_aux_dn: 1.683545 loss_bbox_aux_dn: 1.087585 loss_giou_aux_dn: 1.882767 loss: 13.581628 eta: 1 day, 15:32:13 batch_cost: 0.5400 data_cost: 0.0015 ips: 7.4068 images/s [04/09 20:21:17] ppdet.engine INFO: Epoch: [46] [6500/7329] learning_rate: 0.000100 loss_class: 0.607222 loss_bbox: 0.142050 loss_giou: 0.416455 loss_class_aux: 3.997019 loss_bbox_aux: 0.915865 loss_giou_aux: 2.648623 loss_class_dn: 0.328448 loss_bbox_dn: 0.141990 loss_giou_dn: 0.384234 loss_class_aux_dn: 1.730329 loss_bbox_aux_dn: 0.875480 loss_giou_aux_dn: 2.204363 loss: 14.719976 eta: 1 day, 15:31:20 batch_cost: 0.5038 data_cost: 0.0014 ips: 7.9399 images/s [04/09 20:22:16] ppdet.engine INFO: Epoch: [46] [6600/7329] learning_rate: 0.000100 loss_class: 0.548396 loss_bbox: 0.133787 loss_giou: 0.428348 loss_class_aux: 3.541081 loss_bbox_aux: 0.852940 loss_giou_aux: 2.651567 loss_class_dn: 0.321061 loss_bbox_dn: 0.131476 loss_giou_dn: 0.358653 loss_class_aux_dn: 1.735658 loss_bbox_aux_dn: 0.800343 loss_giou_aux_dn: 1.998969 loss: 14.147842 eta: 1 day, 15:30:28 batch_cost: 0.5272 data_cost: 0.0014 ips: 7.5880 images/s [04/09 20:23:13] ppdet.engine INFO: Epoch: [46] [6700/7329] learning_rate: 0.000100 loss_class: 0.534392 loss_bbox: 0.146416 loss_giou: 0.403009 loss_class_aux: 3.392561 loss_bbox_aux: 0.926587 loss_giou_aux: 2.474518 loss_class_dn: 0.315009 loss_bbox_dn: 0.146797 loss_giou_dn: 0.347032 loss_class_aux_dn: 1.667917 loss_bbox_aux_dn: 0.840062 loss_giou_aux_dn: 1.943016 loss: 14.189759 eta: 1 day, 15:29:33 batch_cost: 0.4988 data_cost: 0.0014 ips: 8.0200 images/s [04/09 20:24:13] ppdet.engine INFO: Epoch: [46] [6800/7329] learning_rate: 0.000100 loss_class: 0.589352 loss_bbox: 0.139608 loss_giou: 0.373069 loss_class_aux: 3.670476 loss_bbox_aux: 0.964194 loss_giou_aux: 2.408842 loss_class_dn: 0.336816 loss_bbox_dn: 0.150342 loss_giou_dn: 0.375038 loss_class_aux_dn: 1.819674 loss_bbox_aux_dn: 0.948897 loss_giou_aux_dn: 2.090189 loss: 14.147573 eta: 1 day, 15:28:42 batch_cost: 0.5320 data_cost: 0.0016 ips: 7.5183 images/s [04/09 20:25:09] ppdet.engine INFO: Epoch: [46] [6900/7329] learning_rate: 0.000100 loss_class: 0.590075 loss_bbox: 0.139848 loss_giou: 0.416660 loss_class_aux: 3.683668 loss_bbox_aux: 0.917122 loss_giou_aux: 2.685789 loss_class_dn: 0.335852 loss_bbox_dn: 0.134034 loss_giou_dn: 0.358693 loss_class_aux_dn: 1.802448 loss_bbox_aux_dn: 0.811322 loss_giou_aux_dn: 1.994956 loss: 14.125011 eta: 1 day, 15:27:48 batch_cost: 0.4981 data_cost: 0.0014 ips: 8.0309 images/s [04/09 20:26:07] ppdet.engine INFO: Epoch: [46] [7000/7329] learning_rate: 0.000100 loss_class: 0.585676 loss_bbox: 0.157221 loss_giou: 0.446486 loss_class_aux: 3.843953 loss_bbox_aux: 0.959019 loss_giou_aux: 2.692055 loss_class_dn: 0.347083 loss_bbox_dn: 0.154579 loss_giou_dn: 0.394773 loss_class_aux_dn: 1.868833 loss_bbox_aux_dn: 0.897409 loss_giou_aux_dn: 2.228341 loss: 15.847760 eta: 1 day, 15:26:55 batch_cost: 0.5171 data_cost: 0.0014 ips: 7.7355 images/s [04/09 20:27:10] ppdet.engine INFO: Epoch: [46] [7100/7329] learning_rate: 0.000100 loss_class: 0.514687 loss_bbox: 0.151579 loss_giou: 0.350786 loss_class_aux: 3.393491 loss_bbox_aux: 0.974352 loss_giou_aux: 2.200771 loss_class_dn: 0.324879 loss_bbox_dn: 0.154946 loss_giou_dn: 0.335974 loss_class_aux_dn: 1.725958 loss_bbox_aux_dn: 0.901358 loss_giou_aux_dn: 1.879299 loss: 14.297401 eta: 1 day, 15:26:06 batch_cost: 0.5723 data_cost: 0.0014 ips: 6.9895 images/s [04/09 20:28:04] ppdet.engine INFO: Epoch: [46] [7200/7329] learning_rate: 0.000100 loss_class: 0.564040 loss_bbox: 0.126100 loss_giou: 0.403802 loss_class_aux: 3.513058 loss_bbox_aux: 0.819547 loss_giou_aux: 2.466355 loss_class_dn: 0.312388 loss_bbox_dn: 0.134163 loss_giou_dn: 0.342636 loss_class_aux_dn: 1.694310 loss_bbox_aux_dn: 0.792536 loss_giou_aux_dn: 1.894272 loss: 13.294567 eta: 1 day, 15:25:10 batch_cost: 0.4724 data_cost: 0.0014 ips: 8.4677 images/s [04/09 20:28:57] ppdet.engine INFO: Epoch: [46] [7300/7329] learning_rate: 0.000100 loss_class: 0.559519 loss_bbox: 0.148172 loss_giou: 0.412799 loss_class_aux: 3.588490 loss_bbox_aux: 0.974177 loss_giou_aux: 2.588799 loss_class_dn: 0.329066 loss_bbox_dn: 0.145826 loss_giou_dn: 0.409369 loss_class_aux_dn: 1.743980 loss_bbox_aux_dn: 0.886077 loss_giou_aux_dn: 2.254061 loss: 14.662458 eta: 1 day, 15:24:14 batch_cost: 0.4732 data_cost: 0.0014 ips: 8.4529 images/s [04/09 20:29:18] ppdet.engine INFO: Eval iter: 0 [04/09 20:29:45] ppdet.engine INFO: Eval iter: 100 [04/09 20:30:12] ppdet.engine INFO: Eval iter: 200 [04/09 20:30:39] ppdet.engine INFO: Eval iter: 300 [04/09 20:31:05] ppdet.engine INFO: Eval iter: 400 [04/09 20:31:31] ppdet.engine INFO: Eval iter: 500 [04/09 20:31:58] ppdet.engine INFO: Eval iter: 600 [04/09 20:32:26] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/09 20:32:26] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.89s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.53s). Accumulating evaluation results... DONE (t=27.44s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.710 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.337 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.548 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/09 20:35:12] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.05020874045973 [04/09 20:35:12] ppdet.engine INFO: Best test bbox ap is 0.525. [04/09 20:35:15] ppdet.engine INFO: Epoch: [47] [ 0/7329] learning_rate: 0.000100 loss_class: 0.571108 loss_bbox: 0.140860 loss_giou: 0.405351 loss_class_aux: 3.552910 loss_bbox_aux: 0.917829 loss_giou_aux: 2.514367 loss_class_dn: 0.318463 loss_bbox_dn: 0.140690 loss_giou_dn: 0.374713 loss_class_aux_dn: 1.707656 loss_bbox_aux_dn: 0.828619 loss_giou_aux_dn: 2.072528 loss: 14.305666 eta: 1 day, 15:23:58 batch_cost: 0.4749 data_cost: 0.0014 ips: 8.4233 images/s [04/09 20:36:14] ppdet.engine INFO: Epoch: [47] [ 100/7329] learning_rate: 0.000100 loss_class: 0.588662 loss_bbox: 0.130332 loss_giou: 0.407093 loss_class_aux: 3.789560 loss_bbox_aux: 0.868849 loss_giou_aux: 2.592840 loss_class_dn: 0.366635 loss_bbox_dn: 0.144492 loss_giou_dn: 0.389433 loss_class_aux_dn: 1.959855 loss_bbox_aux_dn: 0.880296 loss_giou_aux_dn: 2.250757 loss: 14.986673 eta: 1 day, 15:23:06 batch_cost: 0.5316 data_cost: 0.0014 ips: 7.5239 images/s [04/09 20:37:18] ppdet.engine INFO: Epoch: [47] [ 200/7329] learning_rate: 0.000100 loss_class: 0.615808 loss_bbox: 0.139530 loss_giou: 0.366551 loss_class_aux: 3.941407 loss_bbox_aux: 0.905856 loss_giou_aux: 2.303758 loss_class_dn: 0.339090 loss_bbox_dn: 0.129004 loss_giou_dn: 0.350880 loss_class_aux_dn: 1.781702 loss_bbox_aux_dn: 0.782762 loss_giou_aux_dn: 1.899240 loss: 14.206380 eta: 1 day, 15:22:17 batch_cost: 0.5661 data_cost: 0.0015 ips: 7.0656 images/s [04/09 20:38:20] ppdet.engine INFO: Epoch: [47] [ 300/7329] learning_rate: 0.000100 loss_class: 0.548171 loss_bbox: 0.144078 loss_giou: 0.368821 loss_class_aux: 3.559893 loss_bbox_aux: 0.918917 loss_giou_aux: 2.447274 loss_class_dn: 0.302289 loss_bbox_dn: 0.138597 loss_giou_dn: 0.342206 loss_class_aux_dn: 1.636488 loss_bbox_aux_dn: 0.800799 loss_giou_aux_dn: 1.952327 loss: 13.855467 eta: 1 day, 15:21:27 batch_cost: 0.5559 data_cost: 0.0015 ips: 7.1956 images/s [04/09 20:39:19] ppdet.engine INFO: Epoch: [47] [ 400/7329] learning_rate: 0.000100 loss_class: 0.513440 loss_bbox: 0.136250 loss_giou: 0.372800 loss_class_aux: 3.190032 loss_bbox_aux: 0.910286 loss_giou_aux: 2.335853 loss_class_dn: 0.314592 loss_bbox_dn: 0.157416 loss_giou_dn: 0.352059 loss_class_aux_dn: 1.696345 loss_bbox_aux_dn: 0.905394 loss_giou_aux_dn: 1.964745 loss: 12.547483 eta: 1 day, 15:20:35 batch_cost: 0.5197 data_cost: 0.0014 ips: 7.6971 images/s [04/09 20:40:17] ppdet.engine INFO: Epoch: [47] [ 500/7329] learning_rate: 0.000100 loss_class: 0.595404 loss_bbox: 0.142119 loss_giou: 0.410089 loss_class_aux: 3.983072 loss_bbox_aux: 0.942458 loss_giou_aux: 2.566975 loss_class_dn: 0.333802 loss_bbox_dn: 0.148770 loss_giou_dn: 0.360671 loss_class_aux_dn: 1.824802 loss_bbox_aux_dn: 0.889205 loss_giou_aux_dn: 2.135520 loss: 14.300566 eta: 1 day, 15:19:42 batch_cost: 0.5180 data_cost: 0.0014 ips: 7.7220 images/s [04/09 20:41:19] ppdet.engine INFO: Epoch: [47] [ 600/7329] learning_rate: 0.000100 loss_class: 0.616958 loss_bbox: 0.121507 loss_giou: 0.413894 loss_class_aux: 3.931606 loss_bbox_aux: 0.826838 loss_giou_aux: 2.571790 loss_class_dn: 0.341832 loss_bbox_dn: 0.128458 loss_giou_dn: 0.372470 loss_class_aux_dn: 1.836802 loss_bbox_aux_dn: 0.753535 loss_giou_aux_dn: 2.067164 loss: 14.166136 eta: 1 day, 15:18:52 batch_cost: 0.5456 data_cost: 0.0014 ips: 7.3317 images/s [04/09 20:42:21] ppdet.engine INFO: Epoch: [47] [ 700/7329] learning_rate: 0.000100 loss_class: 0.498707 loss_bbox: 0.120596 loss_giou: 0.331391 loss_class_aux: 3.081930 loss_bbox_aux: 0.799047 loss_giou_aux: 2.162037 loss_class_dn: 0.295411 loss_bbox_dn: 0.113201 loss_giou_dn: 0.337314 loss_class_aux_dn: 1.677561 loss_bbox_aux_dn: 0.710242 loss_giou_aux_dn: 1.846159 loss: 13.137012 eta: 1 day, 15:18:01 batch_cost: 0.5491 data_cost: 0.0017 ips: 7.2843 images/s [04/09 20:43:21] ppdet.engine INFO: Epoch: [47] [ 800/7329] learning_rate: 0.000100 loss_class: 0.553123 loss_bbox: 0.130394 loss_giou: 0.328120 loss_class_aux: 3.500757 loss_bbox_aux: 0.847845 loss_giou_aux: 2.133529 loss_class_dn: 0.310608 loss_bbox_dn: 0.134076 loss_giou_dn: 0.332991 loss_class_aux_dn: 1.680616 loss_bbox_aux_dn: 0.805001 loss_giou_aux_dn: 1.855291 loss: 13.735382 eta: 1 day, 15:17:10 batch_cost: 0.5350 data_cost: 0.0016 ips: 7.4769 images/s [04/09 20:44:20] ppdet.engine INFO: Epoch: [47] [ 900/7329] learning_rate: 0.000100 loss_class: 0.528774 loss_bbox: 0.136188 loss_giou: 0.339200 loss_class_aux: 3.387980 loss_bbox_aux: 0.897382 loss_giou_aux: 2.107607 loss_class_dn: 0.305390 loss_bbox_dn: 0.149901 loss_giou_dn: 0.339803 loss_class_aux_dn: 1.654297 loss_bbox_aux_dn: 0.875518 loss_giou_aux_dn: 1.859460 loss: 12.621849 eta: 1 day, 15:16:17 batch_cost: 0.5130 data_cost: 0.0014 ips: 7.7966 images/s [04/09 20:45:20] ppdet.engine INFO: Epoch: [47] [1000/7329] learning_rate: 0.000100 loss_class: 0.570803 loss_bbox: 0.151876 loss_giou: 0.423500 loss_class_aux: 3.640007 loss_bbox_aux: 0.952489 loss_giou_aux: 2.687620 loss_class_dn: 0.328312 loss_bbox_dn: 0.136033 loss_giou_dn: 0.379213 loss_class_aux_dn: 1.816336 loss_bbox_aux_dn: 0.792418 loss_giou_aux_dn: 2.137310 loss: 14.871145 eta: 1 day, 15:15:25 batch_cost: 0.5290 data_cost: 0.0014 ips: 7.5619 images/s [04/09 20:46:22] ppdet.engine INFO: Epoch: [47] [1100/7329] learning_rate: 0.000100 loss_class: 0.502165 loss_bbox: 0.128615 loss_giou: 0.325561 loss_class_aux: 3.447771 loss_bbox_aux: 0.850383 loss_giou_aux: 2.040388 loss_class_dn: 0.278712 loss_bbox_dn: 0.135017 loss_giou_dn: 0.300874 loss_class_aux_dn: 1.507471 loss_bbox_aux_dn: 0.795161 loss_giou_aux_dn: 1.715213 loss: 12.293669 eta: 1 day, 15:14:34 batch_cost: 0.5354 data_cost: 0.0015 ips: 7.4711 images/s [04/09 20:47:18] ppdet.engine INFO: Epoch: [47] [1200/7329] learning_rate: 0.000100 loss_class: 0.665268 loss_bbox: 0.144492 loss_giou: 0.470541 loss_class_aux: 4.204324 loss_bbox_aux: 0.909746 loss_giou_aux: 2.955830 loss_class_dn: 0.394424 loss_bbox_dn: 0.136198 loss_giou_dn: 0.454762 loss_class_aux_dn: 2.144209 loss_bbox_aux_dn: 0.822567 loss_giou_aux_dn: 2.480119 loss: 16.977722 eta: 1 day, 15:13:39 batch_cost: 0.4930 data_cost: 0.0014 ips: 8.1144 images/s [04/09 20:48:13] ppdet.engine INFO: Epoch: [47] [1300/7329] learning_rate: 0.000100 loss_class: 0.570787 loss_bbox: 0.131598 loss_giou: 0.329918 loss_class_aux: 3.710012 loss_bbox_aux: 0.912334 loss_giou_aux: 2.191404 loss_class_dn: 0.319789 loss_bbox_dn: 0.160145 loss_giou_dn: 0.335483 loss_class_aux_dn: 1.733416 loss_bbox_aux_dn: 0.975322 loss_giou_aux_dn: 1.893011 loss: 13.209032 eta: 1 day, 15:12:44 batch_cost: 0.4893 data_cost: 0.0014 ips: 8.1743 images/s [04/09 20:49:10] ppdet.engine INFO: Epoch: [47] [1400/7329] learning_rate: 0.000100 loss_class: 0.565185 loss_bbox: 0.142065 loss_giou: 0.335234 loss_class_aux: 3.477735 loss_bbox_aux: 0.886693 loss_giou_aux: 2.085572 loss_class_dn: 0.293984 loss_bbox_dn: 0.142149 loss_giou_dn: 0.331873 loss_class_aux_dn: 1.599446 loss_bbox_aux_dn: 0.881481 loss_giou_aux_dn: 1.831981 loss: 12.974094 eta: 1 day, 15:11:51 batch_cost: 0.5089 data_cost: 0.0014 ips: 7.8603 images/s [04/09 20:50:12] ppdet.engine INFO: Epoch: [47] [1500/7329] learning_rate: 0.000100 loss_class: 0.562749 loss_bbox: 0.144878 loss_giou: 0.450399 loss_class_aux: 3.642771 loss_bbox_aux: 0.916071 loss_giou_aux: 2.870221 loss_class_dn: 0.353905 loss_bbox_dn: 0.152354 loss_giou_dn: 0.415694 loss_class_aux_dn: 1.890972 loss_bbox_aux_dn: 0.867671 loss_giou_aux_dn: 2.388034 loss: 15.024704 eta: 1 day, 15:11:00 batch_cost: 0.5474 data_cost: 0.0017 ips: 7.3071 images/s [04/09 20:51:05] ppdet.engine INFO: Epoch: [47] [1600/7329] learning_rate: 0.000100 loss_class: 0.592110 loss_bbox: 0.133779 loss_giou: 0.457844 loss_class_aux: 3.703824 loss_bbox_aux: 0.900780 loss_giou_aux: 2.930629 loss_class_dn: 0.345726 loss_bbox_dn: 0.124976 loss_giou_dn: 0.401202 loss_class_aux_dn: 1.867837 loss_bbox_aux_dn: 0.821543 loss_giou_aux_dn: 2.273072 loss: 14.406079 eta: 1 day, 15:10:04 batch_cost: 0.4731 data_cost: 0.0014 ips: 8.4550 images/s [04/09 20:52:00] ppdet.engine INFO: Epoch: [47] [1700/7329] learning_rate: 0.000100 loss_class: 0.640098 loss_bbox: 0.140884 loss_giou: 0.435870 loss_class_aux: 4.069165 loss_bbox_aux: 0.907444 loss_giou_aux: 2.752722 loss_class_dn: 0.362835 loss_bbox_dn: 0.142377 loss_giou_dn: 0.420718 loss_class_aux_dn: 1.915295 loss_bbox_aux_dn: 0.854605 loss_giou_aux_dn: 2.383372 loss: 15.796439 eta: 1 day, 15:09:09 batch_cost: 0.4839 data_cost: 0.0014 ips: 8.2661 images/s [04/09 20:52:59] ppdet.engine INFO: Epoch: [47] [1800/7329] learning_rate: 0.000100 loss_class: 0.503091 loss_bbox: 0.140107 loss_giou: 0.386204 loss_class_aux: 3.094461 loss_bbox_aux: 0.896532 loss_giou_aux: 2.411265 loss_class_dn: 0.289223 loss_bbox_dn: 0.125949 loss_giou_dn: 0.325651 loss_class_aux_dn: 1.546916 loss_bbox_aux_dn: 0.773727 loss_giou_aux_dn: 1.835902 loss: 13.482586 eta: 1 day, 15:08:17 batch_cost: 0.5270 data_cost: 0.0016 ips: 7.5898 images/s [04/09 20:53:56] ppdet.engine INFO: Epoch: [47] [1900/7329] learning_rate: 0.000100 loss_class: 0.549132 loss_bbox: 0.138007 loss_giou: 0.362406 loss_class_aux: 3.450472 loss_bbox_aux: 0.924085 loss_giou_aux: 2.276797 loss_class_dn: 0.316798 loss_bbox_dn: 0.144080 loss_giou_dn: 0.356635 loss_class_aux_dn: 1.702658 loss_bbox_aux_dn: 0.865240 loss_giou_aux_dn: 1.972728 loss: 14.256067 eta: 1 day, 15:07:23 batch_cost: 0.5068 data_cost: 0.0013 ips: 7.8927 images/s [04/09 20:54:55] ppdet.engine INFO: Epoch: [47] [2000/7329] learning_rate: 0.000100 loss_class: 0.573980 loss_bbox: 0.131850 loss_giou: 0.417538 loss_class_aux: 3.719376 loss_bbox_aux: 0.928876 loss_giou_aux: 2.578758 loss_class_dn: 0.352359 loss_bbox_dn: 0.150597 loss_giou_dn: 0.372632 loss_class_aux_dn: 1.895541 loss_bbox_aux_dn: 0.859549 loss_giou_aux_dn: 2.099209 loss: 15.068579 eta: 1 day, 15:06:31 batch_cost: 0.5209 data_cost: 0.0014 ips: 7.6796 images/s [04/09 20:55:51] ppdet.engine INFO: Epoch: [47] [2100/7329] learning_rate: 0.000100 loss_class: 0.576176 loss_bbox: 0.142759 loss_giou: 0.360419 loss_class_aux: 3.589027 loss_bbox_aux: 0.954415 loss_giou_aux: 2.332033 loss_class_dn: 0.312485 loss_bbox_dn: 0.145622 loss_giou_dn: 0.336593 loss_class_aux_dn: 1.727579 loss_bbox_aux_dn: 0.864801 loss_giou_aux_dn: 1.895981 loss: 13.933971 eta: 1 day, 15:05:36 batch_cost: 0.4977 data_cost: 0.0015 ips: 8.0372 images/s [04/09 20:56:48] ppdet.engine INFO: Epoch: [47] [2200/7329] learning_rate: 0.000100 loss_class: 0.641024 loss_bbox: 0.141910 loss_giou: 0.478238 loss_class_aux: 4.043502 loss_bbox_aux: 0.969704 loss_giou_aux: 3.109147 loss_class_dn: 0.373333 loss_bbox_dn: 0.150689 loss_giou_dn: 0.463532 loss_class_aux_dn: 1.977846 loss_bbox_aux_dn: 0.932948 loss_giou_aux_dn: 2.557597 loss: 16.533672 eta: 1 day, 15:04:43 batch_cost: 0.5129 data_cost: 0.0013 ips: 7.7987 images/s [04/09 20:57:45] ppdet.engine INFO: Epoch: [47] [2300/7329] learning_rate: 0.000100 loss_class: 0.637893 loss_bbox: 0.150117 loss_giou: 0.445220 loss_class_aux: 4.147810 loss_bbox_aux: 0.982658 loss_giou_aux: 2.870392 loss_class_dn: 0.361007 loss_bbox_dn: 0.152712 loss_giou_dn: 0.390842 loss_class_aux_dn: 1.941994 loss_bbox_aux_dn: 0.897310 loss_giou_aux_dn: 2.185757 loss: 15.351648 eta: 1 day, 15:03:49 batch_cost: 0.5008 data_cost: 0.0013 ips: 7.9875 images/s [04/09 20:58:45] ppdet.engine INFO: Epoch: [47] [2400/7329] learning_rate: 0.000100 loss_class: 0.529340 loss_bbox: 0.133149 loss_giou: 0.337619 loss_class_aux: 3.332975 loss_bbox_aux: 0.884697 loss_giou_aux: 2.185949 loss_class_dn: 0.295188 loss_bbox_dn: 0.150663 loss_giou_dn: 0.328296 loss_class_aux_dn: 1.607843 loss_bbox_aux_dn: 0.898479 loss_giou_aux_dn: 1.834108 loss: 12.841600 eta: 1 day, 15:02:58 batch_cost: 0.5360 data_cost: 0.0018 ips: 7.4623 images/s [04/09 20:59:49] ppdet.engine INFO: Epoch: [47] [2500/7329] learning_rate: 0.000100 loss_class: 0.541950 loss_bbox: 0.116837 loss_giou: 0.360489 loss_class_aux: 3.356734 loss_bbox_aux: 0.801407 loss_giou_aux: 2.296808 loss_class_dn: 0.290776 loss_bbox_dn: 0.120445 loss_giou_dn: 0.310894 loss_class_aux_dn: 1.557621 loss_bbox_aux_dn: 0.755553 loss_giou_aux_dn: 1.771845 loss: 13.108989 eta: 1 day, 15:02:09 batch_cost: 0.5675 data_cost: 0.0013 ips: 7.0479 images/s [04/09 21:00:54] ppdet.engine INFO: Epoch: [47] [2600/7329] learning_rate: 0.000100 loss_class: 0.553165 loss_bbox: 0.130427 loss_giou: 0.430440 loss_class_aux: 3.655480 loss_bbox_aux: 0.879146 loss_giou_aux: 2.685662 loss_class_dn: 0.341454 loss_bbox_dn: 0.143461 loss_giou_dn: 0.407989 loss_class_aux_dn: 1.835057 loss_bbox_aux_dn: 0.841908 loss_giou_aux_dn: 2.279037 loss: 14.179062 eta: 1 day, 15:01:22 batch_cost: 0.5892 data_cost: 0.0013 ips: 6.7893 images/s [04/09 21:01:53] ppdet.engine INFO: Epoch: [47] [2700/7329] learning_rate: 0.000100 loss_class: 0.600765 loss_bbox: 0.140530 loss_giou: 0.404909 loss_class_aux: 3.703190 loss_bbox_aux: 0.887783 loss_giou_aux: 2.619473 loss_class_dn: 0.331821 loss_bbox_dn: 0.129080 loss_giou_dn: 0.382460 loss_class_aux_dn: 1.795854 loss_bbox_aux_dn: 0.791056 loss_giou_aux_dn: 2.164405 loss: 13.875908 eta: 1 day, 15:00:30 batch_cost: 0.5348 data_cost: 0.0013 ips: 7.4801 images/s [04/09 21:02:48] ppdet.engine INFO: Epoch: [47] [2800/7329] learning_rate: 0.000100 loss_class: 0.545888 loss_bbox: 0.131559 loss_giou: 0.350944 loss_class_aux: 3.501125 loss_bbox_aux: 0.868362 loss_giou_aux: 2.203472 loss_class_dn: 0.343461 loss_bbox_dn: 0.139160 loss_giou_dn: 0.365842 loss_class_aux_dn: 1.848694 loss_bbox_aux_dn: 0.816138 loss_giou_aux_dn: 1.964709 loss: 14.155491 eta: 1 day, 14:59:35 batch_cost: 0.4880 data_cost: 0.0014 ips: 8.1959 images/s [04/09 21:03:45] ppdet.engine INFO: Epoch: [47] [2900/7329] learning_rate: 0.000100 loss_class: 0.593318 loss_bbox: 0.138089 loss_giou: 0.435630 loss_class_aux: 3.719822 loss_bbox_aux: 0.874360 loss_giou_aux: 2.749073 loss_class_dn: 0.334253 loss_bbox_dn: 0.143776 loss_giou_dn: 0.401611 loss_class_aux_dn: 1.815892 loss_bbox_aux_dn: 0.845875 loss_giou_aux_dn: 2.200803 loss: 15.049338 eta: 1 day, 14:58:42 batch_cost: 0.5065 data_cost: 0.0014 ips: 7.8980 images/s [04/09 21:04:40] ppdet.engine INFO: Epoch: [47] [3000/7329] learning_rate: 0.000100 loss_class: 0.600215 loss_bbox: 0.155247 loss_giou: 0.389372 loss_class_aux: 3.948902 loss_bbox_aux: 0.999258 loss_giou_aux: 2.493826 loss_class_dn: 0.330630 loss_bbox_dn: 0.160533 loss_giou_dn: 0.371449 loss_class_aux_dn: 1.827164 loss_bbox_aux_dn: 0.973355 loss_giou_aux_dn: 2.067439 loss: 14.123458 eta: 1 day, 14:57:47 batch_cost: 0.4906 data_cost: 0.0015 ips: 8.1526 images/s [04/09 21:05:38] ppdet.engine INFO: Epoch: [47] [3100/7329] learning_rate: 0.000100 loss_class: 0.571142 loss_bbox: 0.138609 loss_giou: 0.421470 loss_class_aux: 3.624074 loss_bbox_aux: 0.912889 loss_giou_aux: 2.589644 loss_class_dn: 0.333851 loss_bbox_dn: 0.133673 loss_giou_dn: 0.378161 loss_class_aux_dn: 1.783364 loss_bbox_aux_dn: 0.821550 loss_giou_aux_dn: 2.107874 loss: 14.371223 eta: 1 day, 14:56:54 batch_cost: 0.5177 data_cost: 0.0013 ips: 7.7264 images/s [04/09 21:06:33] ppdet.engine INFO: Epoch: [47] [3200/7329] learning_rate: 0.000100 loss_class: 0.620511 loss_bbox: 0.137375 loss_giou: 0.455311 loss_class_aux: 4.034957 loss_bbox_aux: 0.896164 loss_giou_aux: 2.832129 loss_class_dn: 0.355822 loss_bbox_dn: 0.138567 loss_giou_dn: 0.402106 loss_class_aux_dn: 1.884426 loss_bbox_aux_dn: 0.852580 loss_giou_aux_dn: 2.273914 loss: 15.752569 eta: 1 day, 14:55:59 batch_cost: 0.4889 data_cost: 0.0014 ips: 8.1808 images/s [04/09 21:07:29] ppdet.engine INFO: Epoch: [47] [3300/7329] learning_rate: 0.000100 loss_class: 0.565080 loss_bbox: 0.151932 loss_giou: 0.391711 loss_class_aux: 3.652483 loss_bbox_aux: 0.946992 loss_giou_aux: 2.427896 loss_class_dn: 0.325233 loss_bbox_dn: 0.157993 loss_giou_dn: 0.348546 loss_class_aux_dn: 1.763814 loss_bbox_aux_dn: 0.950888 loss_giou_aux_dn: 2.006349 loss: 13.853653 eta: 1 day, 14:55:05 batch_cost: 0.4958 data_cost: 0.0013 ips: 8.0670 images/s [04/09 21:08:28] ppdet.engine INFO: Epoch: [47] [3400/7329] learning_rate: 0.000100 loss_class: 0.544422 loss_bbox: 0.122431 loss_giou: 0.372148 loss_class_aux: 3.529111 loss_bbox_aux: 0.832730 loss_giou_aux: 2.268498 loss_class_dn: 0.313133 loss_bbox_dn: 0.122514 loss_giou_dn: 0.342129 loss_class_aux_dn: 1.667738 loss_bbox_aux_dn: 0.743458 loss_giou_aux_dn: 1.913747 loss: 13.224808 eta: 1 day, 14:54:13 batch_cost: 0.5220 data_cost: 0.0013 ips: 7.6624 images/s [04/09 21:09:22] ppdet.engine INFO: Epoch: [47] [3500/7329] learning_rate: 0.000100 loss_class: 0.627284 loss_bbox: 0.146299 loss_giou: 0.400468 loss_class_aux: 3.989799 loss_bbox_aux: 0.922137 loss_giou_aux: 2.512315 loss_class_dn: 0.346266 loss_bbox_dn: 0.144764 loss_giou_dn: 0.373473 loss_class_aux_dn: 1.865945 loss_bbox_aux_dn: 0.883077 loss_giou_aux_dn: 2.092692 loss: 14.882928 eta: 1 day, 14:53:17 batch_cost: 0.4823 data_cost: 0.0014 ips: 8.2944 images/s [04/09 21:10:18] ppdet.engine INFO: Epoch: [47] [3600/7329] learning_rate: 0.000100 loss_class: 0.593423 loss_bbox: 0.144652 loss_giou: 0.416272 loss_class_aux: 3.769120 loss_bbox_aux: 0.927792 loss_giou_aux: 2.579862 loss_class_dn: 0.337745 loss_bbox_dn: 0.148017 loss_giou_dn: 0.383033 loss_class_aux_dn: 1.791344 loss_bbox_aux_dn: 0.864339 loss_giou_aux_dn: 2.170953 loss: 14.565484 eta: 1 day, 14:52:23 batch_cost: 0.4962 data_cost: 0.0014 ips: 8.0612 images/s [04/09 21:11:12] ppdet.engine INFO: Epoch: [47] [3700/7329] learning_rate: 0.000100 loss_class: 0.576143 loss_bbox: 0.123284 loss_giou: 0.403321 loss_class_aux: 3.779724 loss_bbox_aux: 0.793462 loss_giou_aux: 2.506102 loss_class_dn: 0.326556 loss_bbox_dn: 0.132905 loss_giou_dn: 0.371061 loss_class_aux_dn: 1.805435 loss_bbox_aux_dn: 0.825916 loss_giou_aux_dn: 2.034467 loss: 14.673831 eta: 1 day, 14:51:27 batch_cost: 0.4841 data_cost: 0.0013 ips: 8.2626 images/s [04/09 21:12:14] ppdet.engine INFO: Epoch: [47] [3800/7329] learning_rate: 0.000100 loss_class: 0.516199 loss_bbox: 0.143646 loss_giou: 0.378253 loss_class_aux: 3.330891 loss_bbox_aux: 0.953837 loss_giou_aux: 2.360908 loss_class_dn: 0.293676 loss_bbox_dn: 0.154531 loss_giou_dn: 0.333588 loss_class_aux_dn: 1.631548 loss_bbox_aux_dn: 0.916645 loss_giou_aux_dn: 1.851629 loss: 13.304241 eta: 1 day, 14:50:36 batch_cost: 0.5390 data_cost: 0.0018 ips: 7.4206 images/s [04/09 21:13:14] ppdet.engine INFO: Epoch: [47] [3900/7329] learning_rate: 0.000100 loss_class: 0.549355 loss_bbox: 0.144272 loss_giou: 0.402352 loss_class_aux: 3.536696 loss_bbox_aux: 0.932077 loss_giou_aux: 2.614025 loss_class_dn: 0.321875 loss_bbox_dn: 0.148870 loss_giou_dn: 0.367212 loss_class_aux_dn: 1.742436 loss_bbox_aux_dn: 0.913349 loss_giou_aux_dn: 1.983395 loss: 13.841070 eta: 1 day, 14:49:45 batch_cost: 0.5408 data_cost: 0.0013 ips: 7.3968 images/s [04/09 21:14:11] ppdet.engine INFO: Epoch: [47] [4000/7329] learning_rate: 0.000100 loss_class: 0.549785 loss_bbox: 0.159450 loss_giou: 0.377760 loss_class_aux: 3.514490 loss_bbox_aux: 0.986597 loss_giou_aux: 2.418816 loss_class_dn: 0.335874 loss_bbox_dn: 0.153266 loss_giou_dn: 0.330847 loss_class_aux_dn: 1.802888 loss_bbox_aux_dn: 0.900148 loss_giou_aux_dn: 1.837856 loss: 14.119328 eta: 1 day, 14:48:52 batch_cost: 0.5102 data_cost: 0.0013 ips: 7.8395 images/s [04/09 21:15:09] ppdet.engine INFO: Epoch: [47] [4100/7329] learning_rate: 0.000100 loss_class: 0.575472 loss_bbox: 0.135160 loss_giou: 0.368153 loss_class_aux: 3.531605 loss_bbox_aux: 0.854282 loss_giou_aux: 2.276592 loss_class_dn: 0.309338 loss_bbox_dn: 0.143339 loss_giou_dn: 0.349306 loss_class_aux_dn: 1.682889 loss_bbox_aux_dn: 0.917871 loss_giou_aux_dn: 1.936036 loss: 13.687755 eta: 1 day, 14:47:59 batch_cost: 0.5066 data_cost: 0.0014 ips: 7.8952 images/s [04/09 21:16:05] ppdet.engine INFO: Epoch: [47] [4200/7329] learning_rate: 0.000100 loss_class: 0.624547 loss_bbox: 0.141688 loss_giou: 0.401870 loss_class_aux: 3.919633 loss_bbox_aux: 0.911472 loss_giou_aux: 2.498386 loss_class_dn: 0.337761 loss_bbox_dn: 0.154922 loss_giou_dn: 0.367501 loss_class_aux_dn: 1.854551 loss_bbox_aux_dn: 0.928983 loss_giou_aux_dn: 2.074055 loss: 14.718448 eta: 1 day, 14:47:05 batch_cost: 0.5040 data_cost: 0.0014 ips: 7.9372 images/s [04/09 21:17:01] ppdet.engine INFO: Epoch: [47] [4300/7329] learning_rate: 0.000100 loss_class: 0.586699 loss_bbox: 0.142401 loss_giou: 0.444796 loss_class_aux: 3.637727 loss_bbox_aux: 0.829275 loss_giou_aux: 2.618230 loss_class_dn: 0.324927 loss_bbox_dn: 0.145766 loss_giou_dn: 0.388362 loss_class_aux_dn: 1.754349 loss_bbox_aux_dn: 0.882825 loss_giou_aux_dn: 2.159532 loss: 14.652874 eta: 1 day, 14:46:11 batch_cost: 0.5003 data_cost: 0.0013 ips: 7.9947 images/s [04/09 21:17:59] ppdet.engine INFO: Epoch: [47] [4400/7329] learning_rate: 0.000100 loss_class: 0.527383 loss_bbox: 0.138570 loss_giou: 0.348193 loss_class_aux: 3.447205 loss_bbox_aux: 0.897408 loss_giou_aux: 2.163086 loss_class_dn: 0.303591 loss_bbox_dn: 0.152222 loss_giou_dn: 0.324758 loss_class_aux_dn: 1.647631 loss_bbox_aux_dn: 0.896542 loss_giou_aux_dn: 1.870564 loss: 13.022680 eta: 1 day, 14:45:17 batch_cost: 0.5063 data_cost: 0.0014 ips: 7.8998 images/s [04/09 21:18:54] ppdet.engine INFO: Epoch: [47] [4500/7329] learning_rate: 0.000100 loss_class: 0.518990 loss_bbox: 0.128650 loss_giou: 0.359099 loss_class_aux: 3.258886 loss_bbox_aux: 0.842512 loss_giou_aux: 2.254471 loss_class_dn: 0.303460 loss_bbox_dn: 0.131899 loss_giou_dn: 0.328678 loss_class_aux_dn: 1.614867 loss_bbox_aux_dn: 0.790634 loss_giou_aux_dn: 1.844635 loss: 13.050150 eta: 1 day, 14:44:23 batch_cost: 0.4922 data_cost: 0.0014 ips: 8.1267 images/s [04/09 21:19:55] ppdet.engine INFO: Epoch: [47] [4600/7329] learning_rate: 0.000100 loss_class: 0.517585 loss_bbox: 0.142965 loss_giou: 0.331161 loss_class_aux: 3.427606 loss_bbox_aux: 0.940375 loss_giou_aux: 2.121975 loss_class_dn: 0.303741 loss_bbox_dn: 0.147585 loss_giou_dn: 0.332251 loss_class_aux_dn: 1.624627 loss_bbox_aux_dn: 0.876314 loss_giou_aux_dn: 1.867208 loss: 13.396818 eta: 1 day, 14:43:33 batch_cost: 0.5550 data_cost: 0.0013 ips: 7.2068 images/s [04/09 21:20:52] ppdet.engine INFO: Epoch: [47] [4700/7329] learning_rate: 0.000100 loss_class: 0.623443 loss_bbox: 0.143000 loss_giou: 0.404602 loss_class_aux: 3.905927 loss_bbox_aux: 0.918037 loss_giou_aux: 2.550346 loss_class_dn: 0.326542 loss_bbox_dn: 0.144293 loss_giou_dn: 0.350415 loss_class_aux_dn: 1.745812 loss_bbox_aux_dn: 0.830397 loss_giou_aux_dn: 1.950915 loss: 13.394613 eta: 1 day, 14:42:39 batch_cost: 0.5090 data_cost: 0.0013 ips: 7.8582 images/s [04/09 21:21:49] ppdet.engine INFO: Epoch: [47] [4800/7329] learning_rate: 0.000100 loss_class: 0.546273 loss_bbox: 0.151497 loss_giou: 0.395223 loss_class_aux: 3.473627 loss_bbox_aux: 0.990839 loss_giou_aux: 2.561757 loss_class_dn: 0.332148 loss_bbox_dn: 0.151531 loss_giou_dn: 0.358343 loss_class_aux_dn: 1.785393 loss_bbox_aux_dn: 0.909524 loss_giou_aux_dn: 1.996380 loss: 14.236433 eta: 1 day, 14:41:45 batch_cost: 0.5008 data_cost: 0.0014 ips: 7.9866 images/s [04/09 21:22:45] ppdet.engine INFO: Epoch: [47] [4900/7329] learning_rate: 0.000100 loss_class: 0.486954 loss_bbox: 0.141823 loss_giou: 0.362349 loss_class_aux: 3.209709 loss_bbox_aux: 0.934975 loss_giou_aux: 2.263214 loss_class_dn: 0.311087 loss_bbox_dn: 0.136502 loss_giou_dn: 0.317063 loss_class_aux_dn: 1.662008 loss_bbox_aux_dn: 0.784416 loss_giou_aux_dn: 1.770450 loss: 12.740220 eta: 1 day, 14:40:51 batch_cost: 0.4938 data_cost: 0.0015 ips: 8.0998 images/s [04/09 21:23:41] ppdet.engine INFO: Epoch: [47] [5000/7329] learning_rate: 0.000100 loss_class: 0.609451 loss_bbox: 0.127486 loss_giou: 0.393125 loss_class_aux: 3.819432 loss_bbox_aux: 0.845439 loss_giou_aux: 2.540123 loss_class_dn: 0.348703 loss_bbox_dn: 0.140421 loss_giou_dn: 0.396955 loss_class_aux_dn: 1.870564 loss_bbox_aux_dn: 0.802669 loss_giou_aux_dn: 2.212114 loss: 14.948076 eta: 1 day, 14:39:57 batch_cost: 0.4951 data_cost: 0.0013 ips: 8.0784 images/s [04/09 21:24:37] ppdet.engine INFO: Epoch: [47] [5100/7329] learning_rate: 0.000100 loss_class: 0.600647 loss_bbox: 0.154196 loss_giou: 0.416017 loss_class_aux: 3.703995 loss_bbox_aux: 0.977329 loss_giou_aux: 2.650464 loss_class_dn: 0.355606 loss_bbox_dn: 0.154408 loss_giou_dn: 0.402841 loss_class_aux_dn: 1.864197 loss_bbox_aux_dn: 0.904706 loss_giou_aux_dn: 2.325779 loss: 15.243673 eta: 1 day, 14:39:03 batch_cost: 0.5032 data_cost: 0.0014 ips: 7.9489 images/s [04/09 21:25:33] ppdet.engine INFO: Epoch: [47] [5200/7329] learning_rate: 0.000100 loss_class: 0.608060 loss_bbox: 0.120548 loss_giou: 0.381849 loss_class_aux: 3.765593 loss_bbox_aux: 0.833467 loss_giou_aux: 2.514765 loss_class_dn: 0.330288 loss_bbox_dn: 0.139473 loss_giou_dn: 0.381476 loss_class_aux_dn: 1.757666 loss_bbox_aux_dn: 0.813500 loss_giou_aux_dn: 2.153317 loss: 14.389490 eta: 1 day, 14:38:09 batch_cost: 0.4990 data_cost: 0.0013 ips: 8.0168 images/s [04/09 21:26:27] ppdet.engine INFO: Epoch: [47] [5300/7329] learning_rate: 0.000100 loss_class: 0.549171 loss_bbox: 0.135625 loss_giou: 0.366606 loss_class_aux: 3.646347 loss_bbox_aux: 0.887286 loss_giou_aux: 2.420609 loss_class_dn: 0.331257 loss_bbox_dn: 0.153019 loss_giou_dn: 0.380532 loss_class_aux_dn: 1.779332 loss_bbox_aux_dn: 0.910113 loss_giou_aux_dn: 2.108305 loss: 13.708940 eta: 1 day, 14:37:13 batch_cost: 0.4787 data_cost: 0.0014 ips: 8.3554 images/s [04/09 21:27:25] ppdet.engine INFO: Epoch: [47] [5400/7329] learning_rate: 0.000100 loss_class: 0.507977 loss_bbox: 0.134063 loss_giou: 0.330438 loss_class_aux: 3.265142 loss_bbox_aux: 0.854182 loss_giou_aux: 2.049726 loss_class_dn: 0.298163 loss_bbox_dn: 0.126071 loss_giou_dn: 0.304235 loss_class_aux_dn: 1.634712 loss_bbox_aux_dn: 0.780209 loss_giou_aux_dn: 1.716308 loss: 12.878248 eta: 1 day, 14:36:20 batch_cost: 0.5104 data_cost: 0.0014 ips: 7.8362 images/s [04/09 21:28:23] ppdet.engine INFO: Epoch: [47] [5500/7329] learning_rate: 0.000100 loss_class: 0.533244 loss_bbox: 0.132908 loss_giou: 0.397125 loss_class_aux: 3.500825 loss_bbox_aux: 0.874270 loss_giou_aux: 2.470830 loss_class_dn: 0.318898 loss_bbox_dn: 0.150822 loss_giou_dn: 0.355299 loss_class_aux_dn: 1.721228 loss_bbox_aux_dn: 0.906293 loss_giou_aux_dn: 1.988331 loss: 13.672382 eta: 1 day, 14:35:27 batch_cost: 0.5178 data_cost: 0.0016 ips: 7.7249 images/s [04/09 21:29:25] ppdet.engine INFO: Epoch: [47] [5600/7329] learning_rate: 0.000100 loss_class: 0.579165 loss_bbox: 0.134321 loss_giou: 0.422061 loss_class_aux: 3.665572 loss_bbox_aux: 0.897799 loss_giou_aux: 2.703042 loss_class_dn: 0.348165 loss_bbox_dn: 0.128252 loss_giou_dn: 0.366202 loss_class_aux_dn: 1.907906 loss_bbox_aux_dn: 0.801576 loss_giou_aux_dn: 2.038971 loss: 14.995810 eta: 1 day, 14:34:37 batch_cost: 0.5545 data_cost: 0.0016 ips: 7.2134 images/s [04/09 21:30:27] ppdet.engine INFO: Epoch: [47] [5700/7329] learning_rate: 0.000100 loss_class: 0.620555 loss_bbox: 0.146577 loss_giou: 0.432557 loss_class_aux: 3.859623 loss_bbox_aux: 0.969784 loss_giou_aux: 2.743899 loss_class_dn: 0.347135 loss_bbox_dn: 0.144036 loss_giou_dn: 0.404021 loss_class_aux_dn: 1.842462 loss_bbox_aux_dn: 0.857633 loss_giou_aux_dn: 2.226555 loss: 15.206286 eta: 1 day, 14:33:46 batch_cost: 0.5446 data_cost: 0.0019 ips: 7.3445 images/s [04/09 21:31:30] ppdet.engine INFO: Epoch: [47] [5800/7329] learning_rate: 0.000100 loss_class: 0.576531 loss_bbox: 0.151192 loss_giou: 0.318579 loss_class_aux: 3.625979 loss_bbox_aux: 0.951532 loss_giou_aux: 2.034831 loss_class_dn: 0.308928 loss_bbox_dn: 0.154733 loss_giou_dn: 0.313415 loss_class_aux_dn: 1.636028 loss_bbox_aux_dn: 0.895450 loss_giou_aux_dn: 1.812761 loss: 14.024269 eta: 1 day, 14:32:57 batch_cost: 0.5587 data_cost: 0.0015 ips: 7.1595 images/s [04/09 21:32:26] ppdet.engine INFO: Epoch: [47] [5900/7329] learning_rate: 0.000100 loss_class: 0.580818 loss_bbox: 0.139096 loss_giou: 0.410687 loss_class_aux: 3.703022 loss_bbox_aux: 0.910101 loss_giou_aux: 2.559312 loss_class_dn: 0.331812 loss_bbox_dn: 0.139052 loss_giou_dn: 0.367866 loss_class_aux_dn: 1.765116 loss_bbox_aux_dn: 0.844607 loss_giou_aux_dn: 2.094162 loss: 14.015604 eta: 1 day, 14:32:03 batch_cost: 0.4964 data_cost: 0.0013 ips: 8.0581 images/s [04/09 21:33:22] ppdet.engine INFO: Epoch: [47] [6000/7329] learning_rate: 0.000100 loss_class: 0.510632 loss_bbox: 0.134620 loss_giou: 0.368966 loss_class_aux: 3.236535 loss_bbox_aux: 0.909729 loss_giou_aux: 2.315164 loss_class_dn: 0.298137 loss_bbox_dn: 0.139934 loss_giou_dn: 0.349355 loss_class_aux_dn: 1.625335 loss_bbox_aux_dn: 0.864412 loss_giou_aux_dn: 1.895467 loss: 13.103949 eta: 1 day, 14:31:09 batch_cost: 0.5002 data_cost: 0.0015 ips: 7.9966 images/s [04/09 21:34:18] ppdet.engine INFO: Epoch: [47] [6100/7329] learning_rate: 0.000100 loss_class: 0.568113 loss_bbox: 0.139799 loss_giou: 0.349569 loss_class_aux: 3.601902 loss_bbox_aux: 0.916823 loss_giou_aux: 2.222911 loss_class_dn: 0.331669 loss_bbox_dn: 0.137856 loss_giou_dn: 0.339102 loss_class_aux_dn: 1.797385 loss_bbox_aux_dn: 0.800215 loss_giou_aux_dn: 1.893941 loss: 13.576221 eta: 1 day, 14:30:14 batch_cost: 0.4944 data_cost: 0.0013 ips: 8.0909 images/s [04/09 21:35:15] ppdet.engine INFO: Epoch: [47] [6200/7329] learning_rate: 0.000100 loss_class: 0.538092 loss_bbox: 0.123515 loss_giou: 0.387922 loss_class_aux: 3.545550 loss_bbox_aux: 0.824384 loss_giou_aux: 2.447195 loss_class_dn: 0.326325 loss_bbox_dn: 0.116339 loss_giou_dn: 0.369379 loss_class_aux_dn: 1.798724 loss_bbox_aux_dn: 0.699862 loss_giou_aux_dn: 2.081287 loss: 14.436858 eta: 1 day, 14:29:21 batch_cost: 0.5161 data_cost: 0.0013 ips: 7.7511 images/s [04/09 21:36:18] ppdet.engine INFO: Epoch: [47] [6300/7329] learning_rate: 0.000100 loss_class: 0.575433 loss_bbox: 0.133703 loss_giou: 0.429295 loss_class_aux: 3.797205 loss_bbox_aux: 0.867428 loss_giou_aux: 2.665574 loss_class_dn: 0.345156 loss_bbox_dn: 0.130925 loss_giou_dn: 0.404930 loss_class_aux_dn: 1.819476 loss_bbox_aux_dn: 0.775921 loss_giou_aux_dn: 2.273358 loss: 14.796023 eta: 1 day, 14:28:32 batch_cost: 0.5573 data_cost: 0.0016 ips: 7.1770 images/s [04/09 21:37:17] ppdet.engine INFO: Epoch: [47] [6400/7329] learning_rate: 0.000100 loss_class: 0.523533 loss_bbox: 0.135170 loss_giou: 0.363958 loss_class_aux: 3.397876 loss_bbox_aux: 0.866780 loss_giou_aux: 2.250098 loss_class_dn: 0.311884 loss_bbox_dn: 0.145439 loss_giou_dn: 0.365696 loss_class_aux_dn: 1.652596 loss_bbox_aux_dn: 0.856902 loss_giou_aux_dn: 2.040774 loss: 13.878040 eta: 1 day, 14:27:40 batch_cost: 0.5273 data_cost: 0.0014 ips: 7.5861 images/s [04/09 21:38:20] ppdet.engine INFO: Epoch: [47] [6500/7329] learning_rate: 0.000100 loss_class: 0.624260 loss_bbox: 0.154024 loss_giou: 0.508339 loss_class_aux: 4.171572 loss_bbox_aux: 0.966788 loss_giou_aux: 3.153756 loss_class_dn: 0.371141 loss_bbox_dn: 0.151706 loss_giou_dn: 0.474467 loss_class_aux_dn: 2.025084 loss_bbox_aux_dn: 0.865451 loss_giou_aux_dn: 2.512182 loss: 17.423817 eta: 1 day, 14:26:51 batch_cost: 0.5663 data_cost: 0.0014 ips: 7.0640 images/s [04/09 21:39:21] ppdet.engine INFO: Epoch: [47] [6600/7329] learning_rate: 0.000100 loss_class: 0.540369 loss_bbox: 0.156348 loss_giou: 0.351590 loss_class_aux: 3.411396 loss_bbox_aux: 1.040617 loss_giou_aux: 2.301394 loss_class_dn: 0.318084 loss_bbox_dn: 0.166405 loss_giou_dn: 0.351241 loss_class_aux_dn: 1.688039 loss_bbox_aux_dn: 0.981719 loss_giou_aux_dn: 1.946051 loss: 13.588261 eta: 1 day, 14:26:00 batch_cost: 0.5445 data_cost: 0.0014 ips: 7.3464 images/s [04/09 21:40:17] ppdet.engine INFO: Epoch: [47] [6700/7329] learning_rate: 0.000100 loss_class: 0.562442 loss_bbox: 0.126409 loss_giou: 0.359520 loss_class_aux: 3.606581 loss_bbox_aux: 0.871722 loss_giou_aux: 2.241956 loss_class_dn: 0.318766 loss_bbox_dn: 0.127992 loss_giou_dn: 0.346771 loss_class_aux_dn: 1.691255 loss_bbox_aux_dn: 0.756747 loss_giou_aux_dn: 1.906739 loss: 12.909168 eta: 1 day, 14:25:06 batch_cost: 0.5009 data_cost: 0.0013 ips: 7.9849 images/s [04/09 21:41:17] ppdet.engine INFO: Epoch: [47] [6800/7329] learning_rate: 0.000100 loss_class: 0.517306 loss_bbox: 0.130780 loss_giou: 0.352646 loss_class_aux: 3.420504 loss_bbox_aux: 0.845307 loss_giou_aux: 2.193861 loss_class_dn: 0.286115 loss_bbox_dn: 0.141303 loss_giou_dn: 0.322198 loss_class_aux_dn: 1.567097 loss_bbox_aux_dn: 0.854502 loss_giou_aux_dn: 1.771492 loss: 12.423016 eta: 1 day, 14:24:14 batch_cost: 0.5322 data_cost: 0.0014 ips: 7.5166 images/s [04/09 21:42:18] ppdet.engine INFO: Epoch: [47] [6900/7329] learning_rate: 0.000100 loss_class: 0.498392 loss_bbox: 0.124201 loss_giou: 0.345736 loss_class_aux: 3.279464 loss_bbox_aux: 0.859376 loss_giou_aux: 2.182997 loss_class_dn: 0.302568 loss_bbox_dn: 0.135078 loss_giou_dn: 0.339312 loss_class_aux_dn: 1.651663 loss_bbox_aux_dn: 0.814056 loss_giou_aux_dn: 1.864725 loss: 13.994214 eta: 1 day, 14:23:24 batch_cost: 0.5494 data_cost: 0.0015 ips: 7.2801 images/s [04/09 21:43:18] ppdet.engine INFO: Epoch: [47] [7000/7329] learning_rate: 0.000100 loss_class: 0.625033 loss_bbox: 0.148828 loss_giou: 0.451503 loss_class_aux: 3.853961 loss_bbox_aux: 0.963821 loss_giou_aux: 2.856045 loss_class_dn: 0.373924 loss_bbox_dn: 0.168908 loss_giou_dn: 0.407909 loss_class_aux_dn: 1.986557 loss_bbox_aux_dn: 0.999892 loss_giou_aux_dn: 2.360271 loss: 16.201565 eta: 1 day, 14:22:32 batch_cost: 0.5252 data_cost: 0.0015 ips: 7.6168 images/s [04/09 21:44:17] ppdet.engine INFO: Epoch: [47] [7100/7329] learning_rate: 0.000100 loss_class: 0.573537 loss_bbox: 0.143911 loss_giou: 0.424925 loss_class_aux: 3.593302 loss_bbox_aux: 0.917067 loss_giou_aux: 2.749743 loss_class_dn: 0.334333 loss_bbox_dn: 0.140826 loss_giou_dn: 0.383234 loss_class_aux_dn: 1.815064 loss_bbox_aux_dn: 0.825174 loss_giou_aux_dn: 2.174252 loss: 14.270079 eta: 1 day, 14:21:40 batch_cost: 0.5260 data_cost: 0.0017 ips: 7.6048 images/s [04/09 21:45:15] ppdet.engine INFO: Epoch: [47] [7200/7329] learning_rate: 0.000100 loss_class: 0.574912 loss_bbox: 0.116936 loss_giou: 0.318214 loss_class_aux: 3.703288 loss_bbox_aux: 0.818294 loss_giou_aux: 2.032510 loss_class_dn: 0.304375 loss_bbox_dn: 0.126159 loss_giou_dn: 0.315745 loss_class_aux_dn: 1.650856 loss_bbox_aux_dn: 0.802148 loss_giou_aux_dn: 1.808623 loss: 12.807072 eta: 1 day, 14:20:47 batch_cost: 0.5101 data_cost: 0.0015 ips: 7.8409 images/s [04/09 21:46:12] ppdet.engine INFO: Epoch: [47] [7300/7329] learning_rate: 0.000100 loss_class: 0.523825 loss_bbox: 0.133209 loss_giou: 0.419503 loss_class_aux: 3.247299 loss_bbox_aux: 0.880675 loss_giou_aux: 2.759004 loss_class_dn: 0.334334 loss_bbox_dn: 0.126317 loss_giou_dn: 0.382828 loss_class_aux_dn: 1.733332 loss_bbox_aux_dn: 0.769837 loss_giou_aux_dn: 2.119729 loss: 14.654441 eta: 1 day, 14:19:53 batch_cost: 0.5074 data_cost: 0.0014 ips: 7.8832 images/s [04/09 21:46:33] ppdet.engine INFO: Eval iter: 0 [04/09 21:47:01] ppdet.engine INFO: Eval iter: 100 [04/09 21:47:28] ppdet.engine INFO: Eval iter: 200 [04/09 21:47:55] ppdet.engine INFO: Eval iter: 300 [04/09 21:48:23] ppdet.engine INFO: Eval iter: 400 [04/09 21:48:51] ppdet.engine INFO: Eval iter: 500 [04/09 21:49:18] ppdet.engine INFO: Eval iter: 600 [04/09 21:49:50] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/09 21:49:50] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=24.53s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.96s). Accumulating evaluation results... DONE (t=28.00s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.710 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.337 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.651 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.547 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/09 21:52:38] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.099957859599105 [04/09 21:52:38] ppdet.engine INFO: Best test bbox ap is 0.525. [04/09 21:52:39] ppdet.engine INFO: Epoch: [48] [ 0/7329] learning_rate: 0.000100 loss_class: 0.523825 loss_bbox: 0.132187 loss_giou: 0.409420 loss_class_aux: 3.225462 loss_bbox_aux: 0.808778 loss_giou_aux: 2.680141 loss_class_dn: 0.331783 loss_bbox_dn: 0.130821 loss_giou_dn: 0.379447 loss_class_aux_dn: 1.733332 loss_bbox_aux_dn: 0.796885 loss_giou_aux_dn: 2.096050 loss: 14.230678 eta: 1 day, 14:19:38 batch_cost: 0.5148 data_cost: 0.0014 ips: 7.7698 images/s [04/09 21:53:39] ppdet.engine INFO: Epoch: [48] [ 100/7329] learning_rate: 0.000100 loss_class: 0.590001 loss_bbox: 0.127246 loss_giou: 0.367326 loss_class_aux: 3.724060 loss_bbox_aux: 0.833723 loss_giou_aux: 2.340378 loss_class_dn: 0.306504 loss_bbox_dn: 0.130075 loss_giou_dn: 0.345427 loss_class_aux_dn: 1.638261 loss_bbox_aux_dn: 0.802037 loss_giou_aux_dn: 1.923686 loss: 13.286560 eta: 1 day, 14:18:46 batch_cost: 0.5306 data_cost: 0.0015 ips: 7.5383 images/s [04/09 21:54:34] ppdet.engine INFO: Epoch: [48] [ 200/7329] learning_rate: 0.000100 loss_class: 0.565941 loss_bbox: 0.125484 loss_giou: 0.356337 loss_class_aux: 3.522319 loss_bbox_aux: 0.827191 loss_giou_aux: 2.139473 loss_class_dn: 0.329864 loss_bbox_dn: 0.127859 loss_giou_dn: 0.330838 loss_class_aux_dn: 1.787713 loss_bbox_aux_dn: 0.781005 loss_giou_aux_dn: 1.846786 loss: 13.564861 eta: 1 day, 14:17:51 batch_cost: 0.4901 data_cost: 0.0016 ips: 8.1614 images/s [04/09 21:55:34] ppdet.engine INFO: Epoch: [48] [ 300/7329] learning_rate: 0.000100 loss_class: 0.602936 loss_bbox: 0.140080 loss_giou: 0.380319 loss_class_aux: 3.797716 loss_bbox_aux: 0.925921 loss_giou_aux: 2.440324 loss_class_dn: 0.324873 loss_bbox_dn: 0.160780 loss_giou_dn: 0.360518 loss_class_aux_dn: 1.755222 loss_bbox_aux_dn: 0.948446 loss_giou_aux_dn: 2.025836 loss: 13.401443 eta: 1 day, 14:17:00 batch_cost: 0.5299 data_cost: 0.0015 ips: 7.5484 images/s [04/09 21:56:34] ppdet.engine INFO: Epoch: [48] [ 400/7329] learning_rate: 0.000100 loss_class: 0.554476 loss_bbox: 0.152991 loss_giou: 0.364590 loss_class_aux: 3.592397 loss_bbox_aux: 0.966882 loss_giou_aux: 2.316013 loss_class_dn: 0.328120 loss_bbox_dn: 0.137227 loss_giou_dn: 0.353186 loss_class_aux_dn: 1.830438 loss_bbox_aux_dn: 0.849365 loss_giou_aux_dn: 1.958863 loss: 13.867792 eta: 1 day, 14:16:08 batch_cost: 0.5310 data_cost: 0.0015 ips: 7.5323 images/s [04/09 21:57:31] ppdet.engine INFO: Epoch: [48] [ 500/7329] learning_rate: 0.000100 loss_class: 0.506633 loss_bbox: 0.135181 loss_giou: 0.344998 loss_class_aux: 3.383870 loss_bbox_aux: 0.871161 loss_giou_aux: 2.253680 loss_class_dn: 0.309221 loss_bbox_dn: 0.145979 loss_giou_dn: 0.320617 loss_class_aux_dn: 1.650886 loss_bbox_aux_dn: 0.893422 loss_giou_aux_dn: 1.826165 loss: 13.038927 eta: 1 day, 14:15:14 batch_cost: 0.5043 data_cost: 0.0014 ips: 7.9316 images/s [04/09 21:58:28] ppdet.engine INFO: Epoch: [48] [ 600/7329] learning_rate: 0.000100 loss_class: 0.511080 loss_bbox: 0.131424 loss_giou: 0.368697 loss_class_aux: 3.354294 loss_bbox_aux: 0.778230 loss_giou_aux: 2.383352 loss_class_dn: 0.327216 loss_bbox_dn: 0.122216 loss_giou_dn: 0.356286 loss_class_aux_dn: 1.791197 loss_bbox_aux_dn: 0.726214 loss_giou_aux_dn: 1.967376 loss: 13.499786 eta: 1 day, 14:14:21 batch_cost: 0.5064 data_cost: 0.0014 ips: 7.8991 images/s [04/09 21:59:27] ppdet.engine INFO: Epoch: [48] [ 700/7329] learning_rate: 0.000100 loss_class: 0.551155 loss_bbox: 0.135146 loss_giou: 0.344568 loss_class_aux: 3.462541 loss_bbox_aux: 0.839847 loss_giou_aux: 2.217541 loss_class_dn: 0.303245 loss_bbox_dn: 0.134310 loss_giou_dn: 0.334021 loss_class_aux_dn: 1.628583 loss_bbox_aux_dn: 0.765689 loss_giou_aux_dn: 1.920928 loss: 12.740046 eta: 1 day, 14:13:28 batch_cost: 0.5225 data_cost: 0.0016 ips: 7.6555 images/s [04/09 22:00:26] ppdet.engine INFO: Epoch: [48] [ 800/7329] learning_rate: 0.000100 loss_class: 0.574119 loss_bbox: 0.128946 loss_giou: 0.400202 loss_class_aux: 3.834563 loss_bbox_aux: 0.894091 loss_giou_aux: 2.485779 loss_class_dn: 0.319617 loss_bbox_dn: 0.135473 loss_giou_dn: 0.353943 loss_class_aux_dn: 1.745299 loss_bbox_aux_dn: 0.837767 loss_giou_aux_dn: 2.039938 loss: 14.198345 eta: 1 day, 14:12:37 batch_cost: 0.5299 data_cost: 0.0018 ips: 7.5487 images/s [04/09 22:01:26] ppdet.engine INFO: Epoch: [48] [ 900/7329] learning_rate: 0.000100 loss_class: 0.589202 loss_bbox: 0.137441 loss_giou: 0.396005 loss_class_aux: 3.743880 loss_bbox_aux: 0.906186 loss_giou_aux: 2.470130 loss_class_dn: 0.338620 loss_bbox_dn: 0.140844 loss_giou_dn: 0.381593 loss_class_aux_dn: 1.838876 loss_bbox_aux_dn: 0.843339 loss_giou_aux_dn: 2.186578 loss: 14.926430 eta: 1 day, 14:11:44 batch_cost: 0.5237 data_cost: 0.0014 ips: 7.6387 images/s [04/09 22:02:22] ppdet.engine INFO: Epoch: [48] [1000/7329] learning_rate: 0.000100 loss_class: 0.548266 loss_bbox: 0.117031 loss_giou: 0.343294 loss_class_aux: 3.406988 loss_bbox_aux: 0.776329 loss_giou_aux: 2.292179 loss_class_dn: 0.326175 loss_bbox_dn: 0.118409 loss_giou_dn: 0.360839 loss_class_aux_dn: 1.727131 loss_bbox_aux_dn: 0.745402 loss_giou_aux_dn: 2.035496 loss: 13.594103 eta: 1 day, 14:10:50 batch_cost: 0.4929 data_cost: 0.0016 ips: 8.1158 images/s [04/09 22:03:18] ppdet.engine INFO: Epoch: [48] [1100/7329] learning_rate: 0.000100 loss_class: 0.595692 loss_bbox: 0.148098 loss_giou: 0.361133 loss_class_aux: 3.632460 loss_bbox_aux: 0.983557 loss_giou_aux: 2.359511 loss_class_dn: 0.314322 loss_bbox_dn: 0.167324 loss_giou_dn: 0.331488 loss_class_aux_dn: 1.721117 loss_bbox_aux_dn: 0.984431 loss_giou_aux_dn: 1.907099 loss: 13.702366 eta: 1 day, 14:09:55 batch_cost: 0.4942 data_cost: 0.0018 ips: 8.0940 images/s [04/09 22:04:11] ppdet.engine INFO: Epoch: [48] [1200/7329] learning_rate: 0.000100 loss_class: 0.580466 loss_bbox: 0.137109 loss_giou: 0.383187 loss_class_aux: 3.678445 loss_bbox_aux: 0.889414 loss_giou_aux: 2.356323 loss_class_dn: 0.322201 loss_bbox_dn: 0.133790 loss_giou_dn: 0.353300 loss_class_aux_dn: 1.720117 loss_bbox_aux_dn: 0.842125 loss_giou_aux_dn: 2.002902 loss: 14.256827 eta: 1 day, 14:09:00 batch_cost: 0.4779 data_cost: 0.0013 ips: 8.3703 images/s [04/09 22:05:07] ppdet.engine INFO: Epoch: [48] [1300/7329] learning_rate: 0.000100 loss_class: 0.531557 loss_bbox: 0.128164 loss_giou: 0.384409 loss_class_aux: 3.372221 loss_bbox_aux: 0.849138 loss_giou_aux: 2.505849 loss_class_dn: 0.307809 loss_bbox_dn: 0.126089 loss_giou_dn: 0.350446 loss_class_aux_dn: 1.648011 loss_bbox_aux_dn: 0.769458 loss_giou_aux_dn: 1.957560 loss: 12.725071 eta: 1 day, 14:08:06 batch_cost: 0.4971 data_cost: 0.0014 ips: 8.0461 images/s [04/09 22:06:06] ppdet.engine INFO: Epoch: [48] [1400/7329] learning_rate: 0.000100 loss_class: 0.600598 loss_bbox: 0.116593 loss_giou: 0.386739 loss_class_aux: 3.842060 loss_bbox_aux: 0.792735 loss_giou_aux: 2.431922 loss_class_dn: 0.321150 loss_bbox_dn: 0.137573 loss_giou_dn: 0.335109 loss_class_aux_dn: 1.749112 loss_bbox_aux_dn: 0.799463 loss_giou_aux_dn: 1.876745 loss: 13.758284 eta: 1 day, 14:07:13 batch_cost: 0.5253 data_cost: 0.0014 ips: 7.6141 images/s [04/09 22:07:02] ppdet.engine INFO: Epoch: [48] [1500/7329] learning_rate: 0.000100 loss_class: 0.575295 loss_bbox: 0.133563 loss_giou: 0.357736 loss_class_aux: 3.620901 loss_bbox_aux: 0.945802 loss_giou_aux: 2.302613 loss_class_dn: 0.324294 loss_bbox_dn: 0.147871 loss_giou_dn: 0.336174 loss_class_aux_dn: 1.751486 loss_bbox_aux_dn: 0.902195 loss_giou_aux_dn: 1.932116 loss: 13.546415 eta: 1 day, 14:06:19 batch_cost: 0.4958 data_cost: 0.0016 ips: 8.0672 images/s [04/09 22:07:58] ppdet.engine INFO: Epoch: [48] [1600/7329] learning_rate: 0.000100 loss_class: 0.591573 loss_bbox: 0.137133 loss_giou: 0.414363 loss_class_aux: 3.696148 loss_bbox_aux: 0.904734 loss_giou_aux: 2.531337 loss_class_dn: 0.344118 loss_bbox_dn: 0.143500 loss_giou_dn: 0.387841 loss_class_aux_dn: 1.894902 loss_bbox_aux_dn: 0.854982 loss_giou_aux_dn: 2.143223 loss: 14.443014 eta: 1 day, 14:05:25 batch_cost: 0.4962 data_cost: 0.0016 ips: 8.0611 images/s [04/09 22:08:54] ppdet.engine INFO: Epoch: [48] [1700/7329] learning_rate: 0.000100 loss_class: 0.581362 loss_bbox: 0.130511 loss_giou: 0.394752 loss_class_aux: 3.549577 loss_bbox_aux: 0.887106 loss_giou_aux: 2.462996 loss_class_dn: 0.339584 loss_bbox_dn: 0.143818 loss_giou_dn: 0.373370 loss_class_aux_dn: 1.826563 loss_bbox_aux_dn: 0.902489 loss_giou_aux_dn: 2.119133 loss: 14.222638 eta: 1 day, 14:04:30 batch_cost: 0.4934 data_cost: 0.0013 ips: 8.1077 images/s [04/09 22:09:49] ppdet.engine INFO: Epoch: [48] [1800/7329] learning_rate: 0.000100 loss_class: 0.645799 loss_bbox: 0.134680 loss_giou: 0.435284 loss_class_aux: 3.828712 loss_bbox_aux: 0.896210 loss_giou_aux: 2.818928 loss_class_dn: 0.350256 loss_bbox_dn: 0.141072 loss_giou_dn: 0.398778 loss_class_aux_dn: 1.848908 loss_bbox_aux_dn: 0.875465 loss_giou_aux_dn: 2.242087 loss: 14.626869 eta: 1 day, 14:03:36 batch_cost: 0.4906 data_cost: 0.0014 ips: 8.1535 images/s [04/09 22:10:44] ppdet.engine INFO: Epoch: [48] [1900/7329] learning_rate: 0.000100 loss_class: 0.574846 loss_bbox: 0.138163 loss_giou: 0.438050 loss_class_aux: 3.582007 loss_bbox_aux: 0.925847 loss_giou_aux: 2.772778 loss_class_dn: 0.344780 loss_bbox_dn: 0.130299 loss_giou_dn: 0.389298 loss_class_aux_dn: 1.847617 loss_bbox_aux_dn: 0.788281 loss_giou_aux_dn: 2.229269 loss: 15.220739 eta: 1 day, 14:02:41 batch_cost: 0.4915 data_cost: 0.0014 ips: 8.1377 images/s [04/09 22:11:42] ppdet.engine INFO: Epoch: [48] [2000/7329] learning_rate: 0.000100 loss_class: 0.599984 loss_bbox: 0.150377 loss_giou: 0.432221 loss_class_aux: 3.928802 loss_bbox_aux: 0.977222 loss_giou_aux: 2.780370 loss_class_dn: 0.335943 loss_bbox_dn: 0.152250 loss_giou_dn: 0.391543 loss_class_aux_dn: 1.883438 loss_bbox_aux_dn: 0.930093 loss_giou_aux_dn: 2.169042 loss: 14.864632 eta: 1 day, 14:01:49 batch_cost: 0.5195 data_cost: 0.0015 ips: 7.6997 images/s [04/09 22:12:44] ppdet.engine INFO: Epoch: [48] [2100/7329] learning_rate: 0.000100 loss_class: 0.593505 loss_bbox: 0.131048 loss_giou: 0.361920 loss_class_aux: 3.694301 loss_bbox_aux: 0.884228 loss_giou_aux: 2.362739 loss_class_dn: 0.293937 loss_bbox_dn: 0.148398 loss_giou_dn: 0.332925 loss_class_aux_dn: 1.555713 loss_bbox_aux_dn: 0.899437 loss_giou_aux_dn: 1.828683 loss: 13.293062 eta: 1 day, 14:00:58 batch_cost: 0.5452 data_cost: 0.0015 ips: 7.3369 images/s [04/09 22:13:47] ppdet.engine INFO: Epoch: [48] [2200/7329] learning_rate: 0.000100 loss_class: 0.574032 loss_bbox: 0.151543 loss_giou: 0.344566 loss_class_aux: 3.702810 loss_bbox_aux: 1.019788 loss_giou_aux: 2.169452 loss_class_dn: 0.323862 loss_bbox_dn: 0.161826 loss_giou_dn: 0.336029 loss_class_aux_dn: 1.723973 loss_bbox_aux_dn: 0.968938 loss_giou_aux_dn: 1.866487 loss: 14.065109 eta: 1 day, 14:00:09 batch_cost: 0.5673 data_cost: 0.0013 ips: 7.0506 images/s [04/09 22:14:52] ppdet.engine INFO: Epoch: [48] [2300/7329] learning_rate: 0.000100 loss_class: 0.613236 loss_bbox: 0.146080 loss_giou: 0.441256 loss_class_aux: 3.846009 loss_bbox_aux: 0.991322 loss_giou_aux: 2.731503 loss_class_dn: 0.350622 loss_bbox_dn: 0.145898 loss_giou_dn: 0.433432 loss_class_aux_dn: 1.884004 loss_bbox_aux_dn: 0.883619 loss_giou_aux_dn: 2.397834 loss: 15.388411 eta: 1 day, 13:59:21 batch_cost: 0.5883 data_cost: 0.0013 ips: 6.7992 images/s [04/09 22:15:51] ppdet.engine INFO: Epoch: [48] [2400/7329] learning_rate: 0.000100 loss_class: 0.607429 loss_bbox: 0.135917 loss_giou: 0.408521 loss_class_aux: 3.777163 loss_bbox_aux: 0.891359 loss_giou_aux: 2.597190 loss_class_dn: 0.336823 loss_bbox_dn: 0.151620 loss_giou_dn: 0.393171 loss_class_aux_dn: 1.779345 loss_bbox_aux_dn: 0.918851 loss_giou_aux_dn: 2.238741 loss: 15.409069 eta: 1 day, 13:58:30 batch_cost: 0.5307 data_cost: 0.0013 ips: 7.5375 images/s [04/09 22:16:48] ppdet.engine INFO: Epoch: [48] [2500/7329] learning_rate: 0.000100 loss_class: 0.644387 loss_bbox: 0.132140 loss_giou: 0.473941 loss_class_aux: 3.953744 loss_bbox_aux: 0.868714 loss_giou_aux: 2.916810 loss_class_dn: 0.388198 loss_bbox_dn: 0.145909 loss_giou_dn: 0.444755 loss_class_aux_dn: 2.035266 loss_bbox_aux_dn: 0.892522 loss_giou_aux_dn: 2.410093 loss: 16.216339 eta: 1 day, 13:57:37 batch_cost: 0.5152 data_cost: 0.0013 ips: 7.7634 images/s [04/09 22:17:44] ppdet.engine INFO: Epoch: [48] [2600/7329] learning_rate: 0.000100 loss_class: 0.631545 loss_bbox: 0.156190 loss_giou: 0.430554 loss_class_aux: 3.935251 loss_bbox_aux: 1.029364 loss_giou_aux: 2.728167 loss_class_dn: 0.340865 loss_bbox_dn: 0.153892 loss_giou_dn: 0.392807 loss_class_aux_dn: 1.860036 loss_bbox_aux_dn: 0.922984 loss_giou_aux_dn: 2.195547 loss: 15.437883 eta: 1 day, 13:56:43 batch_cost: 0.4986 data_cost: 0.0012 ips: 8.0231 images/s [04/09 22:18:38] ppdet.engine INFO: Epoch: [48] [2700/7329] learning_rate: 0.000100 loss_class: 0.579074 loss_bbox: 0.136833 loss_giou: 0.413175 loss_class_aux: 3.651596 loss_bbox_aux: 0.915002 loss_giou_aux: 2.601803 loss_class_dn: 0.343817 loss_bbox_dn: 0.158976 loss_giou_dn: 0.404379 loss_class_aux_dn: 1.819279 loss_bbox_aux_dn: 0.912816 loss_giou_aux_dn: 2.241966 loss: 14.567400 eta: 1 day, 13:55:47 batch_cost: 0.4791 data_cost: 0.0013 ips: 8.3497 images/s [04/09 22:19:32] ppdet.engine INFO: Epoch: [48] [2800/7329] learning_rate: 0.000100 loss_class: 0.534714 loss_bbox: 0.120270 loss_giou: 0.367485 loss_class_aux: 3.505211 loss_bbox_aux: 0.809274 loss_giou_aux: 2.414540 loss_class_dn: 0.320903 loss_bbox_dn: 0.136302 loss_giou_dn: 0.356505 loss_class_aux_dn: 1.690551 loss_bbox_aux_dn: 0.831934 loss_giou_aux_dn: 1.999624 loss: 13.355193 eta: 1 day, 13:54:52 batch_cost: 0.4807 data_cost: 0.0013 ips: 8.3214 images/s [04/09 22:20:26] ppdet.engine INFO: Epoch: [48] [2900/7329] learning_rate: 0.000100 loss_class: 0.546981 loss_bbox: 0.133009 loss_giou: 0.340408 loss_class_aux: 3.422791 loss_bbox_aux: 0.886646 loss_giou_aux: 2.114907 loss_class_dn: 0.304020 loss_bbox_dn: 0.140456 loss_giou_dn: 0.307079 loss_class_aux_dn: 1.625003 loss_bbox_aux_dn: 0.819360 loss_giou_aux_dn: 1.722605 loss: 12.009125 eta: 1 day, 13:53:57 batch_cost: 0.4822 data_cost: 0.0013 ips: 8.2954 images/s [04/09 22:21:24] ppdet.engine INFO: Epoch: [48] [3000/7329] learning_rate: 0.000100 loss_class: 0.620656 loss_bbox: 0.156579 loss_giou: 0.397234 loss_class_aux: 3.982793 loss_bbox_aux: 1.038821 loss_giou_aux: 2.562407 loss_class_dn: 0.335457 loss_bbox_dn: 0.152432 loss_giou_dn: 0.363199 loss_class_aux_dn: 1.818935 loss_bbox_aux_dn: 0.934572 loss_giou_aux_dn: 2.042122 loss: 14.517565 eta: 1 day, 13:53:04 batch_cost: 0.5179 data_cost: 0.0014 ips: 7.7232 images/s [04/09 22:22:20] ppdet.engine INFO: Epoch: [48] [3100/7329] learning_rate: 0.000100 loss_class: 0.543840 loss_bbox: 0.123116 loss_giou: 0.345836 loss_class_aux: 3.417766 loss_bbox_aux: 0.780730 loss_giou_aux: 2.207857 loss_class_dn: 0.326545 loss_bbox_dn: 0.127205 loss_giou_dn: 0.358576 loss_class_aux_dn: 1.731206 loss_bbox_aux_dn: 0.745774 loss_giou_aux_dn: 1.931571 loss: 13.285716 eta: 1 day, 13:52:10 batch_cost: 0.5007 data_cost: 0.0014 ips: 7.9896 images/s [04/09 22:23:19] ppdet.engine INFO: Epoch: [48] [3200/7329] learning_rate: 0.000100 loss_class: 0.583065 loss_bbox: 0.143143 loss_giou: 0.418349 loss_class_aux: 3.676006 loss_bbox_aux: 0.926453 loss_giou_aux: 2.688967 loss_class_dn: 0.345350 loss_bbox_dn: 0.139113 loss_giou_dn: 0.383640 loss_class_aux_dn: 1.834432 loss_bbox_aux_dn: 0.830516 loss_giou_aux_dn: 2.151025 loss: 15.113886 eta: 1 day, 13:51:18 batch_cost: 0.5312 data_cost: 0.0013 ips: 7.5296 images/s [04/09 22:24:25] ppdet.engine INFO: Epoch: [48] [3300/7329] learning_rate: 0.000100 loss_class: 0.578248 loss_bbox: 0.130097 loss_giou: 0.423964 loss_class_aux: 3.662349 loss_bbox_aux: 0.876650 loss_giou_aux: 2.641133 loss_class_dn: 0.342192 loss_bbox_dn: 0.139837 loss_giou_dn: 0.394799 loss_class_aux_dn: 1.868639 loss_bbox_aux_dn: 0.852083 loss_giou_aux_dn: 2.268347 loss: 14.451958 eta: 1 day, 13:50:30 batch_cost: 0.5748 data_cost: 0.0018 ips: 6.9592 images/s [04/09 22:25:22] ppdet.engine INFO: Epoch: [48] [3400/7329] learning_rate: 0.000100 loss_class: 0.495111 loss_bbox: 0.110676 loss_giou: 0.292521 loss_class_aux: 3.082910 loss_bbox_aux: 0.738874 loss_giou_aux: 1.884660 loss_class_dn: 0.275089 loss_bbox_dn: 0.115336 loss_giou_dn: 0.273536 loss_class_aux_dn: 1.481207 loss_bbox_aux_dn: 0.714075 loss_giou_aux_dn: 1.571148 loss: 11.417538 eta: 1 day, 13:49:37 batch_cost: 0.5087 data_cost: 0.0013 ips: 7.8629 images/s [04/09 22:26:22] ppdet.engine INFO: Epoch: [48] [3500/7329] learning_rate: 0.000100 loss_class: 0.613003 loss_bbox: 0.133107 loss_giou: 0.429718 loss_class_aux: 3.693053 loss_bbox_aux: 0.870808 loss_giou_aux: 2.800951 loss_class_dn: 0.351933 loss_bbox_dn: 0.146590 loss_giou_dn: 0.427259 loss_class_aux_dn: 1.871756 loss_bbox_aux_dn: 0.890899 loss_giou_aux_dn: 2.387178 loss: 14.944443 eta: 1 day, 13:48:45 batch_cost: 0.5334 data_cost: 0.0014 ips: 7.4985 images/s [04/09 22:27:23] ppdet.engine INFO: Epoch: [48] [3600/7329] learning_rate: 0.000100 loss_class: 0.574729 loss_bbox: 0.136614 loss_giou: 0.356232 loss_class_aux: 3.611261 loss_bbox_aux: 0.873643 loss_giou_aux: 2.228415 loss_class_dn: 0.289478 loss_bbox_dn: 0.144551 loss_giou_dn: 0.311473 loss_class_aux_dn: 1.631453 loss_bbox_aux_dn: 0.843605 loss_giou_aux_dn: 1.754533 loss: 13.269409 eta: 1 day, 13:47:55 batch_cost: 0.5473 data_cost: 0.0015 ips: 7.3087 images/s [04/09 22:28:20] ppdet.engine INFO: Epoch: [48] [3700/7329] learning_rate: 0.000100 loss_class: 0.511829 loss_bbox: 0.125929 loss_giou: 0.339436 loss_class_aux: 3.420525 loss_bbox_aux: 0.828399 loss_giou_aux: 2.109605 loss_class_dn: 0.297858 loss_bbox_dn: 0.129922 loss_giou_dn: 0.304935 loss_class_aux_dn: 1.609907 loss_bbox_aux_dn: 0.759339 loss_giou_aux_dn: 1.730519 loss: 11.776769 eta: 1 day, 13:47:01 batch_cost: 0.5045 data_cost: 0.0014 ips: 7.9286 images/s [04/09 22:29:14] ppdet.engine INFO: Epoch: [48] [3800/7329] learning_rate: 0.000100 loss_class: 0.531784 loss_bbox: 0.123677 loss_giou: 0.383402 loss_class_aux: 3.430999 loss_bbox_aux: 0.856550 loss_giou_aux: 2.418434 loss_class_dn: 0.347314 loss_bbox_dn: 0.124553 loss_giou_dn: 0.364264 loss_class_aux_dn: 1.876963 loss_bbox_aux_dn: 0.770878 loss_giou_aux_dn: 2.050587 loss: 13.372828 eta: 1 day, 13:46:05 batch_cost: 0.4789 data_cost: 0.0014 ips: 8.3532 images/s [04/09 22:30:17] ppdet.engine INFO: Epoch: [48] [3900/7329] learning_rate: 0.000100 loss_class: 0.552507 loss_bbox: 0.156505 loss_giou: 0.343231 loss_class_aux: 3.520977 loss_bbox_aux: 0.993669 loss_giou_aux: 2.212143 loss_class_dn: 0.329133 loss_bbox_dn: 0.161520 loss_giou_dn: 0.319729 loss_class_aux_dn: 1.758567 loss_bbox_aux_dn: 0.888662 loss_giou_aux_dn: 1.815880 loss: 13.919408 eta: 1 day, 13:45:17 batch_cost: 0.5709 data_cost: 0.0013 ips: 7.0063 images/s [04/09 22:31:22] ppdet.engine INFO: Epoch: [48] [4000/7329] learning_rate: 0.000100 loss_class: 0.586573 loss_bbox: 0.147235 loss_giou: 0.392722 loss_class_aux: 3.836824 loss_bbox_aux: 0.918718 loss_giou_aux: 2.468177 loss_class_dn: 0.352414 loss_bbox_dn: 0.142489 loss_giou_dn: 0.375039 loss_class_aux_dn: 1.891202 loss_bbox_aux_dn: 0.858969 loss_giou_aux_dn: 2.100935 loss: 13.848110 eta: 1 day, 13:44:29 batch_cost: 0.5824 data_cost: 0.0014 ips: 6.8678 images/s [04/09 22:32:20] ppdet.engine INFO: Epoch: [48] [4100/7329] learning_rate: 0.000100 loss_class: 0.576866 loss_bbox: 0.133809 loss_giou: 0.369650 loss_class_aux: 3.727050 loss_bbox_aux: 0.868676 loss_giou_aux: 2.332906 loss_class_dn: 0.328641 loss_bbox_dn: 0.145704 loss_giou_dn: 0.325000 loss_class_aux_dn: 1.784951 loss_bbox_aux_dn: 0.867956 loss_giou_aux_dn: 1.864283 loss: 13.375261 eta: 1 day, 13:43:35 batch_cost: 0.5074 data_cost: 0.0015 ips: 7.8827 images/s [04/09 22:33:20] ppdet.engine INFO: Epoch: [48] [4200/7329] learning_rate: 0.000100 loss_class: 0.553169 loss_bbox: 0.142374 loss_giou: 0.357517 loss_class_aux: 3.511870 loss_bbox_aux: 0.950347 loss_giou_aux: 2.346673 loss_class_dn: 0.315511 loss_bbox_dn: 0.148100 loss_giou_dn: 0.332141 loss_class_aux_dn: 1.685408 loss_bbox_aux_dn: 0.906079 loss_giou_aux_dn: 1.818205 loss: 13.795634 eta: 1 day, 13:42:44 batch_cost: 0.5297 data_cost: 0.0019 ips: 7.5509 images/s [04/09 22:34:15] ppdet.engine INFO: Epoch: [48] [4300/7329] learning_rate: 0.000100 loss_class: 0.576005 loss_bbox: 0.146620 loss_giou: 0.398575 loss_class_aux: 3.732173 loss_bbox_aux: 0.952480 loss_giou_aux: 2.547788 loss_class_dn: 0.366310 loss_bbox_dn: 0.142473 loss_giou_dn: 0.394731 loss_class_aux_dn: 1.936529 loss_bbox_aux_dn: 0.865250 loss_giou_aux_dn: 2.237816 loss: 14.861099 eta: 1 day, 13:41:49 batch_cost: 0.4925 data_cost: 0.0014 ips: 8.1217 images/s [04/09 22:35:10] ppdet.engine INFO: Epoch: [48] [4400/7329] learning_rate: 0.000100 loss_class: 0.547714 loss_bbox: 0.131719 loss_giou: 0.345746 loss_class_aux: 3.580560 loss_bbox_aux: 0.840440 loss_giou_aux: 2.203572 loss_class_dn: 0.288600 loss_bbox_dn: 0.124044 loss_giou_dn: 0.343280 loss_class_aux_dn: 1.573518 loss_bbox_aux_dn: 0.783195 loss_giou_aux_dn: 1.886872 loss: 13.476813 eta: 1 day, 13:40:54 batch_cost: 0.4894 data_cost: 0.0014 ips: 8.1740 images/s [04/09 22:36:14] ppdet.engine INFO: Epoch: [48] [4500/7329] learning_rate: 0.000100 loss_class: 0.566610 loss_bbox: 0.125535 loss_giou: 0.344788 loss_class_aux: 3.451072 loss_bbox_aux: 0.820088 loss_giou_aux: 2.217385 loss_class_dn: 0.315252 loss_bbox_dn: 0.126019 loss_giou_dn: 0.312043 loss_class_aux_dn: 1.709138 loss_bbox_aux_dn: 0.753747 loss_giou_aux_dn: 1.722046 loss: 13.241399 eta: 1 day, 13:40:05 batch_cost: 0.5702 data_cost: 0.0016 ips: 7.0148 images/s [04/09 22:37:15] ppdet.engine INFO: Epoch: [48] [4600/7329] learning_rate: 0.000100 loss_class: 0.605393 loss_bbox: 0.141270 loss_giou: 0.372669 loss_class_aux: 3.687904 loss_bbox_aux: 0.900960 loss_giou_aux: 2.361661 loss_class_dn: 0.322830 loss_bbox_dn: 0.138100 loss_giou_dn: 0.380316 loss_class_aux_dn: 1.754653 loss_bbox_aux_dn: 0.804897 loss_giou_aux_dn: 2.079945 loss: 14.260752 eta: 1 day, 13:39:15 batch_cost: 0.5421 data_cost: 0.0014 ips: 7.3788 images/s [04/09 22:38:16] ppdet.engine INFO: Epoch: [48] [4700/7329] learning_rate: 0.000100 loss_class: 0.497567 loss_bbox: 0.124700 loss_giou: 0.378404 loss_class_aux: 3.240013 loss_bbox_aux: 0.818968 loss_giou_aux: 2.360257 loss_class_dn: 0.296476 loss_bbox_dn: 0.126516 loss_giou_dn: 0.319901 loss_class_aux_dn: 1.561020 loss_bbox_aux_dn: 0.759223 loss_giou_aux_dn: 1.869549 loss: 13.115015 eta: 1 day, 13:38:24 batch_cost: 0.5446 data_cost: 0.0014 ips: 7.3448 images/s [04/09 22:39:15] ppdet.engine INFO: Epoch: [48] [4800/7329] learning_rate: 0.000100 loss_class: 0.515036 loss_bbox: 0.127842 loss_giou: 0.365459 loss_class_aux: 3.353137 loss_bbox_aux: 0.809956 loss_giou_aux: 2.380035 loss_class_dn: 0.307639 loss_bbox_dn: 0.137383 loss_giou_dn: 0.361905 loss_class_aux_dn: 1.654427 loss_bbox_aux_dn: 0.799413 loss_giou_aux_dn: 1.997631 loss: 13.410124 eta: 1 day, 13:37:32 batch_cost: 0.5292 data_cost: 0.0014 ips: 7.5593 images/s [04/09 22:40:13] ppdet.engine INFO: Epoch: [48] [4900/7329] learning_rate: 0.000100 loss_class: 0.611878 loss_bbox: 0.129661 loss_giou: 0.386641 loss_class_aux: 3.867504 loss_bbox_aux: 0.831106 loss_giou_aux: 2.449369 loss_class_dn: 0.348680 loss_bbox_dn: 0.141947 loss_giou_dn: 0.371048 loss_class_aux_dn: 1.884429 loss_bbox_aux_dn: 0.860198 loss_giou_aux_dn: 2.039622 loss: 13.892252 eta: 1 day, 13:36:39 batch_cost: 0.5142 data_cost: 0.0019 ips: 7.7783 images/s [04/09 22:41:16] ppdet.engine INFO: Epoch: [48] [5000/7329] learning_rate: 0.000100 loss_class: 0.608656 loss_bbox: 0.141695 loss_giou: 0.335053 loss_class_aux: 3.935303 loss_bbox_aux: 0.960980 loss_giou_aux: 2.179613 loss_class_dn: 0.317873 loss_bbox_dn: 0.166109 loss_giou_dn: 0.337671 loss_class_aux_dn: 1.700842 loss_bbox_aux_dn: 0.990024 loss_giou_aux_dn: 1.920028 loss: 14.400027 eta: 1 day, 13:35:50 batch_cost: 0.5645 data_cost: 0.0013 ips: 7.0860 images/s [04/09 22:42:11] ppdet.engine INFO: Epoch: [48] [5100/7329] learning_rate: 0.000100 loss_class: 0.510912 loss_bbox: 0.125373 loss_giou: 0.386313 loss_class_aux: 3.251518 loss_bbox_aux: 0.795961 loss_giou_aux: 2.411039 loss_class_dn: 0.311019 loss_bbox_dn: 0.130354 loss_giou_dn: 0.354775 loss_class_aux_dn: 1.630292 loss_bbox_aux_dn: 0.776620 loss_giou_aux_dn: 1.979609 loss: 13.717333 eta: 1 day, 13:34:55 batch_cost: 0.4906 data_cost: 0.0015 ips: 8.1538 images/s [04/09 22:43:13] ppdet.engine INFO: Epoch: [48] [5200/7329] learning_rate: 0.000100 loss_class: 0.551532 loss_bbox: 0.129861 loss_giou: 0.368884 loss_class_aux: 3.481088 loss_bbox_aux: 0.847336 loss_giou_aux: 2.294797 loss_class_dn: 0.315577 loss_bbox_dn: 0.134608 loss_giou_dn: 0.321622 loss_class_aux_dn: 1.713964 loss_bbox_aux_dn: 0.773126 loss_giou_aux_dn: 1.785263 loss: 13.573534 eta: 1 day, 13:34:05 batch_cost: 0.5514 data_cost: 0.0013 ips: 7.2541 images/s [04/09 22:44:12] ppdet.engine INFO: Epoch: [48] [5300/7329] learning_rate: 0.000100 loss_class: 0.555817 loss_bbox: 0.137193 loss_giou: 0.351517 loss_class_aux: 3.698220 loss_bbox_aux: 0.878183 loss_giou_aux: 2.208210 loss_class_dn: 0.320592 loss_bbox_dn: 0.148434 loss_giou_dn: 0.350904 loss_class_aux_dn: 1.723097 loss_bbox_aux_dn: 0.921968 loss_giou_aux_dn: 2.034874 loss: 13.159476 eta: 1 day, 13:33:14 batch_cost: 0.5347 data_cost: 0.0013 ips: 7.4811 images/s [04/09 22:45:12] ppdet.engine INFO: Epoch: [48] [5400/7329] learning_rate: 0.000100 loss_class: 0.624950 loss_bbox: 0.145269 loss_giou: 0.481970 loss_class_aux: 3.949501 loss_bbox_aux: 0.951396 loss_giou_aux: 3.089841 loss_class_dn: 0.368838 loss_bbox_dn: 0.144776 loss_giou_dn: 0.447542 loss_class_aux_dn: 1.968648 loss_bbox_aux_dn: 0.897608 loss_giou_aux_dn: 2.443995 loss: 15.809837 eta: 1 day, 13:32:22 batch_cost: 0.5337 data_cost: 0.0013 ips: 7.4951 images/s [04/09 22:46:13] ppdet.engine INFO: Epoch: [48] [5500/7329] learning_rate: 0.000100 loss_class: 0.611439 loss_bbox: 0.128400 loss_giou: 0.401403 loss_class_aux: 3.879413 loss_bbox_aux: 0.810029 loss_giou_aux: 2.492587 loss_class_dn: 0.345810 loss_bbox_dn: 0.132259 loss_giou_dn: 0.374567 loss_class_aux_dn: 1.857644 loss_bbox_aux_dn: 0.782342 loss_giou_aux_dn: 2.116699 loss: 14.940493 eta: 1 day, 13:31:32 batch_cost: 0.5493 data_cost: 0.0013 ips: 7.2825 images/s [04/09 22:47:10] ppdet.engine INFO: Epoch: [48] [5600/7329] learning_rate: 0.000100 loss_class: 0.639940 loss_bbox: 0.155970 loss_giou: 0.476990 loss_class_aux: 3.971859 loss_bbox_aux: 1.060891 loss_giou_aux: 3.120611 loss_class_dn: 0.373523 loss_bbox_dn: 0.137947 loss_giou_dn: 0.442719 loss_class_aux_dn: 2.050941 loss_bbox_aux_dn: 0.890556 loss_giou_aux_dn: 2.426142 loss: 16.134424 eta: 1 day, 13:30:39 batch_cost: 0.5163 data_cost: 0.0013 ips: 7.7477 images/s [04/09 22:48:13] ppdet.engine INFO: Epoch: [48] [5700/7329] learning_rate: 0.000100 loss_class: 0.614813 loss_bbox: 0.134865 loss_giou: 0.405879 loss_class_aux: 3.767561 loss_bbox_aux: 0.904050 loss_giou_aux: 2.511961 loss_class_dn: 0.343338 loss_bbox_dn: 0.137617 loss_giou_dn: 0.357094 loss_class_aux_dn: 1.840064 loss_bbox_aux_dn: 0.866423 loss_giou_aux_dn: 2.034890 loss: 14.417179 eta: 1 day, 13:29:49 batch_cost: 0.5561 data_cost: 0.0019 ips: 7.1927 images/s [04/09 22:49:17] ppdet.engine INFO: Epoch: [48] [5800/7329] learning_rate: 0.000100 loss_class: 0.593980 loss_bbox: 0.148352 loss_giou: 0.423537 loss_class_aux: 3.753755 loss_bbox_aux: 1.008237 loss_giou_aux: 2.679053 loss_class_dn: 0.344368 loss_bbox_dn: 0.156710 loss_giou_dn: 0.391505 loss_class_aux_dn: 1.870452 loss_bbox_aux_dn: 0.918880 loss_giou_aux_dn: 2.163261 loss: 14.904804 eta: 1 day, 13:29:01 batch_cost: 0.5815 data_cost: 0.0014 ips: 6.8789 images/s [04/09 22:50:11] ppdet.engine INFO: Epoch: [48] [5900/7329] learning_rate: 0.000100 loss_class: 0.504774 loss_bbox: 0.123996 loss_giou: 0.337285 loss_class_aux: 3.156660 loss_bbox_aux: 0.830794 loss_giou_aux: 2.159347 loss_class_dn: 0.295913 loss_bbox_dn: 0.128471 loss_giou_dn: 0.327773 loss_class_aux_dn: 1.570880 loss_bbox_aux_dn: 0.785880 loss_giou_aux_dn: 1.799240 loss: 12.513288 eta: 1 day, 13:28:05 batch_cost: 0.4779 data_cost: 0.0014 ips: 8.3692 images/s [04/09 22:51:05] ppdet.engine INFO: Epoch: [48] [6000/7329] learning_rate: 0.000100 loss_class: 0.553556 loss_bbox: 0.136129 loss_giou: 0.356688 loss_class_aux: 3.487834 loss_bbox_aux: 0.876580 loss_giou_aux: 2.216288 loss_class_dn: 0.326613 loss_bbox_dn: 0.133895 loss_giou_dn: 0.316089 loss_class_aux_dn: 1.733911 loss_bbox_aux_dn: 0.826059 loss_giou_aux_dn: 1.802117 loss: 13.643100 eta: 1 day, 13:27:10 batch_cost: 0.4775 data_cost: 0.0013 ips: 8.3776 images/s [04/09 22:52:02] ppdet.engine INFO: Epoch: [48] [6100/7329] learning_rate: 0.000100 loss_class: 0.566241 loss_bbox: 0.143620 loss_giou: 0.434934 loss_class_aux: 3.704255 loss_bbox_aux: 0.940229 loss_giou_aux: 2.602824 loss_class_dn: 0.336606 loss_bbox_dn: 0.148732 loss_giou_dn: 0.365833 loss_class_aux_dn: 1.838161 loss_bbox_aux_dn: 0.897040 loss_giou_aux_dn: 2.064478 loss: 14.391066 eta: 1 day, 13:26:17 batch_cost: 0.5109 data_cost: 0.0014 ips: 7.8298 images/s [04/09 22:53:00] ppdet.engine INFO: Epoch: [48] [6200/7329] learning_rate: 0.000100 loss_class: 0.597406 loss_bbox: 0.141705 loss_giou: 0.379864 loss_class_aux: 3.764872 loss_bbox_aux: 0.965263 loss_giou_aux: 2.372335 loss_class_dn: 0.332681 loss_bbox_dn: 0.134360 loss_giou_dn: 0.348819 loss_class_aux_dn: 1.766821 loss_bbox_aux_dn: 0.833763 loss_giou_aux_dn: 1.888600 loss: 14.104654 eta: 1 day, 13:25:24 batch_cost: 0.5135 data_cost: 0.0013 ips: 7.7894 images/s [04/09 22:53:58] ppdet.engine INFO: Epoch: [48] [6300/7329] learning_rate: 0.000100 loss_class: 0.566065 loss_bbox: 0.138636 loss_giou: 0.380431 loss_class_aux: 3.614506 loss_bbox_aux: 0.899720 loss_giou_aux: 2.423992 loss_class_dn: 0.325289 loss_bbox_dn: 0.144714 loss_giou_dn: 0.376487 loss_class_aux_dn: 1.750103 loss_bbox_aux_dn: 0.849795 loss_giou_aux_dn: 2.063247 loss: 14.004696 eta: 1 day, 13:24:31 batch_cost: 0.5241 data_cost: 0.0014 ips: 7.6318 images/s [04/09 22:54:54] ppdet.engine INFO: Epoch: [48] [6400/7329] learning_rate: 0.000100 loss_class: 0.557405 loss_bbox: 0.121029 loss_giou: 0.355048 loss_class_aux: 3.560467 loss_bbox_aux: 0.781646 loss_giou_aux: 2.242172 loss_class_dn: 0.314745 loss_bbox_dn: 0.140696 loss_giou_dn: 0.319448 loss_class_aux_dn: 1.732965 loss_bbox_aux_dn: 0.828369 loss_giou_aux_dn: 1.825788 loss: 13.876860 eta: 1 day, 13:23:37 batch_cost: 0.4920 data_cost: 0.0013 ips: 8.1297 images/s [04/09 22:55:52] ppdet.engine INFO: Epoch: [48] [6500/7329] learning_rate: 0.000100 loss_class: 0.495925 loss_bbox: 0.134889 loss_giou: 0.372020 loss_class_aux: 3.194536 loss_bbox_aux: 0.882592 loss_giou_aux: 2.385789 loss_class_dn: 0.309709 loss_bbox_dn: 0.127024 loss_giou_dn: 0.365898 loss_class_aux_dn: 1.663408 loss_bbox_aux_dn: 0.771479 loss_giou_aux_dn: 1.977121 loss: 13.383591 eta: 1 day, 13:22:45 batch_cost: 0.5237 data_cost: 0.0013 ips: 7.6374 images/s [04/09 22:56:49] ppdet.engine INFO: Epoch: [48] [6600/7329] learning_rate: 0.000100 loss_class: 0.558197 loss_bbox: 0.141436 loss_giou: 0.389851 loss_class_aux: 3.597437 loss_bbox_aux: 0.955183 loss_giou_aux: 2.409152 loss_class_dn: 0.333874 loss_bbox_dn: 0.157088 loss_giou_dn: 0.372448 loss_class_aux_dn: 1.811369 loss_bbox_aux_dn: 0.910485 loss_giou_aux_dn: 2.040015 loss: 14.446083 eta: 1 day, 13:21:51 batch_cost: 0.5041 data_cost: 0.0013 ips: 7.9354 images/s [04/09 22:57:51] ppdet.engine INFO: Epoch: [48] [6700/7329] learning_rate: 0.000100 loss_class: 0.550315 loss_bbox: 0.133910 loss_giou: 0.389484 loss_class_aux: 3.641678 loss_bbox_aux: 0.858887 loss_giou_aux: 2.484391 loss_class_dn: 0.330435 loss_bbox_dn: 0.140862 loss_giou_dn: 0.368233 loss_class_aux_dn: 1.827143 loss_bbox_aux_dn: 0.822645 loss_giou_aux_dn: 2.081793 loss: 14.918470 eta: 1 day, 13:21:01 batch_cost: 0.5552 data_cost: 0.0015 ips: 7.2053 images/s [04/09 22:58:49] ppdet.engine INFO: Epoch: [48] [6800/7329] learning_rate: 0.000100 loss_class: 0.568366 loss_bbox: 0.142318 loss_giou: 0.330901 loss_class_aux: 3.625060 loss_bbox_aux: 0.943378 loss_giou_aux: 2.064570 loss_class_dn: 0.301751 loss_bbox_dn: 0.146479 loss_giou_dn: 0.313812 loss_class_aux_dn: 1.630352 loss_bbox_aux_dn: 0.881446 loss_giou_aux_dn: 1.746079 loss: 13.024117 eta: 1 day, 13:20:08 batch_cost: 0.5150 data_cost: 0.0014 ips: 7.7667 images/s [04/09 22:59:45] ppdet.engine INFO: Epoch: [48] [6900/7329] learning_rate: 0.000100 loss_class: 0.586202 loss_bbox: 0.130200 loss_giou: 0.400831 loss_class_aux: 3.720096 loss_bbox_aux: 0.864421 loss_giou_aux: 2.536948 loss_class_dn: 0.314629 loss_bbox_dn: 0.125310 loss_giou_dn: 0.369799 loss_class_aux_dn: 1.690092 loss_bbox_aux_dn: 0.788249 loss_giou_aux_dn: 2.125074 loss: 13.721014 eta: 1 day, 13:19:14 batch_cost: 0.4975 data_cost: 0.0014 ips: 8.0408 images/s [04/09 23:00:47] ppdet.engine INFO: Epoch: [48] [7000/7329] learning_rate: 0.000100 loss_class: 0.604716 loss_bbox: 0.146142 loss_giou: 0.357053 loss_class_aux: 3.936059 loss_bbox_aux: 0.961445 loss_giou_aux: 2.304209 loss_class_dn: 0.312315 loss_bbox_dn: 0.154458 loss_giou_dn: 0.359704 loss_class_aux_dn: 1.657995 loss_bbox_aux_dn: 0.920457 loss_giou_aux_dn: 1.963729 loss: 14.478458 eta: 1 day, 13:18:25 batch_cost: 0.5649 data_cost: 0.0013 ips: 7.0813 images/s [04/09 23:01:47] ppdet.engine INFO: Epoch: [48] [7100/7329] learning_rate: 0.000100 loss_class: 0.516553 loss_bbox: 0.136161 loss_giou: 0.363450 loss_class_aux: 3.404758 loss_bbox_aux: 0.901978 loss_giou_aux: 2.332416 loss_class_dn: 0.303496 loss_bbox_dn: 0.154967 loss_giou_dn: 0.333605 loss_class_aux_dn: 1.662203 loss_bbox_aux_dn: 0.919193 loss_giou_aux_dn: 1.878209 loss: 13.002273 eta: 1 day, 13:17:33 batch_cost: 0.5318 data_cost: 0.0027 ips: 7.5217 images/s [04/09 23:02:44] ppdet.engine INFO: Epoch: [48] [7200/7329] learning_rate: 0.000100 loss_class: 0.471016 loss_bbox: 0.120415 loss_giou: 0.286245 loss_class_aux: 2.958148 loss_bbox_aux: 0.800346 loss_giou_aux: 1.766981 loss_class_dn: 0.277034 loss_bbox_dn: 0.121110 loss_giou_dn: 0.268086 loss_class_aux_dn: 1.494057 loss_bbox_aux_dn: 0.750526 loss_giou_aux_dn: 1.563440 loss: 12.465761 eta: 1 day, 13:16:40 batch_cost: 0.5095 data_cost: 0.0014 ips: 7.8512 images/s [04/09 23:03:40] ppdet.engine INFO: Epoch: [48] [7300/7329] learning_rate: 0.000100 loss_class: 0.469859 loss_bbox: 0.124584 loss_giou: 0.387808 loss_class_aux: 3.062417 loss_bbox_aux: 0.806326 loss_giou_aux: 2.392466 loss_class_dn: 0.287196 loss_bbox_dn: 0.129758 loss_giou_dn: 0.323435 loss_class_aux_dn: 1.525877 loss_bbox_aux_dn: 0.774904 loss_giou_aux_dn: 1.801961 loss: 12.177820 eta: 1 day, 13:15:46 batch_cost: 0.5020 data_cost: 0.0013 ips: 7.9684 images/s [04/09 23:04:03] ppdet.engine INFO: Eval iter: 0 [04/09 23:04:30] ppdet.engine INFO: Eval iter: 100 [04/09 23:04:56] ppdet.engine INFO: Eval iter: 200 [04/09 23:05:23] ppdet.engine INFO: Eval iter: 300 [04/09 23:05:50] ppdet.engine INFO: Eval iter: 400 [04/09 23:06:17] ppdet.engine INFO: Eval iter: 500 [04/09 23:06:45] ppdet.engine INFO: Eval iter: 600 [04/09 23:07:14] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.55s) creating index... index created! [04/09 23:07:15] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.23s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.50s). Accumulating evaluation results... DONE (t=28.46s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.340 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.388 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.550 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/09 23:09:56] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.553335388942717 [04/09 23:09:56] ppdet.engine INFO: Best test bbox ap is 0.525. [04/09 23:09:59] ppdet.engine INFO: Epoch: [49] [ 0/7329] learning_rate: 0.000100 loss_class: 0.483668 loss_bbox: 0.124048 loss_giou: 0.334765 loss_class_aux: 2.995922 loss_bbox_aux: 0.797122 loss_giou_aux: 2.191350 loss_class_dn: 0.286066 loss_bbox_dn: 0.126135 loss_giou_dn: 0.316553 loss_class_aux_dn: 1.520223 loss_bbox_aux_dn: 0.740028 loss_giou_aux_dn: 1.778901 loss: 12.020523 eta: 1 day, 13:15:31 batch_cost: 0.5122 data_cost: 0.0014 ips: 7.8092 images/s [04/09 23:10:59] ppdet.engine INFO: Epoch: [49] [ 100/7329] learning_rate: 0.000100 loss_class: 0.525562 loss_bbox: 0.124514 loss_giou: 0.323261 loss_class_aux: 3.354324 loss_bbox_aux: 0.787492 loss_giou_aux: 2.075508 loss_class_dn: 0.282394 loss_bbox_dn: 0.127957 loss_giou_dn: 0.308745 loss_class_aux_dn: 1.527090 loss_bbox_aux_dn: 0.780657 loss_giou_aux_dn: 1.763781 loss: 12.839893 eta: 1 day, 13:14:40 batch_cost: 0.5320 data_cost: 0.0015 ips: 7.5191 images/s [04/09 23:11:58] ppdet.engine INFO: Epoch: [49] [ 200/7329] learning_rate: 0.000100 loss_class: 0.559527 loss_bbox: 0.143364 loss_giou: 0.348519 loss_class_aux: 3.425619 loss_bbox_aux: 0.874204 loss_giou_aux: 2.255100 loss_class_dn: 0.319613 loss_bbox_dn: 0.142117 loss_giou_dn: 0.341599 loss_class_aux_dn: 1.696543 loss_bbox_aux_dn: 0.871948 loss_giou_aux_dn: 1.921396 loss: 14.182329 eta: 1 day, 13:13:48 batch_cost: 0.5316 data_cost: 0.0015 ips: 7.5239 images/s [04/09 23:12:55] ppdet.engine INFO: Epoch: [49] [ 300/7329] learning_rate: 0.000100 loss_class: 0.532289 loss_bbox: 0.120791 loss_giou: 0.366883 loss_class_aux: 3.302390 loss_bbox_aux: 0.792947 loss_giou_aux: 2.412092 loss_class_dn: 0.292738 loss_bbox_dn: 0.138146 loss_giou_dn: 0.370668 loss_class_aux_dn: 1.580376 loss_bbox_aux_dn: 0.847841 loss_giou_aux_dn: 2.036651 loss: 12.644511 eta: 1 day, 13:12:55 batch_cost: 0.5092 data_cost: 0.0014 ips: 7.8548 images/s [04/09 23:13:50] ppdet.engine INFO: Epoch: [49] [ 400/7329] learning_rate: 0.000100 loss_class: 0.594643 loss_bbox: 0.145611 loss_giou: 0.381077 loss_class_aux: 3.731821 loss_bbox_aux: 0.990150 loss_giou_aux: 2.382205 loss_class_dn: 0.317882 loss_bbox_dn: 0.160814 loss_giou_dn: 0.341039 loss_class_aux_dn: 1.723752 loss_bbox_aux_dn: 0.963285 loss_giou_aux_dn: 1.860952 loss: 14.018772 eta: 1 day, 13:12:00 batch_cost: 0.4830 data_cost: 0.0014 ips: 8.2812 images/s [04/09 23:14:52] ppdet.engine INFO: Epoch: [49] [ 500/7329] learning_rate: 0.000100 loss_class: 0.571794 loss_bbox: 0.136609 loss_giou: 0.325053 loss_class_aux: 3.647110 loss_bbox_aux: 0.870911 loss_giou_aux: 2.111360 loss_class_dn: 0.317964 loss_bbox_dn: 0.147418 loss_giou_dn: 0.338441 loss_class_aux_dn: 1.731733 loss_bbox_aux_dn: 0.842025 loss_giou_aux_dn: 1.901735 loss: 13.473010 eta: 1 day, 13:11:10 batch_cost: 0.5618 data_cost: 0.0016 ips: 7.1195 images/s [04/09 23:15:55] ppdet.engine INFO: Epoch: [49] [ 600/7329] learning_rate: 0.000100 loss_class: 0.524191 loss_bbox: 0.126164 loss_giou: 0.333459 loss_class_aux: 3.399566 loss_bbox_aux: 0.813928 loss_giou_aux: 2.015390 loss_class_dn: 0.305554 loss_bbox_dn: 0.123828 loss_giou_dn: 0.318274 loss_class_aux_dn: 1.645576 loss_bbox_aux_dn: 0.772719 loss_giou_aux_dn: 1.795200 loss: 13.432386 eta: 1 day, 13:10:20 batch_cost: 0.5553 data_cost: 0.0014 ips: 7.2027 images/s [04/09 23:16:55] ppdet.engine INFO: Epoch: [49] [ 700/7329] learning_rate: 0.000100 loss_class: 0.473996 loss_bbox: 0.124709 loss_giou: 0.328770 loss_class_aux: 3.070740 loss_bbox_aux: 0.821930 loss_giou_aux: 2.044421 loss_class_dn: 0.277973 loss_bbox_dn: 0.119562 loss_giou_dn: 0.298863 loss_class_aux_dn: 1.534047 loss_bbox_aux_dn: 0.738229 loss_giou_aux_dn: 1.629251 loss: 11.089184 eta: 1 day, 13:09:29 batch_cost: 0.5404 data_cost: 0.0014 ips: 7.4017 images/s [04/09 23:18:00] ppdet.engine INFO: Epoch: [49] [ 800/7329] learning_rate: 0.000100 loss_class: 0.614815 loss_bbox: 0.133483 loss_giou: 0.410735 loss_class_aux: 3.795975 loss_bbox_aux: 0.894183 loss_giou_aux: 2.622066 loss_class_dn: 0.350002 loss_bbox_dn: 0.144550 loss_giou_dn: 0.377119 loss_class_aux_dn: 1.866571 loss_bbox_aux_dn: 0.825673 loss_giou_aux_dn: 2.138450 loss: 14.845531 eta: 1 day, 13:08:41 batch_cost: 0.5792 data_cost: 0.0015 ips: 6.9057 images/s [04/09 23:19:03] ppdet.engine INFO: Epoch: [49] [ 900/7329] learning_rate: 0.000100 loss_class: 0.530003 loss_bbox: 0.123180 loss_giou: 0.371234 loss_class_aux: 3.547393 loss_bbox_aux: 0.842463 loss_giou_aux: 2.436800 loss_class_dn: 0.305583 loss_bbox_dn: 0.143264 loss_giou_dn: 0.329249 loss_class_aux_dn: 1.649580 loss_bbox_aux_dn: 0.865874 loss_giou_aux_dn: 1.873000 loss: 12.768000 eta: 1 day, 13:07:51 batch_cost: 0.5563 data_cost: 0.0015 ips: 7.1902 images/s [04/09 23:20:01] ppdet.engine INFO: Epoch: [49] [1000/7329] learning_rate: 0.000100 loss_class: 0.554379 loss_bbox: 0.128661 loss_giou: 0.323408 loss_class_aux: 3.424223 loss_bbox_aux: 0.875312 loss_giou_aux: 2.040511 loss_class_dn: 0.286705 loss_bbox_dn: 0.137766 loss_giou_dn: 0.313764 loss_class_aux_dn: 1.590712 loss_bbox_aux_dn: 0.798175 loss_giou_aux_dn: 1.756942 loss: 11.956347 eta: 1 day, 13:06:58 batch_cost: 0.5190 data_cost: 0.0014 ips: 7.7067 images/s [04/09 23:20:56] ppdet.engine INFO: Epoch: [49] [1100/7329] learning_rate: 0.000100 loss_class: 0.581164 loss_bbox: 0.148270 loss_giou: 0.414149 loss_class_aux: 3.708402 loss_bbox_aux: 0.967205 loss_giou_aux: 2.642913 loss_class_dn: 0.349886 loss_bbox_dn: 0.147393 loss_giou_dn: 0.367462 loss_class_aux_dn: 1.858798 loss_bbox_aux_dn: 0.861681 loss_giou_aux_dn: 2.056218 loss: 14.690876 eta: 1 day, 13:06:03 batch_cost: 0.4861 data_cost: 0.0013 ips: 8.2290 images/s [04/09 23:21:56] ppdet.engine INFO: Epoch: [49] [1200/7329] learning_rate: 0.000100 loss_class: 0.594145 loss_bbox: 0.150935 loss_giou: 0.388061 loss_class_aux: 3.880741 loss_bbox_aux: 0.997518 loss_giou_aux: 2.613476 loss_class_dn: 0.350459 loss_bbox_dn: 0.148682 loss_giou_dn: 0.362321 loss_class_aux_dn: 1.863691 loss_bbox_aux_dn: 0.873129 loss_giou_aux_dn: 2.004645 loss: 15.018734 eta: 1 day, 13:05:12 batch_cost: 0.5369 data_cost: 0.0019 ips: 7.4501 images/s [04/09 23:22:51] ppdet.engine INFO: Epoch: [49] [1300/7329] learning_rate: 0.000100 loss_class: 0.551888 loss_bbox: 0.129669 loss_giou: 0.387869 loss_class_aux: 3.397635 loss_bbox_aux: 0.865768 loss_giou_aux: 2.387146 loss_class_dn: 0.313216 loss_bbox_dn: 0.145396 loss_giou_dn: 0.360939 loss_class_aux_dn: 1.666357 loss_bbox_aux_dn: 0.846354 loss_giou_aux_dn: 1.970434 loss: 13.657682 eta: 1 day, 13:04:17 batch_cost: 0.4816 data_cost: 0.0013 ips: 8.3062 images/s [04/09 23:23:46] ppdet.engine INFO: Epoch: [49] [1400/7329] learning_rate: 0.000100 loss_class: 0.584496 loss_bbox: 0.129191 loss_giou: 0.364355 loss_class_aux: 3.802437 loss_bbox_aux: 0.823719 loss_giou_aux: 2.352520 loss_class_dn: 0.298557 loss_bbox_dn: 0.130585 loss_giou_dn: 0.319380 loss_class_aux_dn: 1.662424 loss_bbox_aux_dn: 0.786393 loss_giou_aux_dn: 1.758270 loss: 13.446769 eta: 1 day, 13:03:23 batch_cost: 0.4966 data_cost: 0.0013 ips: 8.0546 images/s [04/09 23:24:47] ppdet.engine INFO: Epoch: [49] [1500/7329] learning_rate: 0.000100 loss_class: 0.587097 loss_bbox: 0.135810 loss_giou: 0.387477 loss_class_aux: 3.656433 loss_bbox_aux: 0.952193 loss_giou_aux: 2.634356 loss_class_dn: 0.334746 loss_bbox_dn: 0.144684 loss_giou_dn: 0.398512 loss_class_aux_dn: 1.824781 loss_bbox_aux_dn: 0.889234 loss_giou_aux_dn: 2.205886 loss: 14.877985 eta: 1 day, 13:02:32 batch_cost: 0.5436 data_cost: 0.0013 ips: 7.3583 images/s [04/09 23:25:48] ppdet.engine INFO: Epoch: [49] [1600/7329] learning_rate: 0.000100 loss_class: 0.507816 loss_bbox: 0.121606 loss_giou: 0.351314 loss_class_aux: 3.157571 loss_bbox_aux: 0.810124 loss_giou_aux: 2.181579 loss_class_dn: 0.307941 loss_bbox_dn: 0.123246 loss_giou_dn: 0.310068 loss_class_aux_dn: 1.691382 loss_bbox_aux_dn: 0.723482 loss_giou_aux_dn: 1.714950 loss: 12.620057 eta: 1 day, 13:01:41 batch_cost: 0.5407 data_cost: 0.0016 ips: 7.3973 images/s [04/09 23:26:50] ppdet.engine INFO: Epoch: [49] [1700/7329] learning_rate: 0.000100 loss_class: 0.564029 loss_bbox: 0.127757 loss_giou: 0.340177 loss_class_aux: 3.533431 loss_bbox_aux: 0.826641 loss_giou_aux: 2.178168 loss_class_dn: 0.301667 loss_bbox_dn: 0.125838 loss_giou_dn: 0.307648 loss_class_aux_dn: 1.617097 loss_bbox_aux_dn: 0.771415 loss_giou_aux_dn: 1.729635 loss: 12.861776 eta: 1 day, 13:00:51 batch_cost: 0.5558 data_cost: 0.0014 ips: 7.1969 images/s [04/09 23:27:53] ppdet.engine INFO: Epoch: [49] [1800/7329] learning_rate: 0.000100 loss_class: 0.586371 loss_bbox: 0.121230 loss_giou: 0.367267 loss_class_aux: 3.583162 loss_bbox_aux: 0.786756 loss_giou_aux: 2.353515 loss_class_dn: 0.303536 loss_bbox_dn: 0.137700 loss_giou_dn: 0.325655 loss_class_aux_dn: 1.643920 loss_bbox_aux_dn: 0.843161 loss_giou_aux_dn: 1.819968 loss: 13.179441 eta: 1 day, 13:00:01 batch_cost: 0.5617 data_cost: 0.0016 ips: 7.1206 images/s [04/09 23:28:50] ppdet.engine INFO: Epoch: [49] [1900/7329] learning_rate: 0.000100 loss_class: 0.535889 loss_bbox: 0.127853 loss_giou: 0.427814 loss_class_aux: 3.369503 loss_bbox_aux: 0.851127 loss_giou_aux: 2.707081 loss_class_dn: 0.312341 loss_bbox_dn: 0.118455 loss_giou_dn: 0.353014 loss_class_aux_dn: 1.685249 loss_bbox_aux_dn: 0.733648 loss_giou_aux_dn: 1.903094 loss: 13.117538 eta: 1 day, 12:59:08 batch_cost: 0.5044 data_cost: 0.0015 ips: 7.9303 images/s [04/09 23:29:44] ppdet.engine INFO: Epoch: [49] [2000/7329] learning_rate: 0.000100 loss_class: 0.568633 loss_bbox: 0.143604 loss_giou: 0.438303 loss_class_aux: 3.696123 loss_bbox_aux: 0.865316 loss_giou_aux: 2.710340 loss_class_dn: 0.345356 loss_bbox_dn: 0.143022 loss_giou_dn: 0.392871 loss_class_aux_dn: 1.875754 loss_bbox_aux_dn: 0.848070 loss_giou_aux_dn: 2.222150 loss: 15.125320 eta: 1 day, 12:58:12 batch_cost: 0.4776 data_cost: 0.0014 ips: 8.3754 images/s [04/09 23:30:39] ppdet.engine INFO: Epoch: [49] [2100/7329] learning_rate: 0.000100 loss_class: 0.608833 loss_bbox: 0.139991 loss_giou: 0.401771 loss_class_aux: 3.967902 loss_bbox_aux: 0.922745 loss_giou_aux: 2.425365 loss_class_dn: 0.337006 loss_bbox_dn: 0.129090 loss_giou_dn: 0.384051 loss_class_aux_dn: 1.853720 loss_bbox_aux_dn: 0.770801 loss_giou_aux_dn: 2.170068 loss: 14.495960 eta: 1 day, 12:57:18 batch_cost: 0.4909 data_cost: 0.0014 ips: 8.1477 images/s [04/09 23:31:36] ppdet.engine INFO: Epoch: [49] [2200/7329] learning_rate: 0.000100 loss_class: 0.550989 loss_bbox: 0.130344 loss_giou: 0.364402 loss_class_aux: 3.506913 loss_bbox_aux: 0.837145 loss_giou_aux: 2.306196 loss_class_dn: 0.311222 loss_bbox_dn: 0.136064 loss_giou_dn: 0.342613 loss_class_aux_dn: 1.692063 loss_bbox_aux_dn: 0.809891 loss_giou_aux_dn: 1.877292 loss: 12.867521 eta: 1 day, 12:56:24 batch_cost: 0.5085 data_cost: 0.0014 ips: 7.8667 images/s [04/09 23:32:33] ppdet.engine INFO: Epoch: [49] [2300/7329] learning_rate: 0.000100 loss_class: 0.565810 loss_bbox: 0.135258 loss_giou: 0.384483 loss_class_aux: 3.535566 loss_bbox_aux: 0.951274 loss_giou_aux: 2.463001 loss_class_dn: 0.335460 loss_bbox_dn: 0.136892 loss_giou_dn: 0.344900 loss_class_aux_dn: 1.788664 loss_bbox_aux_dn: 0.834305 loss_giou_aux_dn: 2.025993 loss: 14.341920 eta: 1 day, 12:55:31 batch_cost: 0.5053 data_cost: 0.0013 ips: 7.9166 images/s [04/09 23:33:28] ppdet.engine INFO: Epoch: [49] [2400/7329] learning_rate: 0.000100 loss_class: 0.588341 loss_bbox: 0.128902 loss_giou: 0.428235 loss_class_aux: 3.584592 loss_bbox_aux: 0.878275 loss_giou_aux: 2.606559 loss_class_dn: 0.325804 loss_bbox_dn: 0.159086 loss_giou_dn: 0.380445 loss_class_aux_dn: 1.729139 loss_bbox_aux_dn: 0.940175 loss_giou_aux_dn: 2.163375 loss: 14.114473 eta: 1 day, 12:54:36 batch_cost: 0.4894 data_cost: 0.0013 ips: 8.1740 images/s [04/09 23:34:24] ppdet.engine INFO: Epoch: [49] [2500/7329] learning_rate: 0.000100 loss_class: 0.559373 loss_bbox: 0.141362 loss_giou: 0.367753 loss_class_aux: 3.696104 loss_bbox_aux: 0.959869 loss_giou_aux: 2.366548 loss_class_dn: 0.327912 loss_bbox_dn: 0.154809 loss_giou_dn: 0.334992 loss_class_aux_dn: 1.749422 loss_bbox_aux_dn: 0.935278 loss_giou_aux_dn: 1.837521 loss: 13.656788 eta: 1 day, 12:53:42 batch_cost: 0.4957 data_cost: 0.0015 ips: 8.0700 images/s [04/09 23:35:23] ppdet.engine INFO: Epoch: [49] [2600/7329] learning_rate: 0.000100 loss_class: 0.546877 loss_bbox: 0.144525 loss_giou: 0.399803 loss_class_aux: 3.521418 loss_bbox_aux: 0.935979 loss_giou_aux: 2.456495 loss_class_dn: 0.325192 loss_bbox_dn: 0.145664 loss_giou_dn: 0.356769 loss_class_aux_dn: 1.743121 loss_bbox_aux_dn: 0.858407 loss_giou_aux_dn: 1.936611 loss: 13.789451 eta: 1 day, 12:52:49 batch_cost: 0.5200 data_cost: 0.0014 ips: 7.6927 images/s [04/09 23:36:20] ppdet.engine INFO: Epoch: [49] [2700/7329] learning_rate: 0.000100 loss_class: 0.484745 loss_bbox: 0.125893 loss_giou: 0.324997 loss_class_aux: 3.190606 loss_bbox_aux: 0.885635 loss_giou_aux: 2.099946 loss_class_dn: 0.295557 loss_bbox_dn: 0.145172 loss_giou_dn: 0.339030 loss_class_aux_dn: 1.553961 loss_bbox_aux_dn: 0.879039 loss_giou_aux_dn: 1.857893 loss: 13.463049 eta: 1 day, 12:51:56 batch_cost: 0.5081 data_cost: 0.0015 ips: 7.8717 images/s [04/09 23:37:14] ppdet.engine INFO: Epoch: [49] [2800/7329] learning_rate: 0.000100 loss_class: 0.585895 loss_bbox: 0.150863 loss_giou: 0.418739 loss_class_aux: 3.745596 loss_bbox_aux: 0.968845 loss_giou_aux: 2.656499 loss_class_dn: 0.353068 loss_bbox_dn: 0.153599 loss_giou_dn: 0.395490 loss_class_aux_dn: 1.852462 loss_bbox_aux_dn: 0.898202 loss_giou_aux_dn: 2.137963 loss: 14.611036 eta: 1 day, 12:51:00 batch_cost: 0.4749 data_cost: 0.0013 ips: 8.4232 images/s [04/09 23:38:10] ppdet.engine INFO: Epoch: [49] [2900/7329] learning_rate: 0.000100 loss_class: 0.569540 loss_bbox: 0.135277 loss_giou: 0.348518 loss_class_aux: 3.522947 loss_bbox_aux: 0.868651 loss_giou_aux: 2.221833 loss_class_dn: 0.318981 loss_bbox_dn: 0.134734 loss_giou_dn: 0.330540 loss_class_aux_dn: 1.705497 loss_bbox_aux_dn: 0.790556 loss_giou_aux_dn: 1.878841 loss: 13.842444 eta: 1 day, 12:50:07 batch_cost: 0.5024 data_cost: 0.0014 ips: 7.9621 images/s [04/09 23:39:11] ppdet.engine INFO: Epoch: [49] [3000/7329] learning_rate: 0.000100 loss_class: 0.608514 loss_bbox: 0.147791 loss_giou: 0.437629 loss_class_aux: 3.885272 loss_bbox_aux: 1.027940 loss_giou_aux: 2.727356 loss_class_dn: 0.348856 loss_bbox_dn: 0.160458 loss_giou_dn: 0.403482 loss_class_aux_dn: 1.870953 loss_bbox_aux_dn: 0.941183 loss_giou_aux_dn: 2.230167 loss: 14.943560 eta: 1 day, 12:49:16 batch_cost: 0.5470 data_cost: 0.0014 ips: 7.3120 images/s [04/09 23:40:19] ppdet.engine INFO: Epoch: [49] [3100/7329] learning_rate: 0.000100 loss_class: 0.517712 loss_bbox: 0.129646 loss_giou: 0.344676 loss_class_aux: 3.405092 loss_bbox_aux: 0.866585 loss_giou_aux: 2.116322 loss_class_dn: 0.303626 loss_bbox_dn: 0.136012 loss_giou_dn: 0.312261 loss_class_aux_dn: 1.667626 loss_bbox_aux_dn: 0.856977 loss_giou_aux_dn: 1.773211 loss: 12.667862 eta: 1 day, 12:48:28 batch_cost: 0.5859 data_cost: 0.0017 ips: 6.8273 images/s [04/09 23:41:17] ppdet.engine INFO: Epoch: [49] [3200/7329] learning_rate: 0.000100 loss_class: 0.575304 loss_bbox: 0.142560 loss_giou: 0.428930 loss_class_aux: 3.781702 loss_bbox_aux: 0.912054 loss_giou_aux: 2.669195 loss_class_dn: 0.365779 loss_bbox_dn: 0.145575 loss_giou_dn: 0.411716 loss_class_aux_dn: 1.925398 loss_bbox_aux_dn: 0.856417 loss_giou_aux_dn: 2.304530 loss: 15.411804 eta: 1 day, 12:47:35 batch_cost: 0.5098 data_cost: 0.0017 ips: 7.8460 images/s [04/09 23:42:18] ppdet.engine INFO: Epoch: [49] [3300/7329] learning_rate: 0.000100 loss_class: 0.589026 loss_bbox: 0.135983 loss_giou: 0.384138 loss_class_aux: 3.719550 loss_bbox_aux: 0.910237 loss_giou_aux: 2.356599 loss_class_dn: 0.324998 loss_bbox_dn: 0.162130 loss_giou_dn: 0.351614 loss_class_aux_dn: 1.793320 loss_bbox_aux_dn: 0.906424 loss_giou_aux_dn: 1.957830 loss: 13.692686 eta: 1 day, 12:46:44 batch_cost: 0.5468 data_cost: 0.0015 ips: 7.3148 images/s [04/09 23:43:12] ppdet.engine INFO: Epoch: [49] [3400/7329] learning_rate: 0.000100 loss_class: 0.588400 loss_bbox: 0.137787 loss_giou: 0.397305 loss_class_aux: 3.575711 loss_bbox_aux: 0.909758 loss_giou_aux: 2.605915 loss_class_dn: 0.321025 loss_bbox_dn: 0.150443 loss_giou_dn: 0.390781 loss_class_aux_dn: 1.757440 loss_bbox_aux_dn: 0.906494 loss_giou_aux_dn: 2.210337 loss: 14.142187 eta: 1 day, 12:45:49 batch_cost: 0.4812 data_cost: 0.0014 ips: 8.3127 images/s [04/09 23:44:10] ppdet.engine INFO: Epoch: [49] [3500/7329] learning_rate: 0.000100 loss_class: 0.511989 loss_bbox: 0.123187 loss_giou: 0.286345 loss_class_aux: 3.317361 loss_bbox_aux: 0.879526 loss_giou_aux: 1.879474 loss_class_dn: 0.287091 loss_bbox_dn: 0.147917 loss_giou_dn: 0.278571 loss_class_aux_dn: 1.529504 loss_bbox_aux_dn: 0.890313 loss_giou_aux_dn: 1.604915 loss: 12.033297 eta: 1 day, 12:44:56 batch_cost: 0.5108 data_cost: 0.0015 ips: 7.8303 images/s [04/09 23:45:12] ppdet.engine INFO: Epoch: [49] [3600/7329] learning_rate: 0.000100 loss_class: 0.588698 loss_bbox: 0.137353 loss_giou: 0.375418 loss_class_aux: 3.727717 loss_bbox_aux: 0.947083 loss_giou_aux: 2.420692 loss_class_dn: 0.313910 loss_bbox_dn: 0.150758 loss_giou_dn: 0.360604 loss_class_aux_dn: 1.707488 loss_bbox_aux_dn: 0.898384 loss_giou_aux_dn: 2.030881 loss: 14.578250 eta: 1 day, 12:44:06 batch_cost: 0.5579 data_cost: 0.0015 ips: 7.1698 images/s [04/09 23:46:14] ppdet.engine INFO: Epoch: [49] [3700/7329] learning_rate: 0.000100 loss_class: 0.516243 loss_bbox: 0.134244 loss_giou: 0.402891 loss_class_aux: 3.295082 loss_bbox_aux: 0.846891 loss_giou_aux: 2.525432 loss_class_dn: 0.313135 loss_bbox_dn: 0.132637 loss_giou_dn: 0.377056 loss_class_aux_dn: 1.651665 loss_bbox_aux_dn: 0.783296 loss_giou_aux_dn: 2.042112 loss: 14.505739 eta: 1 day, 12:43:16 batch_cost: 0.5513 data_cost: 0.0016 ips: 7.2557 images/s [04/09 23:47:14] ppdet.engine INFO: Epoch: [49] [3800/7329] learning_rate: 0.000100 loss_class: 0.579854 loss_bbox: 0.126452 loss_giou: 0.400986 loss_class_aux: 3.565981 loss_bbox_aux: 0.851649 loss_giou_aux: 2.553030 loss_class_dn: 0.336462 loss_bbox_dn: 0.129324 loss_giou_dn: 0.352309 loss_class_aux_dn: 1.811132 loss_bbox_aux_dn: 0.794720 loss_giou_aux_dn: 2.034528 loss: 13.862467 eta: 1 day, 12:42:25 batch_cost: 0.5383 data_cost: 0.0013 ips: 7.4305 images/s [04/09 23:48:12] ppdet.engine INFO: Epoch: [49] [3900/7329] learning_rate: 0.000100 loss_class: 0.591714 loss_bbox: 0.137059 loss_giou: 0.361466 loss_class_aux: 3.614743 loss_bbox_aux: 0.901470 loss_giou_aux: 2.329886 loss_class_dn: 0.320984 loss_bbox_dn: 0.141713 loss_giou_dn: 0.341537 loss_class_aux_dn: 1.707320 loss_bbox_aux_dn: 0.864392 loss_giou_aux_dn: 1.918294 loss: 13.529507 eta: 1 day, 12:41:32 batch_cost: 0.5110 data_cost: 0.0014 ips: 7.8270 images/s [04/09 23:49:17] ppdet.engine INFO: Epoch: [49] [4000/7329] learning_rate: 0.000100 loss_class: 0.561123 loss_bbox: 0.136217 loss_giou: 0.409635 loss_class_aux: 3.672269 loss_bbox_aux: 0.911156 loss_giou_aux: 2.655747 loss_class_dn: 0.349806 loss_bbox_dn: 0.146933 loss_giou_dn: 0.400011 loss_class_aux_dn: 1.827254 loss_bbox_aux_dn: 0.857424 loss_giou_aux_dn: 2.240739 loss: 14.272997 eta: 1 day, 12:40:44 batch_cost: 0.5858 data_cost: 0.0014 ips: 6.8286 images/s [04/09 23:50:15] ppdet.engine INFO: Epoch: [49] [4100/7329] learning_rate: 0.000100 loss_class: 0.539645 loss_bbox: 0.129957 loss_giou: 0.391533 loss_class_aux: 3.508054 loss_bbox_aux: 0.860694 loss_giou_aux: 2.559335 loss_class_dn: 0.321393 loss_bbox_dn: 0.139042 loss_giou_dn: 0.344015 loss_class_aux_dn: 1.745752 loss_bbox_aux_dn: 0.851039 loss_giou_aux_dn: 1.976406 loss: 13.343983 eta: 1 day, 12:39:51 batch_cost: 0.5193 data_cost: 0.0014 ips: 7.7023 images/s [04/09 23:51:11] ppdet.engine INFO: Epoch: [49] [4200/7329] learning_rate: 0.000100 loss_class: 0.585106 loss_bbox: 0.145262 loss_giou: 0.354453 loss_class_aux: 3.658391 loss_bbox_aux: 0.944576 loss_giou_aux: 2.282739 loss_class_dn: 0.321776 loss_bbox_dn: 0.153067 loss_giou_dn: 0.331668 loss_class_aux_dn: 1.738688 loss_bbox_aux_dn: 0.896609 loss_giou_aux_dn: 1.875392 loss: 14.041227 eta: 1 day, 12:38:57 batch_cost: 0.4984 data_cost: 0.0014 ips: 8.0251 images/s [04/09 23:52:13] ppdet.engine INFO: Epoch: [49] [4300/7329] learning_rate: 0.000100 loss_class: 0.512896 loss_bbox: 0.142784 loss_giou: 0.354893 loss_class_aux: 3.273955 loss_bbox_aux: 0.884410 loss_giou_aux: 2.172529 loss_class_dn: 0.290110 loss_bbox_dn: 0.141916 loss_giou_dn: 0.312069 loss_class_aux_dn: 1.618013 loss_bbox_aux_dn: 0.895871 loss_giou_aux_dn: 1.820949 loss: 12.452066 eta: 1 day, 12:38:06 batch_cost: 0.5461 data_cost: 0.0015 ips: 7.3248 images/s [04/09 23:53:09] ppdet.engine INFO: Epoch: [49] [4400/7329] learning_rate: 0.000100 loss_class: 0.535526 loss_bbox: 0.139668 loss_giou: 0.355768 loss_class_aux: 3.426861 loss_bbox_aux: 0.903314 loss_giou_aux: 2.255270 loss_class_dn: 0.300571 loss_bbox_dn: 0.152135 loss_giou_dn: 0.321778 loss_class_aux_dn: 1.635895 loss_bbox_aux_dn: 0.948200 loss_giou_aux_dn: 1.740017 loss: 12.573404 eta: 1 day, 12:37:13 batch_cost: 0.5045 data_cost: 0.0013 ips: 7.9286 images/s [04/09 23:54:04] ppdet.engine INFO: Epoch: [49] [4500/7329] learning_rate: 0.000100 loss_class: 0.592216 loss_bbox: 0.146124 loss_giou: 0.420994 loss_class_aux: 3.749059 loss_bbox_aux: 0.986606 loss_giou_aux: 2.626356 loss_class_dn: 0.345709 loss_bbox_dn: 0.168028 loss_giou_dn: 0.377528 loss_class_aux_dn: 1.817144 loss_bbox_aux_dn: 0.958194 loss_giou_aux_dn: 2.119609 loss: 14.053755 eta: 1 day, 12:36:18 batch_cost: 0.4857 data_cost: 0.0014 ips: 8.2359 images/s [04/09 23:55:03] ppdet.engine INFO: Epoch: [49] [4600/7329] learning_rate: 0.000100 loss_class: 0.561126 loss_bbox: 0.142760 loss_giou: 0.406819 loss_class_aux: 3.661835 loss_bbox_aux: 0.941290 loss_giou_aux: 2.568424 loss_class_dn: 0.326439 loss_bbox_dn: 0.150402 loss_giou_dn: 0.355350 loss_class_aux_dn: 1.788329 loss_bbox_aux_dn: 0.917156 loss_giou_aux_dn: 1.962740 loss: 14.128614 eta: 1 day, 12:35:26 batch_cost: 0.5250 data_cost: 0.0014 ips: 7.6195 images/s [04/09 23:56:02] ppdet.engine INFO: Epoch: [49] [4700/7329] learning_rate: 0.000100 loss_class: 0.563249 loss_bbox: 0.138270 loss_giou: 0.369219 loss_class_aux: 3.738591 loss_bbox_aux: 0.878823 loss_giou_aux: 2.418564 loss_class_dn: 0.339685 loss_bbox_dn: 0.138373 loss_giou_dn: 0.364596 loss_class_aux_dn: 1.852056 loss_bbox_aux_dn: 0.821821 loss_giou_aux_dn: 2.109040 loss: 13.935457 eta: 1 day, 12:34:34 batch_cost: 0.5233 data_cost: 0.0013 ips: 7.6443 images/s [04/09 23:56:58] ppdet.engine INFO: Epoch: [49] [4800/7329] learning_rate: 0.000100 loss_class: 0.572323 loss_bbox: 0.130291 loss_giou: 0.398021 loss_class_aux: 3.725459 loss_bbox_aux: 0.923775 loss_giou_aux: 2.578135 loss_class_dn: 0.325902 loss_bbox_dn: 0.128506 loss_giou_dn: 0.375724 loss_class_aux_dn: 1.780670 loss_bbox_aux_dn: 0.798853 loss_giou_aux_dn: 2.116968 loss: 13.845315 eta: 1 day, 12:33:40 batch_cost: 0.5045 data_cost: 0.0013 ips: 7.9282 images/s [04/09 23:58:01] ppdet.engine INFO: Epoch: [49] [4900/7329] learning_rate: 0.000100 loss_class: 0.525616 loss_bbox: 0.128863 loss_giou: 0.321998 loss_class_aux: 3.307491 loss_bbox_aux: 0.813831 loss_giou_aux: 2.021881 loss_class_dn: 0.295065 loss_bbox_dn: 0.134285 loss_giou_dn: 0.330900 loss_class_aux_dn: 1.578207 loss_bbox_aux_dn: 0.815235 loss_giou_aux_dn: 1.827135 loss: 13.168427 eta: 1 day, 12:32:51 batch_cost: 0.5681 data_cost: 0.0013 ips: 7.0410 images/s [04/09 23:58:59] ppdet.engine INFO: Epoch: [49] [5000/7329] learning_rate: 0.000100 loss_class: 0.596490 loss_bbox: 0.141227 loss_giou: 0.422784 loss_class_aux: 3.821068 loss_bbox_aux: 0.925459 loss_giou_aux: 2.709113 loss_class_dn: 0.366002 loss_bbox_dn: 0.153333 loss_giou_dn: 0.398279 loss_class_aux_dn: 1.909711 loss_bbox_aux_dn: 0.854866 loss_giou_aux_dn: 2.255068 loss: 14.781357 eta: 1 day, 12:31:59 batch_cost: 0.5228 data_cost: 0.0012 ips: 7.6504 images/s [04/09 23:59:57] ppdet.engine INFO: Epoch: [49] [5100/7329] learning_rate: 0.000100 loss_class: 0.556340 loss_bbox: 0.150050 loss_giou: 0.349346 loss_class_aux: 3.526449 loss_bbox_aux: 0.914420 loss_giou_aux: 2.166457 loss_class_dn: 0.299218 loss_bbox_dn: 0.144091 loss_giou_dn: 0.319968 loss_class_aux_dn: 1.609266 loss_bbox_aux_dn: 0.850781 loss_giou_aux_dn: 1.814093 loss: 13.529875 eta: 1 day, 12:31:05 batch_cost: 0.5097 data_cost: 0.0016 ips: 7.8484 images/s [04/10 00:00:53] ppdet.engine INFO: Epoch: [49] [5200/7329] learning_rate: 0.000100 loss_class: 0.592170 loss_bbox: 0.146276 loss_giou: 0.380457 loss_class_aux: 3.814847 loss_bbox_aux: 0.995735 loss_giou_aux: 2.501888 loss_class_dn: 0.344318 loss_bbox_dn: 0.148801 loss_giou_dn: 0.357702 loss_class_aux_dn: 1.857625 loss_bbox_aux_dn: 0.946876 loss_giou_aux_dn: 2.035339 loss: 14.291094 eta: 1 day, 12:30:11 batch_cost: 0.4987 data_cost: 0.0012 ips: 8.0209 images/s [04/10 00:01:48] ppdet.engine INFO: Epoch: [49] [5300/7329] learning_rate: 0.000100 loss_class: 0.602687 loss_bbox: 0.138896 loss_giou: 0.375051 loss_class_aux: 3.793337 loss_bbox_aux: 0.910143 loss_giou_aux: 2.483850 loss_class_dn: 0.326804 loss_bbox_dn: 0.145024 loss_giou_dn: 0.343356 loss_class_aux_dn: 1.811469 loss_bbox_aux_dn: 0.876068 loss_giou_aux_dn: 1.973093 loss: 13.780550 eta: 1 day, 12:29:17 batch_cost: 0.4914 data_cost: 0.0013 ips: 8.1396 images/s [04/10 00:02:50] ppdet.engine INFO: Epoch: [49] [5400/7329] learning_rate: 0.000100 loss_class: 0.490556 loss_bbox: 0.111479 loss_giou: 0.278836 loss_class_aux: 3.193930 loss_bbox_aux: 0.815683 loss_giou_aux: 1.883623 loss_class_dn: 0.273943 loss_bbox_dn: 0.129742 loss_giou_dn: 0.275132 loss_class_aux_dn: 1.498782 loss_bbox_aux_dn: 0.809966 loss_giou_aux_dn: 1.550556 loss: 11.731706 eta: 1 day, 12:28:27 batch_cost: 0.5614 data_cost: 0.0013 ips: 7.1253 images/s [04/10 00:03:54] ppdet.engine INFO: Epoch: [49] [5500/7329] learning_rate: 0.000100 loss_class: 0.561571 loss_bbox: 0.130076 loss_giou: 0.339415 loss_class_aux: 3.586614 loss_bbox_aux: 0.903587 loss_giou_aux: 2.148646 loss_class_dn: 0.311133 loss_bbox_dn: 0.142191 loss_giou_dn: 0.341242 loss_class_aux_dn: 1.701078 loss_bbox_aux_dn: 0.858593 loss_giou_aux_dn: 1.959906 loss: 13.822760 eta: 1 day, 12:27:39 batch_cost: 0.5749 data_cost: 0.0014 ips: 6.9578 images/s [04/10 00:04:50] ppdet.engine INFO: Epoch: [49] [5600/7329] learning_rate: 0.000100 loss_class: 0.590465 loss_bbox: 0.131480 loss_giou: 0.360426 loss_class_aux: 3.692080 loss_bbox_aux: 0.892231 loss_giou_aux: 2.386053 loss_class_dn: 0.325715 loss_bbox_dn: 0.147528 loss_giou_dn: 0.349797 loss_class_aux_dn: 1.786205 loss_bbox_aux_dn: 0.890224 loss_giou_aux_dn: 1.995715 loss: 14.628265 eta: 1 day, 12:26:45 batch_cost: 0.5029 data_cost: 0.0013 ips: 7.9535 images/s [04/10 00:05:47] ppdet.engine INFO: Epoch: [49] [5700/7329] learning_rate: 0.000100 loss_class: 0.528000 loss_bbox: 0.130818 loss_giou: 0.401526 loss_class_aux: 3.461043 loss_bbox_aux: 0.894141 loss_giou_aux: 2.507277 loss_class_dn: 0.318676 loss_bbox_dn: 0.132489 loss_giou_dn: 0.364625 loss_class_aux_dn: 1.697669 loss_bbox_aux_dn: 0.818103 loss_giou_aux_dn: 2.030564 loss: 13.399145 eta: 1 day, 12:25:52 batch_cost: 0.5084 data_cost: 0.0013 ips: 7.8677 images/s [04/10 00:06:47] ppdet.engine INFO: Epoch: [49] [5800/7329] learning_rate: 0.000100 loss_class: 0.560473 loss_bbox: 0.140946 loss_giou: 0.381577 loss_class_aux: 3.677463 loss_bbox_aux: 0.930344 loss_giou_aux: 2.371566 loss_class_dn: 0.336709 loss_bbox_dn: 0.161331 loss_giou_dn: 0.346424 loss_class_aux_dn: 1.820645 loss_bbox_aux_dn: 0.967096 loss_giou_aux_dn: 1.913586 loss: 14.061356 eta: 1 day, 12:25:01 batch_cost: 0.5409 data_cost: 0.0013 ips: 7.3954 images/s [04/10 00:07:44] ppdet.engine INFO: Epoch: [49] [5900/7329] learning_rate: 0.000100 loss_class: 0.549049 loss_bbox: 0.135618 loss_giou: 0.371972 loss_class_aux: 3.484382 loss_bbox_aux: 0.904390 loss_giou_aux: 2.368657 loss_class_dn: 0.319703 loss_bbox_dn: 0.139128 loss_giou_dn: 0.356939 loss_class_aux_dn: 1.713618 loss_bbox_aux_dn: 0.837479 loss_giou_aux_dn: 1.986214 loss: 13.830261 eta: 1 day, 12:24:07 batch_cost: 0.5037 data_cost: 0.0014 ips: 7.9407 images/s [04/10 00:08:41] ppdet.engine INFO: Epoch: [49] [6000/7329] learning_rate: 0.000100 loss_class: 0.577409 loss_bbox: 0.132519 loss_giou: 0.429215 loss_class_aux: 3.682564 loss_bbox_aux: 0.911112 loss_giou_aux: 2.661250 loss_class_dn: 0.350066 loss_bbox_dn: 0.131966 loss_giou_dn: 0.397768 loss_class_aux_dn: 1.868262 loss_bbox_aux_dn: 0.781081 loss_giou_aux_dn: 2.230634 loss: 15.388426 eta: 1 day, 12:23:14 batch_cost: 0.5080 data_cost: 0.0014 ips: 7.8747 images/s [04/10 00:09:41] ppdet.engine INFO: Epoch: [49] [6100/7329] learning_rate: 0.000100 loss_class: 0.580227 loss_bbox: 0.130069 loss_giou: 0.413903 loss_class_aux: 3.574043 loss_bbox_aux: 0.851537 loss_giou_aux: 2.602235 loss_class_dn: 0.332636 loss_bbox_dn: 0.137094 loss_giou_dn: 0.386221 loss_class_aux_dn: 1.797673 loss_bbox_aux_dn: 0.807032 loss_giou_aux_dn: 2.153129 loss: 14.285949 eta: 1 day, 12:22:21 batch_cost: 0.5202 data_cost: 0.0014 ips: 7.6892 images/s [04/10 00:10:40] ppdet.engine INFO: Epoch: [49] [6200/7329] learning_rate: 0.000100 loss_class: 0.593715 loss_bbox: 0.144980 loss_giou: 0.365086 loss_class_aux: 3.744839 loss_bbox_aux: 0.967467 loss_giou_aux: 2.256812 loss_class_dn: 0.325333 loss_bbox_dn: 0.155623 loss_giou_dn: 0.343825 loss_class_aux_dn: 1.748711 loss_bbox_aux_dn: 0.931341 loss_giou_aux_dn: 1.887054 loss: 14.046852 eta: 1 day, 12:21:29 batch_cost: 0.5298 data_cost: 0.0013 ips: 7.5496 images/s [04/10 00:11:38] ppdet.engine INFO: Epoch: [49] [6300/7329] learning_rate: 0.000100 loss_class: 0.625209 loss_bbox: 0.150263 loss_giou: 0.432659 loss_class_aux: 4.014693 loss_bbox_aux: 1.003157 loss_giou_aux: 2.714245 loss_class_dn: 0.338438 loss_bbox_dn: 0.156978 loss_giou_dn: 0.389797 loss_class_aux_dn: 1.830864 loss_bbox_aux_dn: 0.968695 loss_giou_aux_dn: 2.170339 loss: 15.871960 eta: 1 day, 12:20:37 batch_cost: 0.5191 data_cost: 0.0013 ips: 7.7049 images/s [04/10 00:12:34] ppdet.engine INFO: Epoch: [49] [6400/7329] learning_rate: 0.000100 loss_class: 0.538630 loss_bbox: 0.116280 loss_giou: 0.360002 loss_class_aux: 3.356159 loss_bbox_aux: 0.785372 loss_giou_aux: 2.223258 loss_class_dn: 0.317681 loss_bbox_dn: 0.126168 loss_giou_dn: 0.346923 loss_class_aux_dn: 1.687145 loss_bbox_aux_dn: 0.817306 loss_giou_aux_dn: 1.963546 loss: 13.217360 eta: 1 day, 12:19:43 batch_cost: 0.5025 data_cost: 0.0014 ips: 7.9604 images/s [04/10 00:13:34] ppdet.engine INFO: Epoch: [49] [6500/7329] learning_rate: 0.000100 loss_class: 0.556264 loss_bbox: 0.140374 loss_giou: 0.345555 loss_class_aux: 3.595934 loss_bbox_aux: 1.030873 loss_giou_aux: 2.226694 loss_class_dn: 0.310633 loss_bbox_dn: 0.179108 loss_giou_dn: 0.341978 loss_class_aux_dn: 1.685187 loss_bbox_aux_dn: 1.067814 loss_giou_aux_dn: 1.940389 loss: 12.828169 eta: 1 day, 12:18:51 batch_cost: 0.5298 data_cost: 0.0014 ips: 7.5499 images/s [04/10 00:14:36] ppdet.engine INFO: Epoch: [49] [6600/7329] learning_rate: 0.000100 loss_class: 0.659102 loss_bbox: 0.151591 loss_giou: 0.495616 loss_class_aux: 4.282774 loss_bbox_aux: 0.992485 loss_giou_aux: 3.182192 loss_class_dn: 0.395761 loss_bbox_dn: 0.146054 loss_giou_dn: 0.453650 loss_class_aux_dn: 2.138458 loss_bbox_aux_dn: 0.863271 loss_giou_aux_dn: 2.586541 loss: 17.408272 eta: 1 day, 12:18:01 batch_cost: 0.5544 data_cost: 0.0014 ips: 7.2146 images/s [04/10 00:15:35] ppdet.engine INFO: Epoch: [49] [6700/7329] learning_rate: 0.000100 loss_class: 0.581292 loss_bbox: 0.148074 loss_giou: 0.370203 loss_class_aux: 3.628882 loss_bbox_aux: 0.939018 loss_giou_aux: 2.434454 loss_class_dn: 0.323697 loss_bbox_dn: 0.152566 loss_giou_dn: 0.350344 loss_class_aux_dn: 1.780730 loss_bbox_aux_dn: 0.936788 loss_giou_aux_dn: 1.978519 loss: 14.032741 eta: 1 day, 12:17:09 batch_cost: 0.5276 data_cost: 0.0013 ips: 7.5810 images/s [04/10 00:16:35] ppdet.engine INFO: Epoch: [49] [6800/7329] learning_rate: 0.000100 loss_class: 0.510965 loss_bbox: 0.120632 loss_giou: 0.356836 loss_class_aux: 3.236375 loss_bbox_aux: 0.776833 loss_giou_aux: 2.212661 loss_class_dn: 0.295631 loss_bbox_dn: 0.116148 loss_giou_dn: 0.314416 loss_class_aux_dn: 1.590119 loss_bbox_aux_dn: 0.719156 loss_giou_aux_dn: 1.790691 loss: 11.928556 eta: 1 day, 12:16:18 batch_cost: 0.5407 data_cost: 0.0013 ips: 7.3979 images/s [04/10 00:17:31] ppdet.engine INFO: Epoch: [49] [6900/7329] learning_rate: 0.000100 loss_class: 0.580932 loss_bbox: 0.134058 loss_giou: 0.435755 loss_class_aux: 3.676090 loss_bbox_aux: 0.877586 loss_giou_aux: 2.778479 loss_class_dn: 0.363124 loss_bbox_dn: 0.156663 loss_giou_dn: 0.410186 loss_class_aux_dn: 1.931870 loss_bbox_aux_dn: 0.928332 loss_giou_aux_dn: 2.288256 loss: 14.815497 eta: 1 day, 12:15:24 batch_cost: 0.4999 data_cost: 0.0014 ips: 8.0021 images/s [04/10 00:18:28] ppdet.engine INFO: Epoch: [49] [7000/7329] learning_rate: 0.000100 loss_class: 0.555458 loss_bbox: 0.143638 loss_giou: 0.408116 loss_class_aux: 3.395221 loss_bbox_aux: 0.932491 loss_giou_aux: 2.582965 loss_class_dn: 0.315085 loss_bbox_dn: 0.138293 loss_giou_dn: 0.370192 loss_class_aux_dn: 1.720421 loss_bbox_aux_dn: 0.791173 loss_giou_aux_dn: 2.055921 loss: 13.405115 eta: 1 day, 12:14:31 batch_cost: 0.5008 data_cost: 0.0014 ips: 7.9868 images/s [04/10 00:19:25] ppdet.engine INFO: Epoch: [49] [7100/7329] learning_rate: 0.000100 loss_class: 0.588948 loss_bbox: 0.152907 loss_giou: 0.432899 loss_class_aux: 3.828443 loss_bbox_aux: 0.976349 loss_giou_aux: 2.730460 loss_class_dn: 0.339517 loss_bbox_dn: 0.152338 loss_giou_dn: 0.382909 loss_class_aux_dn: 1.825880 loss_bbox_aux_dn: 0.930043 loss_giou_aux_dn: 2.147790 loss: 14.649706 eta: 1 day, 12:13:37 batch_cost: 0.5032 data_cost: 0.0021 ips: 7.9487 images/s [04/10 00:20:27] ppdet.engine INFO: Epoch: [49] [7200/7329] learning_rate: 0.000100 loss_class: 0.637255 loss_bbox: 0.148450 loss_giou: 0.421903 loss_class_aux: 3.990097 loss_bbox_aux: 0.956798 loss_giou_aux: 2.662413 loss_class_dn: 0.363358 loss_bbox_dn: 0.145129 loss_giou_dn: 0.366970 loss_class_aux_dn: 1.907571 loss_bbox_aux_dn: 0.875390 loss_giou_aux_dn: 2.061412 loss: 14.911453 eta: 1 day, 12:12:46 batch_cost: 0.5497 data_cost: 0.0014 ips: 7.2762 images/s [04/10 00:21:30] ppdet.engine INFO: Epoch: [49] [7300/7329] learning_rate: 0.000100 loss_class: 0.493194 loss_bbox: 0.113124 loss_giou: 0.350995 loss_class_aux: 3.089461 loss_bbox_aux: 0.828861 loss_giou_aux: 2.193295 loss_class_dn: 0.296927 loss_bbox_dn: 0.117796 loss_giou_dn: 0.315510 loss_class_aux_dn: 1.608550 loss_bbox_aux_dn: 0.739016 loss_giou_aux_dn: 1.748062 loss: 12.498976 eta: 1 day, 12:11:56 batch_cost: 0.5564 data_cost: 0.0016 ips: 7.1891 images/s [04/10 00:21:52] ppdet.engine INFO: Eval iter: 0 [04/10 00:22:20] ppdet.engine INFO: Eval iter: 100 [04/10 00:22:47] ppdet.engine INFO: Eval iter: 200 [04/10 00:23:14] ppdet.engine INFO: Eval iter: 300 [04/10 00:23:41] ppdet.engine INFO: Eval iter: 400 [04/10 00:24:09] ppdet.engine INFO: Eval iter: 500 [04/10 00:24:36] ppdet.engine INFO: Eval iter: 600 [04/10 00:25:06] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/10 00:25:06] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.08s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.29s). Accumulating evaluation results... DONE (t=29.56s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.341 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.388 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/10 00:27:54] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.17331386071612 [04/10 00:27:54] ppdet.engine INFO: Best test bbox ap is 0.526. [04/10 00:27:57] ppdet.engine INFO: Epoch: [50] [ 0/7329] learning_rate: 0.000100 loss_class: 0.524307 loss_bbox: 0.123851 loss_giou: 0.354079 loss_class_aux: 3.402900 loss_bbox_aux: 0.863064 loss_giou_aux: 2.229599 loss_class_dn: 0.315368 loss_bbox_dn: 0.131833 loss_giou_dn: 0.335766 loss_class_aux_dn: 1.733056 loss_bbox_aux_dn: 0.767630 loss_giou_aux_dn: 1.875092 loss: 12.978828 eta: 1 day, 12:11:42 batch_cost: 0.5824 data_cost: 0.0017 ips: 6.8683 images/s [04/10 00:28:55] ppdet.engine INFO: Epoch: [50] [ 100/7329] learning_rate: 0.000100 loss_class: 0.547565 loss_bbox: 0.125010 loss_giou: 0.415505 loss_class_aux: 3.261822 loss_bbox_aux: 0.815470 loss_giou_aux: 2.495968 loss_class_dn: 0.327791 loss_bbox_dn: 0.136623 loss_giou_dn: 0.375843 loss_class_aux_dn: 1.788475 loss_bbox_aux_dn: 0.824174 loss_giou_aux_dn: 2.117310 loss: 13.563828 eta: 1 day, 12:10:49 batch_cost: 0.5156 data_cost: 0.0014 ips: 7.7573 images/s [04/10 00:29:51] ppdet.engine INFO: Epoch: [50] [ 200/7329] learning_rate: 0.000100 loss_class: 0.600095 loss_bbox: 0.128820 loss_giou: 0.362781 loss_class_aux: 3.774942 loss_bbox_aux: 0.881669 loss_giou_aux: 2.311437 loss_class_dn: 0.327165 loss_bbox_dn: 0.139707 loss_giou_dn: 0.351774 loss_class_aux_dn: 1.819015 loss_bbox_aux_dn: 0.883502 loss_giou_aux_dn: 2.016141 loss: 14.655621 eta: 1 day, 12:09:56 batch_cost: 0.5001 data_cost: 0.0013 ips: 7.9990 images/s [04/10 00:30:48] ppdet.engine INFO: Epoch: [50] [ 300/7329] learning_rate: 0.000100 loss_class: 0.628224 loss_bbox: 0.152481 loss_giou: 0.441994 loss_class_aux: 3.924689 loss_bbox_aux: 0.957740 loss_giou_aux: 2.822841 loss_class_dn: 0.397543 loss_bbox_dn: 0.157668 loss_giou_dn: 0.471468 loss_class_aux_dn: 2.115585 loss_bbox_aux_dn: 0.910684 loss_giou_aux_dn: 2.658386 loss: 16.812267 eta: 1 day, 12:09:02 batch_cost: 0.5036 data_cost: 0.0013 ips: 7.9436 images/s [04/10 00:31:47] ppdet.engine INFO: Epoch: [50] [ 400/7329] learning_rate: 0.000100 loss_class: 0.564868 loss_bbox: 0.131114 loss_giou: 0.369889 loss_class_aux: 3.521971 loss_bbox_aux: 0.875013 loss_giou_aux: 2.288978 loss_class_dn: 0.324979 loss_bbox_dn: 0.133219 loss_giou_dn: 0.366996 loss_class_aux_dn: 1.775128 loss_bbox_aux_dn: 0.821807 loss_giou_aux_dn: 2.076623 loss: 14.096449 eta: 1 day, 12:08:10 batch_cost: 0.5318 data_cost: 0.0014 ips: 7.5216 images/s [04/10 00:32:46] ppdet.engine INFO: Epoch: [50] [ 500/7329] learning_rate: 0.000100 loss_class: 0.559882 loss_bbox: 0.130986 loss_giou: 0.353993 loss_class_aux: 3.530353 loss_bbox_aux: 0.879843 loss_giou_aux: 2.212022 loss_class_dn: 0.314822 loss_bbox_dn: 0.144805 loss_giou_dn: 0.351155 loss_class_aux_dn: 1.739040 loss_bbox_aux_dn: 0.863380 loss_giou_aux_dn: 1.970126 loss: 13.562385 eta: 1 day, 12:07:18 batch_cost: 0.5270 data_cost: 0.0013 ips: 7.5897 images/s [04/10 00:33:41] ppdet.engine INFO: Epoch: [50] [ 600/7329] learning_rate: 0.000100 loss_class: 0.569240 loss_bbox: 0.147596 loss_giou: 0.386286 loss_class_aux: 3.612720 loss_bbox_aux: 1.007583 loss_giou_aux: 2.470747 loss_class_dn: 0.334979 loss_bbox_dn: 0.164315 loss_giou_dn: 0.383164 loss_class_aux_dn: 1.741993 loss_bbox_aux_dn: 0.960980 loss_giou_aux_dn: 2.119113 loss: 14.384007 eta: 1 day, 12:06:24 batch_cost: 0.4960 data_cost: 0.0013 ips: 8.0650 images/s [04/10 00:34:37] ppdet.engine INFO: Epoch: [50] [ 700/7329] learning_rate: 0.000100 loss_class: 0.578842 loss_bbox: 0.139262 loss_giou: 0.353555 loss_class_aux: 3.738362 loss_bbox_aux: 0.943188 loss_giou_aux: 2.227674 loss_class_dn: 0.318747 loss_bbox_dn: 0.144701 loss_giou_dn: 0.356640 loss_class_aux_dn: 1.789151 loss_bbox_aux_dn: 0.843450 loss_giou_aux_dn: 2.010914 loss: 13.751034 eta: 1 day, 12:05:30 batch_cost: 0.4963 data_cost: 0.0013 ips: 8.0590 images/s [04/10 00:35:37] ppdet.engine INFO: Epoch: [50] [ 800/7329] learning_rate: 0.000100 loss_class: 0.582172 loss_bbox: 0.134307 loss_giou: 0.417335 loss_class_aux: 3.688344 loss_bbox_aux: 0.863897 loss_giou_aux: 2.608760 loss_class_dn: 0.337894 loss_bbox_dn: 0.140699 loss_giou_dn: 0.366920 loss_class_aux_dn: 1.840753 loss_bbox_aux_dn: 0.846153 loss_giou_aux_dn: 2.052631 loss: 14.443472 eta: 1 day, 12:04:38 batch_cost: 0.5278 data_cost: 0.0016 ips: 7.5791 images/s [04/10 00:36:31] ppdet.engine INFO: Epoch: [50] [ 900/7329] learning_rate: 0.000100 loss_class: 0.625565 loss_bbox: 0.142272 loss_giou: 0.410260 loss_class_aux: 3.929313 loss_bbox_aux: 0.902825 loss_giou_aux: 2.570254 loss_class_dn: 0.357899 loss_bbox_dn: 0.148721 loss_giou_dn: 0.382801 loss_class_aux_dn: 1.901819 loss_bbox_aux_dn: 0.897170 loss_giou_aux_dn: 2.153379 loss: 15.904278 eta: 1 day, 12:03:43 batch_cost: 0.4798 data_cost: 0.0013 ips: 8.3368 images/s [04/10 00:37:26] ppdet.engine INFO: Epoch: [50] [1000/7329] learning_rate: 0.000100 loss_class: 0.609598 loss_bbox: 0.129254 loss_giou: 0.437002 loss_class_aux: 3.704283 loss_bbox_aux: 0.849637 loss_giou_aux: 2.763130 loss_class_dn: 0.346103 loss_bbox_dn: 0.135206 loss_giou_dn: 0.414107 loss_class_aux_dn: 1.819400 loss_bbox_aux_dn: 0.807655 loss_giou_aux_dn: 2.287236 loss: 15.059827 eta: 1 day, 12:02:48 batch_cost: 0.4870 data_cost: 0.0013 ips: 8.2143 images/s [04/10 00:38:21] ppdet.engine INFO: Epoch: [50] [1100/7329] learning_rate: 0.000100 loss_class: 0.616413 loss_bbox: 0.124057 loss_giou: 0.386639 loss_class_aux: 3.883705 loss_bbox_aux: 0.848505 loss_giou_aux: 2.424239 loss_class_dn: 0.344033 loss_bbox_dn: 0.141373 loss_giou_dn: 0.352580 loss_class_aux_dn: 1.848854 loss_bbox_aux_dn: 0.857308 loss_giou_aux_dn: 1.973147 loss: 14.180243 eta: 1 day, 12:01:54 batch_cost: 0.4926 data_cost: 0.0014 ips: 8.1203 images/s [04/10 00:39:22] ppdet.engine INFO: Epoch: [50] [1200/7329] learning_rate: 0.000100 loss_class: 0.572137 loss_bbox: 0.132583 loss_giou: 0.389594 loss_class_aux: 3.740381 loss_bbox_aux: 0.886847 loss_giou_aux: 2.447530 loss_class_dn: 0.349472 loss_bbox_dn: 0.138117 loss_giou_dn: 0.379753 loss_class_aux_dn: 1.857483 loss_bbox_aux_dn: 0.825565 loss_giou_aux_dn: 2.101420 loss: 14.356112 eta: 1 day, 12:01:03 batch_cost: 0.5396 data_cost: 0.0014 ips: 7.4132 images/s [04/10 00:40:25] ppdet.engine INFO: Epoch: [50] [1300/7329] learning_rate: 0.000100 loss_class: 0.628706 loss_bbox: 0.146745 loss_giou: 0.482812 loss_class_aux: 3.845733 loss_bbox_aux: 0.971386 loss_giou_aux: 3.018871 loss_class_dn: 0.360738 loss_bbox_dn: 0.150388 loss_giou_dn: 0.468153 loss_class_aux_dn: 1.939307 loss_bbox_aux_dn: 0.889260 loss_giou_aux_dn: 2.563058 loss: 16.042753 eta: 1 day, 12:00:13 batch_cost: 0.5614 data_cost: 0.0015 ips: 7.1250 images/s [04/10 00:41:20] ppdet.engine INFO: Epoch: [50] [1400/7329] learning_rate: 0.000100 loss_class: 0.569935 loss_bbox: 0.127677 loss_giou: 0.397904 loss_class_aux: 3.598410 loss_bbox_aux: 0.795527 loss_giou_aux: 2.590361 loss_class_dn: 0.325196 loss_bbox_dn: 0.132481 loss_giou_dn: 0.356068 loss_class_aux_dn: 1.739850 loss_bbox_aux_dn: 0.792437 loss_giou_aux_dn: 2.018669 loss: 14.153965 eta: 1 day, 11:59:18 batch_cost: 0.4824 data_cost: 0.0014 ips: 8.2911 images/s [04/10 00:42:19] ppdet.engine INFO: Epoch: [50] [1500/7329] learning_rate: 0.000100 loss_class: 0.576303 loss_bbox: 0.147907 loss_giou: 0.358062 loss_class_aux: 3.779240 loss_bbox_aux: 0.953208 loss_giou_aux: 2.261673 loss_class_dn: 0.315096 loss_bbox_dn: 0.129714 loss_giou_dn: 0.336894 loss_class_aux_dn: 1.712390 loss_bbox_aux_dn: 0.761834 loss_giou_aux_dn: 1.875780 loss: 14.046375 eta: 1 day, 11:58:26 batch_cost: 0.5321 data_cost: 0.0014 ips: 7.5175 images/s [04/10 00:43:14] ppdet.engine INFO: Epoch: [50] [1600/7329] learning_rate: 0.000100 loss_class: 0.640490 loss_bbox: 0.138194 loss_giou: 0.481987 loss_class_aux: 3.992694 loss_bbox_aux: 0.866817 loss_giou_aux: 3.117282 loss_class_dn: 0.383597 loss_bbox_dn: 0.135823 loss_giou_dn: 0.409880 loss_class_aux_dn: 2.048215 loss_bbox_aux_dn: 0.786934 loss_giou_aux_dn: 2.334510 loss: 15.882849 eta: 1 day, 11:57:32 batch_cost: 0.4884 data_cost: 0.0013 ips: 8.1900 images/s [04/10 00:44:08] ppdet.engine INFO: Epoch: [50] [1700/7329] learning_rate: 0.000100 loss_class: 0.589757 loss_bbox: 0.139977 loss_giou: 0.420513 loss_class_aux: 3.833380 loss_bbox_aux: 0.901984 loss_giou_aux: 2.697792 loss_class_dn: 0.360112 loss_bbox_dn: 0.143339 loss_giou_dn: 0.406154 loss_class_aux_dn: 2.015662 loss_bbox_aux_dn: 0.862874 loss_giou_aux_dn: 2.289642 loss: 15.508924 eta: 1 day, 11:56:37 batch_cost: 0.4792 data_cost: 0.0013 ips: 8.3464 images/s [04/10 00:45:07] ppdet.engine INFO: Epoch: [50] [1800/7329] learning_rate: 0.000100 loss_class: 0.555574 loss_bbox: 0.127164 loss_giou: 0.353721 loss_class_aux: 3.573642 loss_bbox_aux: 0.865035 loss_giou_aux: 2.354262 loss_class_dn: 0.318973 loss_bbox_dn: 0.141672 loss_giou_dn: 0.338248 loss_class_aux_dn: 1.683910 loss_bbox_aux_dn: 0.858913 loss_giou_aux_dn: 1.935427 loss: 13.305658 eta: 1 day, 11:55:44 batch_cost: 0.5160 data_cost: 0.0016 ips: 7.7524 images/s [04/10 00:46:05] ppdet.engine INFO: Epoch: [50] [1900/7329] learning_rate: 0.000100 loss_class: 0.607917 loss_bbox: 0.135766 loss_giou: 0.365591 loss_class_aux: 3.645374 loss_bbox_aux: 0.888936 loss_giou_aux: 2.327315 loss_class_dn: 0.327240 loss_bbox_dn: 0.138988 loss_giou_dn: 0.354390 loss_class_aux_dn: 1.783947 loss_bbox_aux_dn: 0.852648 loss_giou_aux_dn: 2.027192 loss: 14.134652 eta: 1 day, 11:54:51 batch_cost: 0.5192 data_cost: 0.0013 ips: 7.7042 images/s [04/10 00:47:04] ppdet.engine INFO: Epoch: [50] [2000/7329] learning_rate: 0.000100 loss_class: 0.559998 loss_bbox: 0.141450 loss_giou: 0.383053 loss_class_aux: 3.544828 loss_bbox_aux: 0.925717 loss_giou_aux: 2.376984 loss_class_dn: 0.342277 loss_bbox_dn: 0.141310 loss_giou_dn: 0.346234 loss_class_aux_dn: 1.817433 loss_bbox_aux_dn: 0.845730 loss_giou_aux_dn: 1.951157 loss: 13.281786 eta: 1 day, 11:53:59 batch_cost: 0.5235 data_cost: 0.0013 ips: 7.6402 images/s [04/10 00:47:58] ppdet.engine INFO: Epoch: [50] [2100/7329] learning_rate: 0.000100 loss_class: 0.547594 loss_bbox: 0.148795 loss_giou: 0.373116 loss_class_aux: 3.509365 loss_bbox_aux: 0.958685 loss_giou_aux: 2.390985 loss_class_dn: 0.316167 loss_bbox_dn: 0.140555 loss_giou_dn: 0.356077 loss_class_aux_dn: 1.725966 loss_bbox_aux_dn: 0.853042 loss_giou_aux_dn: 2.014868 loss: 13.804337 eta: 1 day, 11:53:04 batch_cost: 0.4770 data_cost: 0.0014 ips: 8.3859 images/s [04/10 00:49:00] ppdet.engine INFO: Epoch: [50] [2200/7329] learning_rate: 0.000100 loss_class: 0.577587 loss_bbox: 0.142957 loss_giou: 0.365752 loss_class_aux: 3.776868 loss_bbox_aux: 0.938665 loss_giou_aux: 2.334033 loss_class_dn: 0.337359 loss_bbox_dn: 0.142438 loss_giou_dn: 0.345786 loss_class_aux_dn: 1.792352 loss_bbox_aux_dn: 0.870228 loss_giou_aux_dn: 1.925444 loss: 14.567986 eta: 1 day, 11:52:13 batch_cost: 0.5487 data_cost: 0.0017 ips: 7.2905 images/s [04/10 00:49:56] ppdet.engine INFO: Epoch: [50] [2300/7329] learning_rate: 0.000100 loss_class: 0.574941 loss_bbox: 0.135268 loss_giou: 0.366371 loss_class_aux: 3.709683 loss_bbox_aux: 0.892856 loss_giou_aux: 2.265157 loss_class_dn: 0.321253 loss_bbox_dn: 0.148400 loss_giou_dn: 0.341220 loss_class_aux_dn: 1.735432 loss_bbox_aux_dn: 0.932290 loss_giou_aux_dn: 1.950431 loss: 13.377737 eta: 1 day, 11:51:19 batch_cost: 0.4978 data_cost: 0.0014 ips: 8.0351 images/s [04/10 00:50:53] ppdet.engine INFO: Epoch: [50] [2400/7329] learning_rate: 0.000100 loss_class: 0.551991 loss_bbox: 0.139745 loss_giou: 0.332070 loss_class_aux: 3.647566 loss_bbox_aux: 0.904164 loss_giou_aux: 2.085877 loss_class_dn: 0.303082 loss_bbox_dn: 0.144441 loss_giou_dn: 0.319540 loss_class_aux_dn: 1.667776 loss_bbox_aux_dn: 0.859608 loss_giou_aux_dn: 1.785733 loss: 12.999420 eta: 1 day, 11:50:26 batch_cost: 0.5043 data_cost: 0.0014 ips: 7.9311 images/s [04/10 00:51:52] ppdet.engine INFO: Epoch: [50] [2500/7329] learning_rate: 0.000100 loss_class: 0.542859 loss_bbox: 0.139489 loss_giou: 0.399191 loss_class_aux: 3.480831 loss_bbox_aux: 0.897727 loss_giou_aux: 2.534213 loss_class_dn: 0.327284 loss_bbox_dn: 0.137723 loss_giou_dn: 0.366627 loss_class_aux_dn: 1.762707 loss_bbox_aux_dn: 0.845654 loss_giou_aux_dn: 2.103561 loss: 14.225142 eta: 1 day, 11:49:33 batch_cost: 0.5242 data_cost: 0.0013 ips: 7.6311 images/s [04/10 00:52:51] ppdet.engine INFO: Epoch: [50] [2600/7329] learning_rate: 0.000100 loss_class: 0.561484 loss_bbox: 0.141952 loss_giou: 0.407030 loss_class_aux: 3.573226 loss_bbox_aux: 0.947009 loss_giou_aux: 2.610949 loss_class_dn: 0.324560 loss_bbox_dn: 0.135440 loss_giou_dn: 0.405559 loss_class_aux_dn: 1.710674 loss_bbox_aux_dn: 0.827492 loss_giou_aux_dn: 2.242583 loss: 14.619592 eta: 1 day, 11:48:42 batch_cost: 0.5316 data_cost: 0.0013 ips: 7.5250 images/s [04/10 00:53:50] ppdet.engine INFO: Epoch: [50] [2700/7329] learning_rate: 0.000100 loss_class: 0.565357 loss_bbox: 0.137976 loss_giou: 0.462423 loss_class_aux: 3.514872 loss_bbox_aux: 0.909748 loss_giou_aux: 2.937076 loss_class_dn: 0.341932 loss_bbox_dn: 0.128102 loss_giou_dn: 0.406040 loss_class_aux_dn: 1.816711 loss_bbox_aux_dn: 0.775861 loss_giou_aux_dn: 2.285563 loss: 14.576533 eta: 1 day, 11:47:50 batch_cost: 0.5298 data_cost: 0.0013 ips: 7.5499 images/s [04/10 00:54:50] ppdet.engine INFO: Epoch: [50] [2800/7329] learning_rate: 0.000100 loss_class: 0.574223 loss_bbox: 0.123254 loss_giou: 0.331407 loss_class_aux: 3.651175 loss_bbox_aux: 0.821637 loss_giou_aux: 2.147491 loss_class_dn: 0.322063 loss_bbox_dn: 0.139212 loss_giou_dn: 0.316678 loss_class_aux_dn: 1.739367 loss_bbox_aux_dn: 0.824715 loss_giou_aux_dn: 1.766083 loss: 13.242706 eta: 1 day, 11:46:59 batch_cost: 0.5423 data_cost: 0.0012 ips: 7.3766 images/s [04/10 00:55:52] ppdet.engine INFO: Epoch: [50] [2900/7329] learning_rate: 0.000100 loss_class: 0.572874 loss_bbox: 0.153088 loss_giou: 0.426963 loss_class_aux: 3.618308 loss_bbox_aux: 0.997821 loss_giou_aux: 2.629449 loss_class_dn: 0.335913 loss_bbox_dn: 0.151364 loss_giou_dn: 0.381446 loss_class_aux_dn: 1.803219 loss_bbox_aux_dn: 0.943449 loss_giou_aux_dn: 2.156120 loss: 14.091200 eta: 1 day, 11:46:08 batch_cost: 0.5496 data_cost: 0.0013 ips: 7.2783 images/s [04/10 00:56:55] ppdet.engine INFO: Epoch: [50] [3000/7329] learning_rate: 0.000100 loss_class: 0.545883 loss_bbox: 0.135862 loss_giou: 0.429676 loss_class_aux: 3.586823 loss_bbox_aux: 0.866376 loss_giou_aux: 2.606273 loss_class_dn: 0.308357 loss_bbox_dn: 0.140730 loss_giou_dn: 0.375619 loss_class_aux_dn: 1.633259 loss_bbox_aux_dn: 0.887492 loss_giou_aux_dn: 2.102350 loss: 13.314429 eta: 1 day, 11:45:18 batch_cost: 0.5550 data_cost: 0.0025 ips: 7.2072 images/s [04/10 00:57:55] ppdet.engine INFO: Epoch: [50] [3100/7329] learning_rate: 0.000100 loss_class: 0.566808 loss_bbox: 0.122874 loss_giou: 0.402554 loss_class_aux: 3.682308 loss_bbox_aux: 0.861697 loss_giou_aux: 2.508343 loss_class_dn: 0.357962 loss_bbox_dn: 0.132590 loss_giou_dn: 0.359310 loss_class_aux_dn: 1.908603 loss_bbox_aux_dn: 0.794496 loss_giou_aux_dn: 2.002645 loss: 14.418543 eta: 1 day, 11:44:27 batch_cost: 0.5330 data_cost: 0.0014 ips: 7.5050 images/s [04/10 00:58:57] ppdet.engine INFO: Epoch: [50] [3200/7329] learning_rate: 0.000100 loss_class: 0.542248 loss_bbox: 0.126705 loss_giou: 0.378411 loss_class_aux: 3.400998 loss_bbox_aux: 0.836788 loss_giou_aux: 2.398841 loss_class_dn: 0.294786 loss_bbox_dn: 0.127685 loss_giou_dn: 0.312759 loss_class_aux_dn: 1.601543 loss_bbox_aux_dn: 0.744408 loss_giou_aux_dn: 1.758011 loss: 12.372840 eta: 1 day, 11:43:37 batch_cost: 0.5635 data_cost: 0.0013 ips: 7.0980 images/s [04/10 00:59:52] ppdet.engine INFO: Epoch: [50] [3300/7329] learning_rate: 0.000100 loss_class: 0.589254 loss_bbox: 0.140125 loss_giou: 0.431292 loss_class_aux: 3.663714 loss_bbox_aux: 0.927305 loss_giou_aux: 2.762384 loss_class_dn: 0.338223 loss_bbox_dn: 0.142749 loss_giou_dn: 0.382643 loss_class_aux_dn: 1.810507 loss_bbox_aux_dn: 0.866984 loss_giou_aux_dn: 2.146657 loss: 14.158926 eta: 1 day, 11:42:43 batch_cost: 0.4886 data_cost: 0.0013 ips: 8.1867 images/s [04/10 01:00:53] ppdet.engine INFO: Epoch: [50] [3400/7329] learning_rate: 0.000100 loss_class: 0.587138 loss_bbox: 0.133545 loss_giou: 0.447094 loss_class_aux: 3.754945 loss_bbox_aux: 0.909722 loss_giou_aux: 2.897074 loss_class_dn: 0.366105 loss_bbox_dn: 0.137846 loss_giou_dn: 0.409452 loss_class_aux_dn: 1.933572 loss_bbox_aux_dn: 0.861790 loss_giou_aux_dn: 2.252878 loss: 14.649622 eta: 1 day, 11:41:52 batch_cost: 0.5457 data_cost: 0.0013 ips: 7.3294 images/s [04/10 01:01:51] ppdet.engine INFO: Epoch: [50] [3500/7329] learning_rate: 0.000100 loss_class: 0.620125 loss_bbox: 0.141672 loss_giou: 0.406904 loss_class_aux: 4.120347 loss_bbox_aux: 0.989139 loss_giou_aux: 2.622402 loss_class_dn: 0.347709 loss_bbox_dn: 0.148365 loss_giou_dn: 0.390634 loss_class_aux_dn: 1.941686 loss_bbox_aux_dn: 0.930498 loss_giou_aux_dn: 2.161832 loss: 14.956992 eta: 1 day, 11:40:59 batch_cost: 0.5172 data_cost: 0.0014 ips: 7.7338 images/s [04/10 01:02:50] ppdet.engine INFO: Epoch: [50] [3600/7329] learning_rate: 0.000100 loss_class: 0.504121 loss_bbox: 0.121621 loss_giou: 0.335452 loss_class_aux: 3.398157 loss_bbox_aux: 0.789314 loss_giou_aux: 2.191313 loss_class_dn: 0.297446 loss_bbox_dn: 0.137437 loss_giou_dn: 0.333788 loss_class_aux_dn: 1.627507 loss_bbox_aux_dn: 0.779040 loss_giou_aux_dn: 1.869385 loss: 12.087196 eta: 1 day, 11:40:07 batch_cost: 0.5248 data_cost: 0.0014 ips: 7.6225 images/s [04/10 01:03:53] ppdet.engine INFO: Epoch: [50] [3700/7329] learning_rate: 0.000100 loss_class: 0.600206 loss_bbox: 0.124646 loss_giou: 0.395706 loss_class_aux: 3.829484 loss_bbox_aux: 0.849811 loss_giou_aux: 2.469576 loss_class_dn: 0.336093 loss_bbox_dn: 0.140585 loss_giou_dn: 0.362655 loss_class_aux_dn: 1.816681 loss_bbox_aux_dn: 0.853725 loss_giou_aux_dn: 2.008493 loss: 13.414501 eta: 1 day, 11:39:17 batch_cost: 0.5579 data_cost: 0.0017 ips: 7.1695 images/s [04/10 01:04:54] ppdet.engine INFO: Epoch: [50] [3800/7329] learning_rate: 0.000100 loss_class: 0.571241 loss_bbox: 0.130241 loss_giou: 0.401018 loss_class_aux: 3.586299 loss_bbox_aux: 0.891041 loss_giou_aux: 2.498416 loss_class_dn: 0.318406 loss_bbox_dn: 0.132330 loss_giou_dn: 0.381516 loss_class_aux_dn: 1.701553 loss_bbox_aux_dn: 0.793104 loss_giou_aux_dn: 2.083275 loss: 13.918013 eta: 1 day, 11:38:27 batch_cost: 0.5511 data_cost: 0.0013 ips: 7.2581 images/s [04/10 01:05:55] ppdet.engine INFO: Epoch: [50] [3900/7329] learning_rate: 0.000100 loss_class: 0.592778 loss_bbox: 0.140852 loss_giou: 0.427749 loss_class_aux: 3.698911 loss_bbox_aux: 0.940883 loss_giou_aux: 2.687254 loss_class_dn: 0.336245 loss_bbox_dn: 0.145694 loss_giou_dn: 0.403141 loss_class_aux_dn: 1.816290 loss_bbox_aux_dn: 0.874646 loss_giou_aux_dn: 2.201289 loss: 14.347483 eta: 1 day, 11:37:36 batch_cost: 0.5415 data_cost: 0.0016 ips: 7.3864 images/s [04/10 01:06:51] ppdet.engine INFO: Epoch: [50] [4000/7329] learning_rate: 0.000100 loss_class: 0.536130 loss_bbox: 0.118562 loss_giou: 0.378848 loss_class_aux: 3.498932 loss_bbox_aux: 0.783781 loss_giou_aux: 2.451048 loss_class_dn: 0.298815 loss_bbox_dn: 0.126932 loss_giou_dn: 0.366632 loss_class_aux_dn: 1.617001 loss_bbox_aux_dn: 0.800142 loss_giou_aux_dn: 1.989470 loss: 13.130699 eta: 1 day, 11:36:41 batch_cost: 0.4901 data_cost: 0.0020 ips: 8.1609 images/s [04/10 01:07:46] ppdet.engine INFO: Epoch: [50] [4100/7329] learning_rate: 0.000100 loss_class: 0.585898 loss_bbox: 0.121988 loss_giou: 0.366977 loss_class_aux: 3.574230 loss_bbox_aux: 0.783209 loss_giou_aux: 2.359118 loss_class_dn: 0.312896 loss_bbox_dn: 0.130963 loss_giou_dn: 0.349516 loss_class_aux_dn: 1.755304 loss_bbox_aux_dn: 0.751728 loss_giou_aux_dn: 1.925793 loss: 13.328991 eta: 1 day, 11:35:46 batch_cost: 0.4876 data_cost: 0.0013 ips: 8.2034 images/s [04/10 01:08:42] ppdet.engine INFO: Epoch: [50] [4200/7329] learning_rate: 0.000100 loss_class: 0.584913 loss_bbox: 0.124433 loss_giou: 0.358447 loss_class_aux: 3.708091 loss_bbox_aux: 0.833939 loss_giou_aux: 2.276175 loss_class_dn: 0.329317 loss_bbox_dn: 0.143063 loss_giou_dn: 0.326956 loss_class_aux_dn: 1.765923 loss_bbox_aux_dn: 0.829955 loss_giou_aux_dn: 1.823093 loss: 13.861876 eta: 1 day, 11:34:53 batch_cost: 0.4979 data_cost: 0.0013 ips: 8.0333 images/s [04/10 01:09:37] ppdet.engine INFO: Epoch: [50] [4300/7329] learning_rate: 0.000100 loss_class: 0.550804 loss_bbox: 0.138148 loss_giou: 0.327821 loss_class_aux: 3.544087 loss_bbox_aux: 0.923029 loss_giou_aux: 2.125596 loss_class_dn: 0.299739 loss_bbox_dn: 0.151263 loss_giou_dn: 0.320672 loss_class_aux_dn: 1.654151 loss_bbox_aux_dn: 0.921052 loss_giou_aux_dn: 1.786485 loss: 12.853880 eta: 1 day, 11:33:58 batch_cost: 0.4877 data_cost: 0.0013 ips: 8.2025 images/s [04/10 01:10:42] ppdet.engine INFO: Epoch: [50] [4400/7329] learning_rate: 0.000100 loss_class: 0.570125 loss_bbox: 0.141729 loss_giou: 0.413701 loss_class_aux: 3.580704 loss_bbox_aux: 0.886610 loss_giou_aux: 2.630239 loss_class_dn: 0.323904 loss_bbox_dn: 0.132697 loss_giou_dn: 0.366114 loss_class_aux_dn: 1.774767 loss_bbox_aux_dn: 0.794357 loss_giou_aux_dn: 2.132220 loss: 14.185244 eta: 1 day, 11:33:10 batch_cost: 0.5818 data_cost: 0.0013 ips: 6.8754 images/s [04/10 01:11:39] ppdet.engine INFO: Epoch: [50] [4500/7329] learning_rate: 0.000100 loss_class: 0.586737 loss_bbox: 0.147951 loss_giou: 0.430809 loss_class_aux: 3.739178 loss_bbox_aux: 0.949411 loss_giou_aux: 2.662181 loss_class_dn: 0.333102 loss_bbox_dn: 0.142260 loss_giou_dn: 0.378577 loss_class_aux_dn: 1.769140 loss_bbox_aux_dn: 0.868413 loss_giou_aux_dn: 2.131999 loss: 13.862641 eta: 1 day, 11:32:17 batch_cost: 0.5168 data_cost: 0.0014 ips: 7.7393 images/s [04/10 01:12:37] ppdet.engine INFO: Epoch: [50] [4600/7329] learning_rate: 0.000100 loss_class: 0.609849 loss_bbox: 0.151804 loss_giou: 0.398746 loss_class_aux: 3.839957 loss_bbox_aux: 0.958452 loss_giou_aux: 2.573867 loss_class_dn: 0.338505 loss_bbox_dn: 0.143567 loss_giou_dn: 0.382468 loss_class_aux_dn: 1.840319 loss_bbox_aux_dn: 0.871852 loss_giou_aux_dn: 2.164165 loss: 14.813503 eta: 1 day, 11:31:24 batch_cost: 0.5180 data_cost: 0.0013 ips: 7.7216 images/s [04/10 01:13:35] ppdet.engine INFO: Epoch: [50] [4700/7329] learning_rate: 0.000100 loss_class: 0.654614 loss_bbox: 0.137196 loss_giou: 0.418820 loss_class_aux: 4.163468 loss_bbox_aux: 0.878387 loss_giou_aux: 2.677056 loss_class_dn: 0.365008 loss_bbox_dn: 0.132816 loss_giou_dn: 0.380924 loss_class_aux_dn: 1.955788 loss_bbox_aux_dn: 0.812541 loss_giou_aux_dn: 2.143085 loss: 15.074479 eta: 1 day, 11:30:31 batch_cost: 0.5107 data_cost: 0.0014 ips: 7.8330 images/s [04/10 01:14:35] ppdet.engine INFO: Epoch: [50] [4800/7329] learning_rate: 0.000100 loss_class: 0.571937 loss_bbox: 0.137262 loss_giou: 0.427551 loss_class_aux: 3.766378 loss_bbox_aux: 0.897417 loss_giou_aux: 2.708997 loss_class_dn: 0.329737 loss_bbox_dn: 0.139768 loss_giou_dn: 0.386904 loss_class_aux_dn: 1.769427 loss_bbox_aux_dn: 0.877951 loss_giou_aux_dn: 2.166509 loss: 14.249554 eta: 1 day, 11:29:40 batch_cost: 0.5392 data_cost: 0.0015 ips: 7.4185 images/s [04/10 01:15:42] ppdet.engine INFO: Epoch: [50] [4900/7329] learning_rate: 0.000100 loss_class: 0.537496 loss_bbox: 0.140399 loss_giou: 0.378996 loss_class_aux: 3.587427 loss_bbox_aux: 0.868445 loss_giou_aux: 2.474676 loss_class_dn: 0.306231 loss_bbox_dn: 0.136031 loss_giou_dn: 0.343132 loss_class_aux_dn: 1.644123 loss_bbox_aux_dn: 0.796567 loss_giou_aux_dn: 1.963221 loss: 13.798061 eta: 1 day, 11:28:52 batch_cost: 0.5960 data_cost: 0.0015 ips: 6.7112 images/s [04/10 01:16:37] ppdet.engine INFO: Epoch: [50] [5000/7329] learning_rate: 0.000100 loss_class: 0.565152 loss_bbox: 0.146155 loss_giou: 0.349048 loss_class_aux: 3.425921 loss_bbox_aux: 0.976064 loss_giou_aux: 2.214279 loss_class_dn: 0.318984 loss_bbox_dn: 0.150748 loss_giou_dn: 0.341265 loss_class_aux_dn: 1.743847 loss_bbox_aux_dn: 0.913150 loss_giou_aux_dn: 1.891704 loss: 13.766848 eta: 1 day, 11:27:58 batch_cost: 0.4911 data_cost: 0.0013 ips: 8.1442 images/s [04/10 01:17:37] ppdet.engine INFO: Epoch: [50] [5100/7329] learning_rate: 0.000100 loss_class: 0.571629 loss_bbox: 0.138326 loss_giou: 0.406467 loss_class_aux: 3.736849 loss_bbox_aux: 0.955389 loss_giou_aux: 2.720452 loss_class_dn: 0.337170 loss_bbox_dn: 0.148569 loss_giou_dn: 0.364744 loss_class_aux_dn: 1.812126 loss_bbox_aux_dn: 0.907345 loss_giou_aux_dn: 2.132058 loss: 14.409388 eta: 1 day, 11:27:07 batch_cost: 0.5402 data_cost: 0.0015 ips: 7.4041 images/s [04/10 01:18:37] ppdet.engine INFO: Epoch: [50] [5200/7329] learning_rate: 0.000100 loss_class: 0.542472 loss_bbox: 0.135549 loss_giou: 0.344440 loss_class_aux: 3.526712 loss_bbox_aux: 0.859612 loss_giou_aux: 2.118483 loss_class_dn: 0.305470 loss_bbox_dn: 0.144936 loss_giou_dn: 0.334828 loss_class_aux_dn: 1.649410 loss_bbox_aux_dn: 0.851742 loss_giou_aux_dn: 1.846227 loss: 12.867788 eta: 1 day, 11:26:16 batch_cost: 0.5370 data_cost: 0.0014 ips: 7.4484 images/s [04/10 01:19:33] ppdet.engine INFO: Epoch: [50] [5300/7329] learning_rate: 0.000100 loss_class: 0.609247 loss_bbox: 0.124710 loss_giou: 0.423548 loss_class_aux: 3.974699 loss_bbox_aux: 0.822219 loss_giou_aux: 2.663827 loss_class_dn: 0.339179 loss_bbox_dn: 0.127260 loss_giou_dn: 0.384391 loss_class_aux_dn: 1.817979 loss_bbox_aux_dn: 0.770465 loss_giou_aux_dn: 2.114997 loss: 14.365108 eta: 1 day, 11:25:22 batch_cost: 0.4968 data_cost: 0.0014 ips: 8.0516 images/s [04/10 01:20:40] ppdet.engine INFO: Epoch: [50] [5400/7329] learning_rate: 0.000100 loss_class: 0.618703 loss_bbox: 0.142068 loss_giou: 0.435613 loss_class_aux: 3.888815 loss_bbox_aux: 0.961914 loss_giou_aux: 2.696026 loss_class_dn: 0.352441 loss_bbox_dn: 0.144374 loss_giou_dn: 0.389188 loss_class_aux_dn: 1.871495 loss_bbox_aux_dn: 0.897344 loss_giou_aux_dn: 2.155459 loss: 15.335678 eta: 1 day, 11:24:34 batch_cost: 0.5935 data_cost: 0.0019 ips: 6.7399 images/s [04/10 01:21:39] ppdet.engine INFO: Epoch: [50] [5500/7329] learning_rate: 0.000100 loss_class: 0.615654 loss_bbox: 0.152394 loss_giou: 0.390227 loss_class_aux: 3.846778 loss_bbox_aux: 0.962758 loss_giou_aux: 2.460783 loss_class_dn: 0.314613 loss_bbox_dn: 0.159469 loss_giou_dn: 0.364224 loss_class_aux_dn: 1.782174 loss_bbox_aux_dn: 0.945392 loss_giou_aux_dn: 2.093594 loss: 14.340642 eta: 1 day, 11:23:42 batch_cost: 0.5244 data_cost: 0.0014 ips: 7.6275 images/s [04/10 01:22:34] ppdet.engine INFO: Epoch: [50] [5600/7329] learning_rate: 0.000100 loss_class: 0.594009 loss_bbox: 0.143624 loss_giou: 0.433741 loss_class_aux: 3.722835 loss_bbox_aux: 0.953680 loss_giou_aux: 2.730044 loss_class_dn: 0.361043 loss_bbox_dn: 0.150254 loss_giou_dn: 0.390220 loss_class_aux_dn: 1.907195 loss_bbox_aux_dn: 0.904570 loss_giou_aux_dn: 2.179004 loss: 14.817080 eta: 1 day, 11:22:47 batch_cost: 0.4898 data_cost: 0.0014 ips: 8.1670 images/s [04/10 01:23:31] ppdet.engine INFO: Epoch: [50] [5700/7329] learning_rate: 0.000100 loss_class: 0.503588 loss_bbox: 0.133538 loss_giou: 0.289900 loss_class_aux: 3.300991 loss_bbox_aux: 0.845858 loss_giou_aux: 1.838502 loss_class_dn: 0.284469 loss_bbox_dn: 0.130479 loss_giou_dn: 0.269701 loss_class_aux_dn: 1.576257 loss_bbox_aux_dn: 0.789408 loss_giou_aux_dn: 1.513971 loss: 11.958052 eta: 1 day, 11:21:54 batch_cost: 0.5138 data_cost: 0.0013 ips: 7.7846 images/s [04/10 01:24:33] ppdet.engine INFO: Epoch: [50] [5800/7329] learning_rate: 0.000100 loss_class: 0.545660 loss_bbox: 0.139732 loss_giou: 0.358782 loss_class_aux: 3.505399 loss_bbox_aux: 0.903027 loss_giou_aux: 2.257958 loss_class_dn: 0.314225 loss_bbox_dn: 0.139006 loss_giou_dn: 0.349787 loss_class_aux_dn: 1.687788 loss_bbox_aux_dn: 0.830927 loss_giou_aux_dn: 1.968390 loss: 13.076515 eta: 1 day, 11:21:04 batch_cost: 0.5482 data_cost: 0.0015 ips: 7.2971 images/s [04/10 01:25:33] ppdet.engine INFO: Epoch: [50] [5900/7329] learning_rate: 0.000100 loss_class: 0.588117 loss_bbox: 0.121558 loss_giou: 0.372046 loss_class_aux: 3.726362 loss_bbox_aux: 0.799150 loss_giou_aux: 2.344899 loss_class_dn: 0.298424 loss_bbox_dn: 0.119966 loss_giou_dn: 0.351309 loss_class_aux_dn: 1.596201 loss_bbox_aux_dn: 0.768704 loss_giou_aux_dn: 1.944835 loss: 13.400618 eta: 1 day, 11:20:12 batch_cost: 0.5367 data_cost: 0.0015 ips: 7.4523 images/s [04/10 01:26:29] ppdet.engine INFO: Epoch: [50] [6000/7329] learning_rate: 0.000100 loss_class: 0.538644 loss_bbox: 0.129961 loss_giou: 0.388532 loss_class_aux: 3.481957 loss_bbox_aux: 0.871414 loss_giou_aux: 2.420702 loss_class_dn: 0.306060 loss_bbox_dn: 0.131507 loss_giou_dn: 0.335383 loss_class_aux_dn: 1.630275 loss_bbox_aux_dn: 0.830848 loss_giou_aux_dn: 1.869819 loss: 13.064220 eta: 1 day, 11:19:19 batch_cost: 0.5003 data_cost: 0.0013 ips: 7.9952 images/s [04/10 01:27:28] ppdet.engine INFO: Epoch: [50] [6100/7329] learning_rate: 0.000100 loss_class: 0.550047 loss_bbox: 0.130364 loss_giou: 0.395123 loss_class_aux: 3.566213 loss_bbox_aux: 0.875549 loss_giou_aux: 2.489403 loss_class_dn: 0.330467 loss_bbox_dn: 0.138408 loss_giou_dn: 0.366315 loss_class_aux_dn: 1.761337 loss_bbox_aux_dn: 0.826059 loss_giou_aux_dn: 2.062652 loss: 13.686134 eta: 1 day, 11:18:26 batch_cost: 0.5164 data_cost: 0.0017 ips: 7.7455 images/s [04/10 01:28:28] ppdet.engine INFO: Epoch: [50] [6200/7329] learning_rate: 0.000100 loss_class: 0.553792 loss_bbox: 0.134024 loss_giou: 0.334008 loss_class_aux: 3.483199 loss_bbox_aux: 0.842463 loss_giou_aux: 2.119296 loss_class_dn: 0.305371 loss_bbox_dn: 0.128212 loss_giou_dn: 0.347507 loss_class_aux_dn: 1.626962 loss_bbox_aux_dn: 0.769656 loss_giou_aux_dn: 1.900343 loss: 13.263422 eta: 1 day, 11:17:34 batch_cost: 0.5343 data_cost: 0.0013 ips: 7.4861 images/s [04/10 01:29:22] ppdet.engine INFO: Epoch: [50] [6300/7329] learning_rate: 0.000100 loss_class: 0.550665 loss_bbox: 0.124974 loss_giou: 0.373467 loss_class_aux: 3.514937 loss_bbox_aux: 0.860541 loss_giou_aux: 2.348061 loss_class_dn: 0.303327 loss_bbox_dn: 0.139769 loss_giou_dn: 0.347078 loss_class_aux_dn: 1.645864 loss_bbox_aux_dn: 0.841988 loss_giou_aux_dn: 1.980166 loss: 13.377631 eta: 1 day, 11:16:40 batch_cost: 0.4833 data_cost: 0.0013 ips: 8.2765 images/s [04/10 01:30:19] ppdet.engine INFO: Epoch: [50] [6400/7329] learning_rate: 0.000100 loss_class: 0.580078 loss_bbox: 0.132833 loss_giou: 0.378872 loss_class_aux: 3.788404 loss_bbox_aux: 0.860313 loss_giou_aux: 2.410991 loss_class_dn: 0.337575 loss_bbox_dn: 0.138006 loss_giou_dn: 0.328658 loss_class_aux_dn: 1.847060 loss_bbox_aux_dn: 0.868945 loss_giou_aux_dn: 1.840611 loss: 14.523447 eta: 1 day, 11:15:46 batch_cost: 0.5042 data_cost: 0.0014 ips: 7.9335 images/s [04/10 01:31:19] ppdet.engine INFO: Epoch: [50] [6500/7329] learning_rate: 0.000100 loss_class: 0.562570 loss_bbox: 0.130440 loss_giou: 0.429761 loss_class_aux: 3.608606 loss_bbox_aux: 0.812209 loss_giou_aux: 2.728467 loss_class_dn: 0.339472 loss_bbox_dn: 0.121777 loss_giou_dn: 0.382918 loss_class_aux_dn: 1.821250 loss_bbox_aux_dn: 0.826761 loss_giou_aux_dn: 2.218027 loss: 14.318581 eta: 1 day, 11:14:55 batch_cost: 0.5410 data_cost: 0.0014 ips: 7.3942 images/s [04/10 01:32:26] ppdet.engine INFO: Epoch: [50] [6600/7329] learning_rate: 0.000100 loss_class: 0.627236 loss_bbox: 0.144329 loss_giou: 0.436951 loss_class_aux: 4.029169 loss_bbox_aux: 0.972904 loss_giou_aux: 2.770268 loss_class_dn: 0.333988 loss_bbox_dn: 0.145646 loss_giou_dn: 0.374103 loss_class_aux_dn: 1.884328 loss_bbox_aux_dn: 0.891025 loss_giou_aux_dn: 2.095564 loss: 14.912931 eta: 1 day, 11:14:07 batch_cost: 0.5900 data_cost: 0.0016 ips: 6.7796 images/s [04/10 01:33:26] ppdet.engine INFO: Epoch: [50] [6700/7329] learning_rate: 0.000100 loss_class: 0.562803 loss_bbox: 0.135733 loss_giou: 0.412366 loss_class_aux: 3.524455 loss_bbox_aux: 0.895445 loss_giou_aux: 2.578855 loss_class_dn: 0.317792 loss_bbox_dn: 0.136822 loss_giou_dn: 0.382556 loss_class_aux_dn: 1.718401 loss_bbox_aux_dn: 0.816847 loss_giou_aux_dn: 2.110735 loss: 13.992920 eta: 1 day, 11:13:16 batch_cost: 0.5361 data_cost: 0.0017 ips: 7.4612 images/s [04/10 01:34:27] ppdet.engine INFO: Epoch: [50] [6800/7329] learning_rate: 0.000100 loss_class: 0.587481 loss_bbox: 0.132378 loss_giou: 0.390881 loss_class_aux: 3.645409 loss_bbox_aux: 0.868263 loss_giou_aux: 2.453481 loss_class_dn: 0.320297 loss_bbox_dn: 0.135748 loss_giou_dn: 0.351267 loss_class_aux_dn: 1.746182 loss_bbox_aux_dn: 0.819041 loss_giou_aux_dn: 2.010963 loss: 13.467681 eta: 1 day, 11:12:24 batch_cost: 0.5391 data_cost: 0.0014 ips: 7.4196 images/s [04/10 01:35:31] ppdet.engine INFO: Epoch: [50] [6900/7329] learning_rate: 0.000100 loss_class: 0.579912 loss_bbox: 0.134337 loss_giou: 0.333446 loss_class_aux: 3.659320 loss_bbox_aux: 0.873309 loss_giou_aux: 2.205439 loss_class_dn: 0.320609 loss_bbox_dn: 0.131501 loss_giou_dn: 0.320735 loss_class_aux_dn: 1.794224 loss_bbox_aux_dn: 0.788955 loss_giou_aux_dn: 1.840219 loss: 13.293776 eta: 1 day, 11:11:34 batch_cost: 0.5596 data_cost: 0.0015 ips: 7.1473 images/s [04/10 01:36:25] ppdet.engine INFO: Epoch: [50] [7000/7329] learning_rate: 0.000100 loss_class: 0.567460 loss_bbox: 0.145772 loss_giou: 0.366993 loss_class_aux: 3.592335 loss_bbox_aux: 0.921944 loss_giou_aux: 2.290924 loss_class_dn: 0.318469 loss_bbox_dn: 0.143570 loss_giou_dn: 0.330680 loss_class_aux_dn: 1.644942 loss_bbox_aux_dn: 0.860642 loss_giou_aux_dn: 1.837356 loss: 13.574862 eta: 1 day, 11:10:39 batch_cost: 0.4808 data_cost: 0.0013 ips: 8.3202 images/s [04/10 01:37:25] ppdet.engine INFO: Epoch: [50] [7100/7329] learning_rate: 0.000100 loss_class: 0.562452 loss_bbox: 0.113945 loss_giou: 0.413225 loss_class_aux: 3.514916 loss_bbox_aux: 0.779831 loss_giou_aux: 2.707292 loss_class_dn: 0.332773 loss_bbox_dn: 0.119594 loss_giou_dn: 0.396303 loss_class_aux_dn: 1.807327 loss_bbox_aux_dn: 0.737787 loss_giou_aux_dn: 2.202159 loss: 14.313082 eta: 1 day, 11:09:48 batch_cost: 0.5396 data_cost: 0.0013 ips: 7.4123 images/s [04/10 01:38:22] ppdet.engine INFO: Epoch: [50] [7200/7329] learning_rate: 0.000100 loss_class: 0.598561 loss_bbox: 0.141795 loss_giou: 0.441337 loss_class_aux: 3.650782 loss_bbox_aux: 0.928690 loss_giou_aux: 2.837403 loss_class_dn: 0.341414 loss_bbox_dn: 0.152233 loss_giou_dn: 0.411747 loss_class_aux_dn: 1.889046 loss_bbox_aux_dn: 0.875140 loss_giou_aux_dn: 2.303851 loss: 14.943341 eta: 1 day, 11:08:55 batch_cost: 0.5041 data_cost: 0.0014 ips: 7.9346 images/s [04/10 01:39:21] ppdet.engine INFO: Epoch: [50] [7300/7329] learning_rate: 0.000100 loss_class: 0.589374 loss_bbox: 0.141748 loss_giou: 0.483078 loss_class_aux: 3.712578 loss_bbox_aux: 0.930061 loss_giou_aux: 3.035042 loss_class_dn: 0.338926 loss_bbox_dn: 0.128172 loss_giou_dn: 0.407609 loss_class_aux_dn: 1.785679 loss_bbox_aux_dn: 0.799042 loss_giou_aux_dn: 2.284372 loss: 15.659702 eta: 1 day, 11:08:03 batch_cost: 0.5316 data_cost: 0.0013 ips: 7.5239 images/s [04/10 01:39:42] ppdet.engine INFO: Eval iter: 0 [04/10 01:40:12] ppdet.engine INFO: Eval iter: 100 [04/10 01:40:41] ppdet.engine INFO: Eval iter: 200 [04/10 01:41:08] ppdet.engine INFO: Eval iter: 300 [04/10 01:41:36] ppdet.engine INFO: Eval iter: 400 [04/10 01:42:03] ppdet.engine INFO: Eval iter: 500 [04/10 01:42:29] ppdet.engine INFO: Eval iter: 600 [04/10 01:42:58] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.60s) creating index... index created! [04/10 01:42:59] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.59s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=110.05s). Accumulating evaluation results... DONE (t=30.08s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.340 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.388 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/10 01:45:43] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.687104242237243 [04/10 01:45:44] ppdet.engine INFO: Best test bbox ap is 0.527. [04/10 01:45:46] ppdet.engine INFO: Epoch: [51] [ 0/7329] learning_rate: 0.000100 loss_class: 0.543616 loss_bbox: 0.130285 loss_giou: 0.387801 loss_class_aux: 3.482919 loss_bbox_aux: 0.866838 loss_giou_aux: 2.390168 loss_class_dn: 0.311275 loss_bbox_dn: 0.121768 loss_giou_dn: 0.365400 loss_class_aux_dn: 1.716786 loss_bbox_aux_dn: 0.745557 loss_giou_aux_dn: 2.059590 loss: 13.372684 eta: 1 day, 11:07:47 batch_cost: 0.5359 data_cost: 0.0016 ips: 7.4639 images/s [04/10 01:46:43] ppdet.engine INFO: Epoch: [51] [ 100/7329] learning_rate: 0.000100 loss_class: 0.525305 loss_bbox: 0.133531 loss_giou: 0.365851 loss_class_aux: 3.379066 loss_bbox_aux: 0.822178 loss_giou_aux: 2.255937 loss_class_dn: 0.291968 loss_bbox_dn: 0.122541 loss_giou_dn: 0.344217 loss_class_aux_dn: 1.575001 loss_bbox_aux_dn: 0.733822 loss_giou_aux_dn: 1.904135 loss: 12.069821 eta: 1 day, 11:06:53 batch_cost: 0.4999 data_cost: 0.0014 ips: 8.0008 images/s [04/10 01:47:41] ppdet.engine INFO: Epoch: [51] [ 200/7329] learning_rate: 0.000100 loss_class: 0.561442 loss_bbox: 0.122642 loss_giou: 0.411122 loss_class_aux: 3.633385 loss_bbox_aux: 0.797880 loss_giou_aux: 2.467295 loss_class_dn: 0.329922 loss_bbox_dn: 0.137273 loss_giou_dn: 0.346687 loss_class_aux_dn: 1.773325 loss_bbox_aux_dn: 0.822027 loss_giou_aux_dn: 1.939634 loss: 14.089731 eta: 1 day, 11:06:01 batch_cost: 0.5164 data_cost: 0.0015 ips: 7.7454 images/s [04/10 01:48:42] ppdet.engine INFO: Epoch: [51] [ 300/7329] learning_rate: 0.000100 loss_class: 0.535017 loss_bbox: 0.113997 loss_giou: 0.379249 loss_class_aux: 3.408240 loss_bbox_aux: 0.744748 loss_giou_aux: 2.403219 loss_class_dn: 0.306266 loss_bbox_dn: 0.108062 loss_giou_dn: 0.343482 loss_class_aux_dn: 1.654862 loss_bbox_aux_dn: 0.681241 loss_giou_aux_dn: 1.906775 loss: 12.829016 eta: 1 day, 11:05:10 batch_cost: 0.5510 data_cost: 0.0013 ips: 7.2602 images/s [04/10 01:49:42] ppdet.engine INFO: Epoch: [51] [ 400/7329] learning_rate: 0.000100 loss_class: 0.629167 loss_bbox: 0.139458 loss_giou: 0.412338 loss_class_aux: 3.916872 loss_bbox_aux: 0.897986 loss_giou_aux: 2.676125 loss_class_dn: 0.349639 loss_bbox_dn: 0.143939 loss_giou_dn: 0.386034 loss_class_aux_dn: 1.870731 loss_bbox_aux_dn: 0.836473 loss_giou_aux_dn: 2.128287 loss: 14.612986 eta: 1 day, 11:04:19 batch_cost: 0.5409 data_cost: 0.0014 ips: 7.3958 images/s [04/10 01:50:46] ppdet.engine INFO: Epoch: [51] [ 500/7329] learning_rate: 0.000100 loss_class: 0.602166 loss_bbox: 0.128173 loss_giou: 0.378352 loss_class_aux: 3.790058 loss_bbox_aux: 0.892672 loss_giou_aux: 2.517115 loss_class_dn: 0.309791 loss_bbox_dn: 0.128743 loss_giou_dn: 0.347502 loss_class_aux_dn: 1.682638 loss_bbox_aux_dn: 0.787381 loss_giou_aux_dn: 1.969657 loss: 13.086893 eta: 1 day, 11:03:30 batch_cost: 0.5740 data_cost: 0.0014 ips: 6.9687 images/s [04/10 01:51:45] ppdet.engine INFO: Epoch: [51] [ 600/7329] learning_rate: 0.000100 loss_class: 0.527926 loss_bbox: 0.119659 loss_giou: 0.320115 loss_class_aux: 3.321765 loss_bbox_aux: 0.814536 loss_giou_aux: 2.090598 loss_class_dn: 0.307899 loss_bbox_dn: 0.146463 loss_giou_dn: 0.308560 loss_class_aux_dn: 1.692583 loss_bbox_aux_dn: 0.832361 loss_giou_aux_dn: 1.768431 loss: 12.635368 eta: 1 day, 11:02:38 batch_cost: 0.5247 data_cost: 0.0014 ips: 7.6234 images/s [04/10 01:52:39] ppdet.engine INFO: Epoch: [51] [ 700/7329] learning_rate: 0.000100 loss_class: 0.590648 loss_bbox: 0.127700 loss_giou: 0.374881 loss_class_aux: 3.773894 loss_bbox_aux: 0.837103 loss_giou_aux: 2.387111 loss_class_dn: 0.329536 loss_bbox_dn: 0.125028 loss_giou_dn: 0.358488 loss_class_aux_dn: 1.737073 loss_bbox_aux_dn: 0.762745 loss_giou_aux_dn: 2.054771 loss: 14.692533 eta: 1 day, 11:01:43 batch_cost: 0.4792 data_cost: 0.0014 ips: 8.3469 images/s [04/10 01:53:34] ppdet.engine INFO: Epoch: [51] [ 800/7329] learning_rate: 0.000100 loss_class: 0.493884 loss_bbox: 0.133278 loss_giou: 0.315279 loss_class_aux: 3.220041 loss_bbox_aux: 0.855421 loss_giou_aux: 2.035655 loss_class_dn: 0.285180 loss_bbox_dn: 0.131344 loss_giou_dn: 0.310700 loss_class_aux_dn: 1.543522 loss_bbox_aux_dn: 0.862183 loss_giou_aux_dn: 1.765257 loss: 13.213586 eta: 1 day, 11:00:48 batch_cost: 0.4861 data_cost: 0.0015 ips: 8.2295 images/s [04/10 01:54:34] ppdet.engine INFO: Epoch: [51] [ 900/7329] learning_rate: 0.000100 loss_class: 0.593614 loss_bbox: 0.144324 loss_giou: 0.420300 loss_class_aux: 3.696385 loss_bbox_aux: 0.929140 loss_giou_aux: 2.644213 loss_class_dn: 0.343206 loss_bbox_dn: 0.151032 loss_giou_dn: 0.386439 loss_class_aux_dn: 1.829467 loss_bbox_aux_dn: 0.924614 loss_giou_aux_dn: 2.138316 loss: 14.783638 eta: 1 day, 10:59:57 batch_cost: 0.5325 data_cost: 0.0014 ips: 7.5124 images/s [04/10 01:55:29] ppdet.engine INFO: Epoch: [51] [1000/7329] learning_rate: 0.000100 loss_class: 0.586316 loss_bbox: 0.142204 loss_giou: 0.403340 loss_class_aux: 3.738548 loss_bbox_aux: 0.915232 loss_giou_aux: 2.509994 loss_class_dn: 0.324868 loss_bbox_dn: 0.139628 loss_giou_dn: 0.387730 loss_class_aux_dn: 1.803635 loss_bbox_aux_dn: 0.837230 loss_giou_aux_dn: 2.136899 loss: 14.148213 eta: 1 day, 10:59:02 batch_cost: 0.4850 data_cost: 0.0013 ips: 8.2478 images/s [04/10 01:56:26] ppdet.engine INFO: Epoch: [51] [1100/7329] learning_rate: 0.000100 loss_class: 0.549677 loss_bbox: 0.123058 loss_giou: 0.380397 loss_class_aux: 3.515286 loss_bbox_aux: 0.837714 loss_giou_aux: 2.374743 loss_class_dn: 0.319722 loss_bbox_dn: 0.129443 loss_giou_dn: 0.348688 loss_class_aux_dn: 1.673858 loss_bbox_aux_dn: 0.782633 loss_giou_aux_dn: 1.936054 loss: 13.584936 eta: 1 day, 10:58:09 batch_cost: 0.5086 data_cost: 0.0014 ips: 7.8653 images/s [04/10 01:57:23] ppdet.engine INFO: Epoch: [51] [1200/7329] learning_rate: 0.000100 loss_class: 0.590760 loss_bbox: 0.150226 loss_giou: 0.434563 loss_class_aux: 3.669899 loss_bbox_aux: 0.981984 loss_giou_aux: 2.700717 loss_class_dn: 0.342136 loss_bbox_dn: 0.143538 loss_giou_dn: 0.401603 loss_class_aux_dn: 1.847511 loss_bbox_aux_dn: 0.848040 loss_giou_aux_dn: 2.242848 loss: 14.869133 eta: 1 day, 10:57:16 batch_cost: 0.5108 data_cost: 0.0014 ips: 7.8306 images/s [04/10 01:58:17] ppdet.engine INFO: Epoch: [51] [1300/7329] learning_rate: 0.000100 loss_class: 0.545347 loss_bbox: 0.130967 loss_giou: 0.415102 loss_class_aux: 3.430759 loss_bbox_aux: 0.854354 loss_giou_aux: 2.604877 loss_class_dn: 0.296847 loss_bbox_dn: 0.142760 loss_giou_dn: 0.366593 loss_class_aux_dn: 1.604961 loss_bbox_aux_dn: 0.855527 loss_giou_aux_dn: 2.016783 loss: 13.726779 eta: 1 day, 10:56:21 batch_cost: 0.4813 data_cost: 0.0016 ips: 8.3110 images/s [04/10 01:59:17] ppdet.engine INFO: Epoch: [51] [1400/7329] learning_rate: 0.000100 loss_class: 0.598304 loss_bbox: 0.134593 loss_giou: 0.394005 loss_class_aux: 3.671683 loss_bbox_aux: 0.894442 loss_giou_aux: 2.576583 loss_class_dn: 0.332201 loss_bbox_dn: 0.143060 loss_giou_dn: 0.367035 loss_class_aux_dn: 1.812407 loss_bbox_aux_dn: 0.869393 loss_giou_aux_dn: 2.036872 loss: 14.318270 eta: 1 day, 10:55:29 batch_cost: 0.5284 data_cost: 0.0016 ips: 7.5703 images/s [04/10 02:00:16] ppdet.engine INFO: Epoch: [51] [1500/7329] learning_rate: 0.000100 loss_class: 0.448746 loss_bbox: 0.128982 loss_giou: 0.278900 loss_class_aux: 2.964280 loss_bbox_aux: 0.844719 loss_giou_aux: 1.828099 loss_class_dn: 0.243186 loss_bbox_dn: 0.125866 loss_giou_dn: 0.267637 loss_class_aux_dn: 1.313990 loss_bbox_aux_dn: 0.749040 loss_giou_aux_dn: 1.513700 loss: 11.077789 eta: 1 day, 10:54:37 batch_cost: 0.5326 data_cost: 0.0014 ips: 7.5099 images/s [04/10 02:01:17] ppdet.engine INFO: Epoch: [51] [1600/7329] learning_rate: 0.000100 loss_class: 0.578444 loss_bbox: 0.128713 loss_giou: 0.439895 loss_class_aux: 3.785020 loss_bbox_aux: 0.855203 loss_giou_aux: 2.816509 loss_class_dn: 0.338792 loss_bbox_dn: 0.147846 loss_giou_dn: 0.405609 loss_class_aux_dn: 1.793604 loss_bbox_aux_dn: 0.872959 loss_giou_aux_dn: 2.305743 loss: 15.032354 eta: 1 day, 10:53:46 batch_cost: 0.5373 data_cost: 0.0015 ips: 7.4442 images/s [04/10 02:02:13] ppdet.engine INFO: Epoch: [51] [1700/7329] learning_rate: 0.000100 loss_class: 0.579652 loss_bbox: 0.139897 loss_giou: 0.361293 loss_class_aux: 3.739095 loss_bbox_aux: 0.914647 loss_giou_aux: 2.282972 loss_class_dn: 0.313795 loss_bbox_dn: 0.153794 loss_giou_dn: 0.323569 loss_class_aux_dn: 1.702274 loss_bbox_aux_dn: 0.916136 loss_giou_aux_dn: 1.830942 loss: 13.341576 eta: 1 day, 10:52:52 batch_cost: 0.4974 data_cost: 0.0015 ips: 8.0419 images/s [04/10 02:03:08] ppdet.engine INFO: Epoch: [51] [1800/7329] learning_rate: 0.000100 loss_class: 0.549940 loss_bbox: 0.128661 loss_giou: 0.393767 loss_class_aux: 3.514383 loss_bbox_aux: 0.873308 loss_giou_aux: 2.454102 loss_class_dn: 0.324038 loss_bbox_dn: 0.144066 loss_giou_dn: 0.365162 loss_class_aux_dn: 1.755963 loss_bbox_aux_dn: 0.848493 loss_giou_aux_dn: 2.059022 loss: 13.904398 eta: 1 day, 10:51:57 batch_cost: 0.4833 data_cost: 0.0013 ips: 8.2760 images/s [04/10 02:04:02] ppdet.engine INFO: Epoch: [51] [1900/7329] learning_rate: 0.000100 loss_class: 0.553827 loss_bbox: 0.144727 loss_giou: 0.354890 loss_class_aux: 3.638378 loss_bbox_aux: 0.946237 loss_giou_aux: 2.272738 loss_class_dn: 0.311526 loss_bbox_dn: 0.151548 loss_giou_dn: 0.336330 loss_class_aux_dn: 1.681092 loss_bbox_aux_dn: 0.905203 loss_giou_aux_dn: 1.890352 loss: 13.868523 eta: 1 day, 10:51:02 batch_cost: 0.4788 data_cost: 0.0013 ips: 8.3551 images/s [04/10 02:04:57] ppdet.engine INFO: Epoch: [51] [2000/7329] learning_rate: 0.000100 loss_class: 0.532266 loss_bbox: 0.127702 loss_giou: 0.353917 loss_class_aux: 3.249348 loss_bbox_aux: 0.808571 loss_giou_aux: 2.253460 loss_class_dn: 0.318371 loss_bbox_dn: 0.122639 loss_giou_dn: 0.330344 loss_class_aux_dn: 1.714834 loss_bbox_aux_dn: 0.778919 loss_giou_aux_dn: 1.848025 loss: 12.553586 eta: 1 day, 10:50:08 batch_cost: 0.4951 data_cost: 0.0013 ips: 8.0795 images/s [04/10 02:05:52] ppdet.engine INFO: Epoch: [51] [2100/7329] learning_rate: 0.000100 loss_class: 0.659878 loss_bbox: 0.151200 loss_giou: 0.450240 loss_class_aux: 4.132336 loss_bbox_aux: 0.956099 loss_giou_aux: 2.860055 loss_class_dn: 0.373398 loss_bbox_dn: 0.156068 loss_giou_dn: 0.404132 loss_class_aux_dn: 1.999593 loss_bbox_aux_dn: 0.916360 loss_giou_aux_dn: 2.242968 loss: 15.647561 eta: 1 day, 10:49:13 batch_cost: 0.4854 data_cost: 0.0014 ips: 8.2403 images/s [04/10 02:06:50] ppdet.engine INFO: Epoch: [51] [2200/7329] learning_rate: 0.000100 loss_class: 0.608590 loss_bbox: 0.146621 loss_giou: 0.395475 loss_class_aux: 3.758004 loss_bbox_aux: 0.931160 loss_giou_aux: 2.495100 loss_class_dn: 0.341085 loss_bbox_dn: 0.132642 loss_giou_dn: 0.385339 loss_class_aux_dn: 1.874362 loss_bbox_aux_dn: 0.812207 loss_giou_aux_dn: 2.063782 loss: 14.429122 eta: 1 day, 10:48:20 batch_cost: 0.5186 data_cost: 0.0014 ips: 7.7126 images/s [04/10 02:07:52] ppdet.engine INFO: Epoch: [51] [2300/7329] learning_rate: 0.000100 loss_class: 0.591861 loss_bbox: 0.128482 loss_giou: 0.341207 loss_class_aux: 3.750095 loss_bbox_aux: 0.873477 loss_giou_aux: 2.208946 loss_class_dn: 0.306132 loss_bbox_dn: 0.141562 loss_giou_dn: 0.347932 loss_class_aux_dn: 1.668790 loss_bbox_aux_dn: 0.885128 loss_giou_aux_dn: 1.913085 loss: 13.083858 eta: 1 day, 10:47:30 batch_cost: 0.5589 data_cost: 0.0013 ips: 7.1567 images/s [04/10 02:08:48] ppdet.engine INFO: Epoch: [51] [2400/7329] learning_rate: 0.000100 loss_class: 0.473569 loss_bbox: 0.129288 loss_giou: 0.290414 loss_class_aux: 3.171557 loss_bbox_aux: 0.852121 loss_giou_aux: 1.904223 loss_class_dn: 0.282979 loss_bbox_dn: 0.133406 loss_giou_dn: 0.306299 loss_class_aux_dn: 1.543403 loss_bbox_aux_dn: 0.816337 loss_giou_aux_dn: 1.767006 loss: 12.094867 eta: 1 day, 10:46:37 batch_cost: 0.5017 data_cost: 0.0014 ips: 7.9734 images/s [04/10 02:09:50] ppdet.engine INFO: Epoch: [51] [2500/7329] learning_rate: 0.000100 loss_class: 0.526061 loss_bbox: 0.122479 loss_giou: 0.326936 loss_class_aux: 3.401687 loss_bbox_aux: 0.832744 loss_giou_aux: 2.167898 loss_class_dn: 0.294579 loss_bbox_dn: 0.133463 loss_giou_dn: 0.299733 loss_class_aux_dn: 1.598832 loss_bbox_aux_dn: 0.810128 loss_giou_aux_dn: 1.699355 loss: 13.200773 eta: 1 day, 10:45:46 batch_cost: 0.5447 data_cost: 0.0015 ips: 7.3440 images/s [04/10 02:10:47] ppdet.engine INFO: Epoch: [51] [2600/7329] learning_rate: 0.000100 loss_class: 0.595801 loss_bbox: 0.127520 loss_giou: 0.384954 loss_class_aux: 3.787252 loss_bbox_aux: 0.843341 loss_giou_aux: 2.396922 loss_class_dn: 0.351032 loss_bbox_dn: 0.139608 loss_giou_dn: 0.346197 loss_class_aux_dn: 1.853618 loss_bbox_aux_dn: 0.821976 loss_giou_aux_dn: 1.941805 loss: 14.131912 eta: 1 day, 10:44:53 batch_cost: 0.5089 data_cost: 0.0015 ips: 7.8608 images/s [04/10 02:11:45] ppdet.engine INFO: Epoch: [51] [2700/7329] learning_rate: 0.000100 loss_class: 0.579733 loss_bbox: 0.140499 loss_giou: 0.380412 loss_class_aux: 3.715318 loss_bbox_aux: 0.962018 loss_giou_aux: 2.384316 loss_class_dn: 0.356288 loss_bbox_dn: 0.159329 loss_giou_dn: 0.373195 loss_class_aux_dn: 1.922556 loss_bbox_aux_dn: 0.902868 loss_giou_aux_dn: 2.104886 loss: 15.086700 eta: 1 day, 10:44:00 batch_cost: 0.5163 data_cost: 0.0013 ips: 7.7470 images/s [04/10 02:12:42] ppdet.engine INFO: Epoch: [51] [2800/7329] learning_rate: 0.000100 loss_class: 0.577373 loss_bbox: 0.145533 loss_giou: 0.371100 loss_class_aux: 3.746668 loss_bbox_aux: 0.958883 loss_giou_aux: 2.378343 loss_class_dn: 0.300304 loss_bbox_dn: 0.141459 loss_giou_dn: 0.317526 loss_class_aux_dn: 1.651422 loss_bbox_aux_dn: 0.843416 loss_giou_aux_dn: 1.796019 loss: 13.223580 eta: 1 day, 10:43:07 batch_cost: 0.5086 data_cost: 0.0013 ips: 7.8641 images/s [04/10 02:13:41] ppdet.engine INFO: Epoch: [51] [2900/7329] learning_rate: 0.000100 loss_class: 0.549740 loss_bbox: 0.143906 loss_giou: 0.379344 loss_class_aux: 3.586877 loss_bbox_aux: 0.948067 loss_giou_aux: 2.454354 loss_class_dn: 0.328176 loss_bbox_dn: 0.146384 loss_giou_dn: 0.367432 loss_class_aux_dn: 1.796188 loss_bbox_aux_dn: 0.886031 loss_giou_aux_dn: 2.050348 loss: 14.033575 eta: 1 day, 10:42:14 batch_cost: 0.5142 data_cost: 0.0016 ips: 7.7784 images/s [04/10 02:14:35] ppdet.engine INFO: Epoch: [51] [3000/7329] learning_rate: 0.000100 loss_class: 0.486476 loss_bbox: 0.127105 loss_giou: 0.367039 loss_class_aux: 3.179737 loss_bbox_aux: 0.824428 loss_giou_aux: 2.429445 loss_class_dn: 0.303629 loss_bbox_dn: 0.131109 loss_giou_dn: 0.339921 loss_class_aux_dn: 1.610209 loss_bbox_aux_dn: 0.796084 loss_giou_aux_dn: 1.932059 loss: 12.689877 eta: 1 day, 10:41:19 batch_cost: 0.4804 data_cost: 0.0014 ips: 8.3271 images/s [04/10 02:15:29] ppdet.engine INFO: Epoch: [51] [3100/7329] learning_rate: 0.000100 loss_class: 0.563957 loss_bbox: 0.150254 loss_giou: 0.348563 loss_class_aux: 3.608284 loss_bbox_aux: 0.957788 loss_giou_aux: 2.262197 loss_class_dn: 0.319724 loss_bbox_dn: 0.153382 loss_giou_dn: 0.343535 loss_class_aux_dn: 1.760000 loss_bbox_aux_dn: 0.895908 loss_giou_aux_dn: 1.949023 loss: 14.624388 eta: 1 day, 10:40:24 batch_cost: 0.4788 data_cost: 0.0014 ips: 8.3545 images/s [04/10 02:16:26] ppdet.engine INFO: Epoch: [51] [3200/7329] learning_rate: 0.000100 loss_class: 0.582139 loss_bbox: 0.142588 loss_giou: 0.408446 loss_class_aux: 3.593044 loss_bbox_aux: 0.919377 loss_giou_aux: 2.647653 loss_class_dn: 0.333524 loss_bbox_dn: 0.154385 loss_giou_dn: 0.376231 loss_class_aux_dn: 1.747304 loss_bbox_aux_dn: 0.886053 loss_giou_aux_dn: 2.034173 loss: 14.225111 eta: 1 day, 10:39:31 batch_cost: 0.5048 data_cost: 0.0015 ips: 7.9238 images/s [04/10 02:17:29] ppdet.engine INFO: Epoch: [51] [3300/7329] learning_rate: 0.000100 loss_class: 0.521282 loss_bbox: 0.123061 loss_giou: 0.399312 loss_class_aux: 3.264141 loss_bbox_aux: 0.814126 loss_giou_aux: 2.568754 loss_class_dn: 0.329236 loss_bbox_dn: 0.114565 loss_giou_dn: 0.373509 loss_class_aux_dn: 1.754562 loss_bbox_aux_dn: 0.695140 loss_giou_aux_dn: 2.123887 loss: 13.384127 eta: 1 day, 10:38:40 batch_cost: 0.5569 data_cost: 0.0015 ips: 7.1826 images/s [04/10 02:18:30] ppdet.engine INFO: Epoch: [51] [3400/7329] learning_rate: 0.000100 loss_class: 0.647958 loss_bbox: 0.138675 loss_giou: 0.468942 loss_class_aux: 3.956036 loss_bbox_aux: 0.939884 loss_giou_aux: 2.998974 loss_class_dn: 0.384169 loss_bbox_dn: 0.152668 loss_giou_dn: 0.420667 loss_class_aux_dn: 2.073128 loss_bbox_aux_dn: 0.930590 loss_giou_aux_dn: 2.376083 loss: 16.466164 eta: 1 day, 10:37:49 batch_cost: 0.5423 data_cost: 0.0014 ips: 7.3761 images/s [04/10 02:19:26] ppdet.engine INFO: Epoch: [51] [3500/7329] learning_rate: 0.000100 loss_class: 0.628708 loss_bbox: 0.147900 loss_giou: 0.441011 loss_class_aux: 4.078253 loss_bbox_aux: 0.974712 loss_giou_aux: 2.871599 loss_class_dn: 0.373755 loss_bbox_dn: 0.143215 loss_giou_dn: 0.427305 loss_class_aux_dn: 1.999627 loss_bbox_aux_dn: 0.864916 loss_giou_aux_dn: 2.352290 loss: 15.979574 eta: 1 day, 10:36:55 batch_cost: 0.4955 data_cost: 0.0013 ips: 8.0729 images/s [04/10 02:20:22] ppdet.engine INFO: Epoch: [51] [3600/7329] learning_rate: 0.000100 loss_class: 0.583668 loss_bbox: 0.151506 loss_giou: 0.443743 loss_class_aux: 3.628272 loss_bbox_aux: 0.980925 loss_giou_aux: 2.786037 loss_class_dn: 0.322998 loss_bbox_dn: 0.144387 loss_giou_dn: 0.375610 loss_class_aux_dn: 1.792386 loss_bbox_aux_dn: 0.881318 loss_giou_aux_dn: 2.111720 loss: 14.613294 eta: 1 day, 10:36:02 batch_cost: 0.5013 data_cost: 0.0014 ips: 7.9785 images/s [04/10 02:21:17] ppdet.engine INFO: Epoch: [51] [3700/7329] learning_rate: 0.000100 loss_class: 0.551990 loss_bbox: 0.124575 loss_giou: 0.412973 loss_class_aux: 3.492899 loss_bbox_aux: 0.856633 loss_giou_aux: 2.514500 loss_class_dn: 0.319751 loss_bbox_dn: 0.128404 loss_giou_dn: 0.357548 loss_class_aux_dn: 1.762194 loss_bbox_aux_dn: 0.821163 loss_giou_aux_dn: 2.008803 loss: 13.393454 eta: 1 day, 10:35:07 batch_cost: 0.4869 data_cost: 0.0014 ips: 8.2157 images/s [04/10 02:22:13] ppdet.engine INFO: Epoch: [51] [3800/7329] learning_rate: 0.000100 loss_class: 0.618770 loss_bbox: 0.155244 loss_giou: 0.390763 loss_class_aux: 4.002152 loss_bbox_aux: 1.001243 loss_giou_aux: 2.517642 loss_class_dn: 0.328286 loss_bbox_dn: 0.156767 loss_giou_dn: 0.359398 loss_class_aux_dn: 1.776273 loss_bbox_aux_dn: 0.906363 loss_giou_aux_dn: 1.955755 loss: 14.030769 eta: 1 day, 10:34:13 batch_cost: 0.4966 data_cost: 0.0014 ips: 8.0555 images/s [04/10 02:23:14] ppdet.engine INFO: Epoch: [51] [3900/7329] learning_rate: 0.000100 loss_class: 0.539327 loss_bbox: 0.144818 loss_giou: 0.417712 loss_class_aux: 3.288211 loss_bbox_aux: 0.945363 loss_giou_aux: 2.733393 loss_class_dn: 0.313283 loss_bbox_dn: 0.130895 loss_giou_dn: 0.376280 loss_class_aux_dn: 1.716760 loss_bbox_aux_dn: 0.769047 loss_giou_aux_dn: 2.098210 loss: 13.450501 eta: 1 day, 10:33:22 batch_cost: 0.5350 data_cost: 0.0015 ips: 7.4772 images/s [04/10 02:24:15] ppdet.engine INFO: Epoch: [51] [4000/7329] learning_rate: 0.000100 loss_class: 0.573736 loss_bbox: 0.137509 loss_giou: 0.298362 loss_class_aux: 3.833375 loss_bbox_aux: 0.910253 loss_giou_aux: 2.006486 loss_class_dn: 0.319493 loss_bbox_dn: 0.143652 loss_giou_dn: 0.307159 loss_class_aux_dn: 1.736861 loss_bbox_aux_dn: 0.877806 loss_giou_aux_dn: 1.790563 loss: 13.487345 eta: 1 day, 10:32:30 batch_cost: 0.5335 data_cost: 0.0016 ips: 7.4974 images/s [04/10 02:25:15] ppdet.engine INFO: Epoch: [51] [4100/7329] learning_rate: 0.000100 loss_class: 0.585830 loss_bbox: 0.142518 loss_giou: 0.407373 loss_class_aux: 3.586965 loss_bbox_aux: 0.920708 loss_giou_aux: 2.576914 loss_class_dn: 0.353407 loss_bbox_dn: 0.139054 loss_giou_dn: 0.389657 loss_class_aux_dn: 1.874253 loss_bbox_aux_dn: 0.860020 loss_giou_aux_dn: 2.207368 loss: 14.799756 eta: 1 day, 10:31:39 batch_cost: 0.5346 data_cost: 0.0014 ips: 7.4817 images/s [04/10 02:26:11] ppdet.engine INFO: Epoch: [51] [4200/7329] learning_rate: 0.000100 loss_class: 0.552808 loss_bbox: 0.138050 loss_giou: 0.393488 loss_class_aux: 3.642093 loss_bbox_aux: 0.924817 loss_giou_aux: 2.492308 loss_class_dn: 0.315912 loss_bbox_dn: 0.137583 loss_giou_dn: 0.336734 loss_class_aux_dn: 1.730396 loss_bbox_aux_dn: 0.825705 loss_giou_aux_dn: 1.857571 loss: 13.837261 eta: 1 day, 10:30:44 batch_cost: 0.4923 data_cost: 0.0013 ips: 8.1255 images/s [04/10 02:27:06] ppdet.engine INFO: Epoch: [51] [4300/7329] learning_rate: 0.000100 loss_class: 0.544146 loss_bbox: 0.135510 loss_giou: 0.315161 loss_class_aux: 3.440519 loss_bbox_aux: 0.877069 loss_giou_aux: 1.965079 loss_class_dn: 0.285352 loss_bbox_dn: 0.135305 loss_giou_dn: 0.293822 loss_class_aux_dn: 1.552061 loss_bbox_aux_dn: 0.821684 loss_giou_aux_dn: 1.687849 loss: 12.832182 eta: 1 day, 10:29:50 batch_cost: 0.4877 data_cost: 0.0013 ips: 8.2022 images/s [04/10 02:28:03] ppdet.engine INFO: Epoch: [51] [4400/7329] learning_rate: 0.000100 loss_class: 0.549294 loss_bbox: 0.126444 loss_giou: 0.470621 loss_class_aux: 3.545034 loss_bbox_aux: 0.845753 loss_giou_aux: 2.962105 loss_class_dn: 0.340615 loss_bbox_dn: 0.121887 loss_giou_dn: 0.399825 loss_class_aux_dn: 1.864391 loss_bbox_aux_dn: 0.757466 loss_giou_aux_dn: 2.238137 loss: 14.556962 eta: 1 day, 10:28:57 batch_cost: 0.5132 data_cost: 0.0013 ips: 7.7941 images/s [04/10 02:28:56] ppdet.engine INFO: Epoch: [51] [4500/7329] learning_rate: 0.000100 loss_class: 0.561255 loss_bbox: 0.133128 loss_giou: 0.402777 loss_class_aux: 3.614545 loss_bbox_aux: 0.880636 loss_giou_aux: 2.548540 loss_class_dn: 0.328199 loss_bbox_dn: 0.153125 loss_giou_dn: 0.363006 loss_class_aux_dn: 1.754008 loss_bbox_aux_dn: 0.902351 loss_giou_aux_dn: 2.076613 loss: 14.603238 eta: 1 day, 10:28:01 batch_cost: 0.4675 data_cost: 0.0013 ips: 8.5566 images/s [04/10 02:29:53] ppdet.engine INFO: Epoch: [51] [4600/7329] learning_rate: 0.000100 loss_class: 0.563086 loss_bbox: 0.144561 loss_giou: 0.410563 loss_class_aux: 3.591676 loss_bbox_aux: 0.942021 loss_giou_aux: 2.536850 loss_class_dn: 0.322883 loss_bbox_dn: 0.136951 loss_giou_dn: 0.346780 loss_class_aux_dn: 1.724282 loss_bbox_aux_dn: 0.850719 loss_giou_aux_dn: 1.958064 loss: 13.831343 eta: 1 day, 10:27:09 batch_cost: 0.5139 data_cost: 0.0012 ips: 7.7835 images/s [04/10 02:30:57] ppdet.engine INFO: Epoch: [51] [4700/7329] learning_rate: 0.000100 loss_class: 0.505867 loss_bbox: 0.112531 loss_giou: 0.337358 loss_class_aux: 3.241906 loss_bbox_aux: 0.754656 loss_giou_aux: 2.142374 loss_class_dn: 0.300371 loss_bbox_dn: 0.115967 loss_giou_dn: 0.325617 loss_class_aux_dn: 1.609121 loss_bbox_aux_dn: 0.733475 loss_giou_aux_dn: 1.880565 loss: 12.366274 eta: 1 day, 10:26:20 batch_cost: 0.5867 data_cost: 0.0012 ips: 6.8174 images/s [04/10 02:31:52] ppdet.engine INFO: Epoch: [51] [4800/7329] learning_rate: 0.000100 loss_class: 0.572191 loss_bbox: 0.140870 loss_giou: 0.436471 loss_class_aux: 3.731678 loss_bbox_aux: 0.923329 loss_giou_aux: 2.720620 loss_class_dn: 0.345424 loss_bbox_dn: 0.126000 loss_giou_dn: 0.423406 loss_class_aux_dn: 1.937945 loss_bbox_aux_dn: 0.772655 loss_giou_aux_dn: 2.362898 loss: 14.791925 eta: 1 day, 10:25:26 batch_cost: 0.4885 data_cost: 0.0013 ips: 8.1887 images/s [04/10 02:32:48] ppdet.engine INFO: Epoch: [51] [4900/7329] learning_rate: 0.000100 loss_class: 0.584739 loss_bbox: 0.143738 loss_giou: 0.401562 loss_class_aux: 3.748166 loss_bbox_aux: 0.896806 loss_giou_aux: 2.540144 loss_class_dn: 0.352727 loss_bbox_dn: 0.140950 loss_giou_dn: 0.382600 loss_class_aux_dn: 1.898937 loss_bbox_aux_dn: 0.834372 loss_giou_aux_dn: 2.122446 loss: 14.802547 eta: 1 day, 10:24:32 batch_cost: 0.5054 data_cost: 0.0012 ips: 7.9142 images/s [04/10 02:33:42] ppdet.engine INFO: Epoch: [51] [5000/7329] learning_rate: 0.000100 loss_class: 0.540384 loss_bbox: 0.136424 loss_giou: 0.381438 loss_class_aux: 3.452885 loss_bbox_aux: 0.875958 loss_giou_aux: 2.381483 loss_class_dn: 0.324473 loss_bbox_dn: 0.127264 loss_giou_dn: 0.315029 loss_class_aux_dn: 1.770554 loss_bbox_aux_dn: 0.800138 loss_giou_aux_dn: 1.765640 loss: 13.408985 eta: 1 day, 10:23:38 batch_cost: 0.4810 data_cost: 0.0012 ips: 8.3160 images/s [04/10 02:34:37] ppdet.engine INFO: Epoch: [51] [5100/7329] learning_rate: 0.000100 loss_class: 0.543547 loss_bbox: 0.130122 loss_giou: 0.391407 loss_class_aux: 3.596096 loss_bbox_aux: 0.861951 loss_giou_aux: 2.428023 loss_class_dn: 0.317319 loss_bbox_dn: 0.141718 loss_giou_dn: 0.353666 loss_class_aux_dn: 1.703542 loss_bbox_aux_dn: 0.835054 loss_giou_aux_dn: 2.053128 loss: 14.170177 eta: 1 day, 10:22:43 batch_cost: 0.4866 data_cost: 0.0013 ips: 8.2201 images/s [04/10 02:35:30] ppdet.engine INFO: Epoch: [51] [5200/7329] learning_rate: 0.000100 loss_class: 0.541095 loss_bbox: 0.131722 loss_giou: 0.354204 loss_class_aux: 3.526716 loss_bbox_aux: 0.875818 loss_giou_aux: 2.152581 loss_class_dn: 0.319470 loss_bbox_dn: 0.132335 loss_giou_dn: 0.326884 loss_class_aux_dn: 1.732639 loss_bbox_aux_dn: 0.792227 loss_giou_aux_dn: 1.861663 loss: 12.967588 eta: 1 day, 10:21:48 batch_cost: 0.4746 data_cost: 0.0012 ips: 8.4283 images/s [04/10 02:36:26] ppdet.engine INFO: Epoch: [51] [5300/7329] learning_rate: 0.000100 loss_class: 0.592469 loss_bbox: 0.146059 loss_giou: 0.387690 loss_class_aux: 3.836857 loss_bbox_aux: 1.008488 loss_giou_aux: 2.526701 loss_class_dn: 0.337601 loss_bbox_dn: 0.155031 loss_giou_dn: 0.384153 loss_class_aux_dn: 1.852175 loss_bbox_aux_dn: 1.002815 loss_giou_aux_dn: 2.109997 loss: 14.197214 eta: 1 day, 10:20:54 batch_cost: 0.5036 data_cost: 0.0012 ips: 7.9430 images/s [04/10 02:37:24] ppdet.engine INFO: Epoch: [51] [5400/7329] learning_rate: 0.000100 loss_class: 0.561901 loss_bbox: 0.133688 loss_giou: 0.344986 loss_class_aux: 3.794113 loss_bbox_aux: 0.876010 loss_giou_aux: 2.151711 loss_class_dn: 0.326376 loss_bbox_dn: 0.136741 loss_giou_dn: 0.336209 loss_class_aux_dn: 1.715390 loss_bbox_aux_dn: 0.814554 loss_giou_aux_dn: 1.856402 loss: 13.242972 eta: 1 day, 10:20:01 batch_cost: 0.5078 data_cost: 0.0017 ips: 7.8778 images/s [04/10 02:38:21] ppdet.engine INFO: Epoch: [51] [5500/7329] learning_rate: 0.000100 loss_class: 0.559787 loss_bbox: 0.132585 loss_giou: 0.354316 loss_class_aux: 3.623387 loss_bbox_aux: 0.857929 loss_giou_aux: 2.187134 loss_class_dn: 0.323009 loss_bbox_dn: 0.128033 loss_giou_dn: 0.336594 loss_class_aux_dn: 1.739559 loss_bbox_aux_dn: 0.768919 loss_giou_aux_dn: 1.810281 loss: 13.643652 eta: 1 day, 10:19:08 batch_cost: 0.5112 data_cost: 0.0013 ips: 7.8244 images/s [04/10 02:39:14] ppdet.engine INFO: Epoch: [51] [5600/7329] learning_rate: 0.000100 loss_class: 0.552117 loss_bbox: 0.119622 loss_giou: 0.401737 loss_class_aux: 3.401654 loss_bbox_aux: 0.843542 loss_giou_aux: 2.675825 loss_class_dn: 0.317195 loss_bbox_dn: 0.126173 loss_giou_dn: 0.375088 loss_class_aux_dn: 1.671276 loss_bbox_aux_dn: 0.758985 loss_giou_aux_dn: 2.073942 loss: 13.401241 eta: 1 day, 10:18:13 batch_cost: 0.4724 data_cost: 0.0012 ips: 8.4681 images/s [04/10 02:40:07] ppdet.engine INFO: Epoch: [51] [5700/7329] learning_rate: 0.000100 loss_class: 0.533445 loss_bbox: 0.133800 loss_giou: 0.387030 loss_class_aux: 3.380386 loss_bbox_aux: 0.854208 loss_giou_aux: 2.412930 loss_class_dn: 0.311064 loss_bbox_dn: 0.138151 loss_giou_dn: 0.341596 loss_class_aux_dn: 1.683579 loss_bbox_aux_dn: 0.828224 loss_giou_aux_dn: 1.905817 loss: 13.531616 eta: 1 day, 10:17:17 batch_cost: 0.4715 data_cost: 0.0012 ips: 8.4844 images/s [04/10 02:41:00] ppdet.engine INFO: Epoch: [51] [5800/7329] learning_rate: 0.000100 loss_class: 0.499899 loss_bbox: 0.110492 loss_giou: 0.377675 loss_class_aux: 3.138262 loss_bbox_aux: 0.725189 loss_giou_aux: 2.450920 loss_class_dn: 0.284361 loss_bbox_dn: 0.117455 loss_giou_dn: 0.347566 loss_class_aux_dn: 1.529791 loss_bbox_aux_dn: 0.668881 loss_giou_aux_dn: 1.975353 loss: 12.195879 eta: 1 day, 10:16:22 batch_cost: 0.4720 data_cost: 0.0013 ips: 8.4741 images/s [04/10 02:41:53] ppdet.engine INFO: Epoch: [51] [5900/7329] learning_rate: 0.000100 loss_class: 0.597344 loss_bbox: 0.134483 loss_giou: 0.384318 loss_class_aux: 3.741569 loss_bbox_aux: 0.886040 loss_giou_aux: 2.510534 loss_class_dn: 0.344489 loss_bbox_dn: 0.145683 loss_giou_dn: 0.387733 loss_class_aux_dn: 1.875427 loss_bbox_aux_dn: 0.908506 loss_giou_aux_dn: 2.117097 loss: 14.534163 eta: 1 day, 10:15:26 batch_cost: 0.4683 data_cost: 0.0012 ips: 8.5424 images/s [04/10 02:42:47] ppdet.engine INFO: Epoch: [51] [6000/7329] learning_rate: 0.000100 loss_class: 0.604624 loss_bbox: 0.143598 loss_giou: 0.402548 loss_class_aux: 3.816083 loss_bbox_aux: 0.931983 loss_giou_aux: 2.485308 loss_class_dn: 0.328103 loss_bbox_dn: 0.144671 loss_giou_dn: 0.365126 loss_class_aux_dn: 1.769808 loss_bbox_aux_dn: 0.857101 loss_giou_aux_dn: 2.004653 loss: 14.548243 eta: 1 day, 10:14:31 batch_cost: 0.4796 data_cost: 0.0012 ips: 8.3410 images/s [04/10 02:43:40] ppdet.engine INFO: Epoch: [51] [6100/7329] learning_rate: 0.000100 loss_class: 0.615862 loss_bbox: 0.143187 loss_giou: 0.446192 loss_class_aux: 3.924277 loss_bbox_aux: 0.960514 loss_giou_aux: 2.784885 loss_class_dn: 0.357390 loss_bbox_dn: 0.144963 loss_giou_dn: 0.404782 loss_class_aux_dn: 1.908542 loss_bbox_aux_dn: 0.883967 loss_giou_aux_dn: 2.222603 loss: 14.779472 eta: 1 day, 10:13:36 batch_cost: 0.4776 data_cost: 0.0012 ips: 8.3750 images/s [04/10 02:44:37] ppdet.engine INFO: Epoch: [51] [6200/7329] learning_rate: 0.000100 loss_class: 0.578422 loss_bbox: 0.135623 loss_giou: 0.423250 loss_class_aux: 3.604722 loss_bbox_aux: 0.912322 loss_giou_aux: 2.701985 loss_class_dn: 0.352014 loss_bbox_dn: 0.129380 loss_giou_dn: 0.402063 loss_class_aux_dn: 1.887519 loss_bbox_aux_dn: 0.760217 loss_giou_aux_dn: 2.185705 loss: 14.841184 eta: 1 day, 10:12:43 batch_cost: 0.5056 data_cost: 0.0012 ips: 7.9120 images/s [04/10 02:45:40] ppdet.engine INFO: Epoch: [51] [6300/7329] learning_rate: 0.000100 loss_class: 0.629441 loss_bbox: 0.141522 loss_giou: 0.417118 loss_class_aux: 3.814134 loss_bbox_aux: 0.945716 loss_giou_aux: 2.797503 loss_class_dn: 0.353213 loss_bbox_dn: 0.144054 loss_giou_dn: 0.406923 loss_class_aux_dn: 1.910810 loss_bbox_aux_dn: 0.844329 loss_giou_aux_dn: 2.257456 loss: 15.338151 eta: 1 day, 10:11:53 batch_cost: 0.5580 data_cost: 0.0017 ips: 7.1680 images/s [04/10 02:46:39] ppdet.engine INFO: Epoch: [51] [6400/7329] learning_rate: 0.000100 loss_class: 0.621080 loss_bbox: 0.141931 loss_giou: 0.403604 loss_class_aux: 3.823818 loss_bbox_aux: 0.896705 loss_giou_aux: 2.562587 loss_class_dn: 0.347869 loss_bbox_dn: 0.143528 loss_giou_dn: 0.373736 loss_class_aux_dn: 1.834139 loss_bbox_aux_dn: 0.874085 loss_giou_aux_dn: 2.155569 loss: 14.673626 eta: 1 day, 10:11:01 batch_cost: 0.5316 data_cost: 0.0012 ips: 7.5247 images/s [04/10 02:47:34] ppdet.engine INFO: Epoch: [51] [6500/7329] learning_rate: 0.000100 loss_class: 0.637326 loss_bbox: 0.147500 loss_giou: 0.440521 loss_class_aux: 4.133102 loss_bbox_aux: 0.984760 loss_giou_aux: 2.770429 loss_class_dn: 0.365243 loss_bbox_dn: 0.163966 loss_giou_dn: 0.411171 loss_class_aux_dn: 1.949785 loss_bbox_aux_dn: 0.967658 loss_giou_aux_dn: 2.274566 loss: 15.432901 eta: 1 day, 10:10:07 batch_cost: 0.4980 data_cost: 0.0013 ips: 8.0314 images/s [04/10 02:48:38] ppdet.engine INFO: Epoch: [51] [6600/7329] learning_rate: 0.000100 loss_class: 0.518290 loss_bbox: 0.118627 loss_giou: 0.324849 loss_class_aux: 3.393443 loss_bbox_aux: 0.803289 loss_giou_aux: 2.084914 loss_class_dn: 0.303879 loss_bbox_dn: 0.134886 loss_giou_dn: 0.320122 loss_class_aux_dn: 1.601278 loss_bbox_aux_dn: 0.822661 loss_giou_aux_dn: 1.748895 loss: 12.503784 eta: 1 day, 10:09:18 batch_cost: 0.5749 data_cost: 0.0012 ips: 6.9574 images/s [04/10 02:49:43] ppdet.engine INFO: Epoch: [51] [6700/7329] learning_rate: 0.000100 loss_class: 0.550499 loss_bbox: 0.119241 loss_giou: 0.370151 loss_class_aux: 3.384668 loss_bbox_aux: 0.813506 loss_giou_aux: 2.429329 loss_class_dn: 0.310450 loss_bbox_dn: 0.124865 loss_giou_dn: 0.327862 loss_class_aux_dn: 1.666703 loss_bbox_aux_dn: 0.760428 loss_giou_aux_dn: 1.823988 loss: 12.856123 eta: 1 day, 10:08:29 batch_cost: 0.5690 data_cost: 0.0016 ips: 7.0295 images/s [04/10 02:50:40] ppdet.engine INFO: Epoch: [51] [6800/7329] learning_rate: 0.000100 loss_class: 0.559349 loss_bbox: 0.123736 loss_giou: 0.360493 loss_class_aux: 3.593732 loss_bbox_aux: 0.822405 loss_giou_aux: 2.303928 loss_class_dn: 0.321676 loss_bbox_dn: 0.132054 loss_giou_dn: 0.353908 loss_class_aux_dn: 1.722401 loss_bbox_aux_dn: 0.789447 loss_giou_aux_dn: 1.911107 loss: 13.691690 eta: 1 day, 10:07:35 batch_cost: 0.4970 data_cost: 0.0013 ips: 8.0482 images/s [04/10 02:51:37] ppdet.engine INFO: Epoch: [51] [6900/7329] learning_rate: 0.000100 loss_class: 0.609711 loss_bbox: 0.139393 loss_giou: 0.446904 loss_class_aux: 3.630992 loss_bbox_aux: 0.905087 loss_giou_aux: 2.904656 loss_class_dn: 0.355201 loss_bbox_dn: 0.135658 loss_giou_dn: 0.406141 loss_class_aux_dn: 1.893044 loss_bbox_aux_dn: 0.802881 loss_giou_aux_dn: 2.307261 loss: 15.137621 eta: 1 day, 10:06:42 batch_cost: 0.5133 data_cost: 0.0012 ips: 7.7925 images/s [04/10 02:52:30] ppdet.engine INFO: Epoch: [51] [7000/7329] learning_rate: 0.000100 loss_class: 0.556756 loss_bbox: 0.133499 loss_giou: 0.340646 loss_class_aux: 3.614081 loss_bbox_aux: 0.870041 loss_giou_aux: 2.158368 loss_class_dn: 0.295284 loss_bbox_dn: 0.130199 loss_giou_dn: 0.320108 loss_class_aux_dn: 1.599408 loss_bbox_aux_dn: 0.810290 loss_giou_aux_dn: 1.750497 loss: 12.736313 eta: 1 day, 10:05:47 batch_cost: 0.4711 data_cost: 0.0012 ips: 8.4904 images/s [04/10 02:53:25] ppdet.engine INFO: Epoch: [51] [7100/7329] learning_rate: 0.000100 loss_class: 0.577226 loss_bbox: 0.144337 loss_giou: 0.369791 loss_class_aux: 3.769588 loss_bbox_aux: 0.993674 loss_giou_aux: 2.376826 loss_class_dn: 0.336748 loss_bbox_dn: 0.135628 loss_giou_dn: 0.351533 loss_class_aux_dn: 1.832428 loss_bbox_aux_dn: 0.804744 loss_giou_aux_dn: 1.946587 loss: 14.526529 eta: 1 day, 10:04:53 batch_cost: 0.4923 data_cost: 0.0012 ips: 8.1254 images/s [04/10 02:54:23] ppdet.engine INFO: Epoch: [51] [7200/7329] learning_rate: 0.000100 loss_class: 0.562660 loss_bbox: 0.127563 loss_giou: 0.380743 loss_class_aux: 3.704358 loss_bbox_aux: 0.813568 loss_giou_aux: 2.348977 loss_class_dn: 0.330973 loss_bbox_dn: 0.128633 loss_giou_dn: 0.359381 loss_class_aux_dn: 1.782426 loss_bbox_aux_dn: 0.799160 loss_giou_aux_dn: 2.005381 loss: 13.518058 eta: 1 day, 10:04:00 batch_cost: 0.5206 data_cost: 0.0012 ips: 7.6831 images/s [04/10 02:55:17] ppdet.engine INFO: Epoch: [51] [7300/7329] learning_rate: 0.000100 loss_class: 0.504711 loss_bbox: 0.129018 loss_giou: 0.341950 loss_class_aux: 3.236569 loss_bbox_aux: 0.880723 loss_giou_aux: 2.128091 loss_class_dn: 0.286033 loss_bbox_dn: 0.138519 loss_giou_dn: 0.315941 loss_class_aux_dn: 1.571196 loss_bbox_aux_dn: 0.850973 loss_giou_aux_dn: 1.762018 loss: 12.087396 eta: 1 day, 10:03:06 batch_cost: 0.4862 data_cost: 0.0012 ips: 8.2265 images/s [04/10 02:55:37] ppdet.engine INFO: Eval iter: 0 [04/10 02:56:02] ppdet.engine INFO: Eval iter: 100 [04/10 02:56:28] ppdet.engine INFO: Eval iter: 200 [04/10 02:56:53] ppdet.engine INFO: Eval iter: 300 [04/10 02:57:20] ppdet.engine INFO: Eval iter: 400 [04/10 02:57:46] ppdet.engine INFO: Eval iter: 500 [04/10 02:58:14] ppdet.engine INFO: Eval iter: 600 [04/10 02:58:43] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.55s) creating index... index created! [04/10 02:58:44] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.87s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=104.49s). Accumulating evaluation results... DONE (t=25.93s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.388 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/10 03:01:18] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.352219342349034 [04/10 03:01:18] ppdet.engine INFO: Best test bbox ap is 0.527. [04/10 03:01:20] ppdet.engine INFO: Epoch: [52] [ 0/7329] learning_rate: 0.000100 loss_class: 0.491842 loss_bbox: 0.125138 loss_giou: 0.314292 loss_class_aux: 3.035181 loss_bbox_aux: 0.859347 loss_giou_aux: 2.029561 loss_class_dn: 0.283128 loss_bbox_dn: 0.138519 loss_giou_dn: 0.288796 loss_class_aux_dn: 1.531230 loss_bbox_aux_dn: 0.846019 loss_giou_aux_dn: 1.646829 loss: 11.645452 eta: 1 day, 10:02:49 batch_cost: 0.4745 data_cost: 0.0014 ips: 8.4300 images/s [04/10 03:02:21] ppdet.engine INFO: Epoch: [52] [ 100/7329] learning_rate: 0.000100 loss_class: 0.566450 loss_bbox: 0.122619 loss_giou: 0.359359 loss_class_aux: 3.596774 loss_bbox_aux: 0.811848 loss_giou_aux: 2.360905 loss_class_dn: 0.331555 loss_bbox_dn: 0.136918 loss_giou_dn: 0.354284 loss_class_aux_dn: 1.803673 loss_bbox_aux_dn: 0.815516 loss_giou_aux_dn: 1.958022 loss: 13.930994 eta: 1 day, 10:01:59 batch_cost: 0.5437 data_cost: 0.0013 ips: 7.3572 images/s [04/10 03:03:18] ppdet.engine INFO: Epoch: [52] [ 200/7329] learning_rate: 0.000100 loss_class: 0.545579 loss_bbox: 0.137974 loss_giou: 0.368154 loss_class_aux: 3.513140 loss_bbox_aux: 0.828587 loss_giou_aux: 2.316262 loss_class_dn: 0.305621 loss_bbox_dn: 0.138855 loss_giou_dn: 0.349313 loss_class_aux_dn: 1.657325 loss_bbox_aux_dn: 0.831905 loss_giou_aux_dn: 1.918476 loss: 12.892668 eta: 1 day, 10:01:06 batch_cost: 0.5103 data_cost: 0.0013 ips: 7.8380 images/s [04/10 03:04:16] ppdet.engine INFO: Epoch: [52] [ 300/7329] learning_rate: 0.000100 loss_class: 0.522911 loss_bbox: 0.125727 loss_giou: 0.335354 loss_class_aux: 3.405979 loss_bbox_aux: 0.792343 loss_giou_aux: 2.107131 loss_class_dn: 0.286761 loss_bbox_dn: 0.139936 loss_giou_dn: 0.297305 loss_class_aux_dn: 1.571239 loss_bbox_aux_dn: 0.839225 loss_giou_aux_dn: 1.729182 loss: 12.514232 eta: 1 day, 10:00:13 batch_cost: 0.5165 data_cost: 0.0017 ips: 7.7443 images/s [04/10 03:05:13] ppdet.engine INFO: Epoch: [52] [ 400/7329] learning_rate: 0.000100 loss_class: 0.607079 loss_bbox: 0.138823 loss_giou: 0.362295 loss_class_aux: 3.796345 loss_bbox_aux: 0.849265 loss_giou_aux: 2.249177 loss_class_dn: 0.329902 loss_bbox_dn: 0.145894 loss_giou_dn: 0.367873 loss_class_aux_dn: 1.773004 loss_bbox_aux_dn: 0.857090 loss_giou_aux_dn: 2.094760 loss: 14.491479 eta: 1 day, 9:59:20 batch_cost: 0.5049 data_cost: 0.0015 ips: 7.9225 images/s [04/10 03:06:08] ppdet.engine INFO: Epoch: [52] [ 500/7329] learning_rate: 0.000100 loss_class: 0.528340 loss_bbox: 0.138838 loss_giou: 0.365046 loss_class_aux: 3.339345 loss_bbox_aux: 0.910844 loss_giou_aux: 2.232365 loss_class_dn: 0.302291 loss_bbox_dn: 0.138598 loss_giou_dn: 0.324029 loss_class_aux_dn: 1.685280 loss_bbox_aux_dn: 0.829233 loss_giou_aux_dn: 1.808067 loss: 13.364664 eta: 1 day, 9:58:25 batch_cost: 0.4873 data_cost: 0.0013 ips: 8.2077 images/s [04/10 03:07:02] ppdet.engine INFO: Epoch: [52] [ 600/7329] learning_rate: 0.000100 loss_class: 0.576081 loss_bbox: 0.142837 loss_giou: 0.368575 loss_class_aux: 3.743499 loss_bbox_aux: 0.923650 loss_giou_aux: 2.363092 loss_class_dn: 0.313218 loss_bbox_dn: 0.136993 loss_giou_dn: 0.341374 loss_class_aux_dn: 1.712602 loss_bbox_aux_dn: 0.833308 loss_giou_aux_dn: 1.963775 loss: 14.164661 eta: 1 day, 9:57:30 batch_cost: 0.4747 data_cost: 0.0012 ips: 8.4270 images/s [04/10 03:07:55] ppdet.engine INFO: Epoch: [52] [ 700/7329] learning_rate: 0.000100 loss_class: 0.526373 loss_bbox: 0.132705 loss_giou: 0.336215 loss_class_aux: 3.362900 loss_bbox_aux: 0.844244 loss_giou_aux: 2.149043 loss_class_dn: 0.296827 loss_bbox_dn: 0.137671 loss_giou_dn: 0.323952 loss_class_aux_dn: 1.587045 loss_bbox_aux_dn: 0.839188 loss_giou_aux_dn: 1.840367 loss: 11.996620 eta: 1 day, 9:56:35 batch_cost: 0.4778 data_cost: 0.0013 ips: 8.3714 images/s [04/10 03:08:53] ppdet.engine INFO: Epoch: [52] [ 800/7329] learning_rate: 0.000100 loss_class: 0.570057 loss_bbox: 0.139894 loss_giou: 0.344774 loss_class_aux: 3.540619 loss_bbox_aux: 0.883302 loss_giou_aux: 2.189647 loss_class_dn: 0.303208 loss_bbox_dn: 0.146390 loss_giou_dn: 0.307701 loss_class_aux_dn: 1.645098 loss_bbox_aux_dn: 0.914331 loss_giou_aux_dn: 1.803500 loss: 13.525381 eta: 1 day, 9:55:42 batch_cost: 0.5159 data_cost: 0.0013 ips: 7.7536 images/s [04/10 03:09:45] ppdet.engine INFO: Epoch: [52] [ 900/7329] learning_rate: 0.000100 loss_class: 0.636401 loss_bbox: 0.146870 loss_giou: 0.422971 loss_class_aux: 4.109423 loss_bbox_aux: 1.001785 loss_giou_aux: 2.826143 loss_class_dn: 0.346840 loss_bbox_dn: 0.146956 loss_giou_dn: 0.419797 loss_class_aux_dn: 1.899224 loss_bbox_aux_dn: 0.882155 loss_giou_aux_dn: 2.349769 loss: 15.379269 eta: 1 day, 9:54:46 batch_cost: 0.4657 data_cost: 0.0013 ips: 8.5895 images/s [04/10 03:10:37] ppdet.engine INFO: Epoch: [52] [1000/7329] learning_rate: 0.000100 loss_class: 0.632417 loss_bbox: 0.144710 loss_giou: 0.480377 loss_class_aux: 3.864866 loss_bbox_aux: 0.977578 loss_giou_aux: 3.011861 loss_class_dn: 0.395564 loss_bbox_dn: 0.146368 loss_giou_dn: 0.447489 loss_class_aux_dn: 2.102394 loss_bbox_aux_dn: 0.890643 loss_giou_aux_dn: 2.566511 loss: 16.358484 eta: 1 day, 9:53:51 batch_cost: 0.4633 data_cost: 0.0014 ips: 8.6345 images/s [04/10 03:11:30] ppdet.engine INFO: Epoch: [52] [1100/7329] learning_rate: 0.000100 loss_class: 0.623048 loss_bbox: 0.145098 loss_giou: 0.381573 loss_class_aux: 3.929801 loss_bbox_aux: 0.949371 loss_giou_aux: 2.433293 loss_class_dn: 0.341359 loss_bbox_dn: 0.148272 loss_giou_dn: 0.361272 loss_class_aux_dn: 1.823162 loss_bbox_aux_dn: 0.903412 loss_giou_aux_dn: 1.994867 loss: 14.490527 eta: 1 day, 9:52:55 batch_cost: 0.4712 data_cost: 0.0012 ips: 8.4887 images/s [04/10 03:12:29] ppdet.engine INFO: Epoch: [52] [1200/7329] learning_rate: 0.000100 loss_class: 0.562807 loss_bbox: 0.139504 loss_giou: 0.380770 loss_class_aux: 3.597451 loss_bbox_aux: 0.902007 loss_giou_aux: 2.408247 loss_class_dn: 0.351560 loss_bbox_dn: 0.132891 loss_giou_dn: 0.378418 loss_class_aux_dn: 1.896835 loss_bbox_aux_dn: 0.803466 loss_giou_aux_dn: 2.082270 loss: 14.688533 eta: 1 day, 9:52:03 batch_cost: 0.5307 data_cost: 0.0012 ips: 7.5371 images/s [04/10 03:13:23] ppdet.engine INFO: Epoch: [52] [1300/7329] learning_rate: 0.000100 loss_class: 0.549251 loss_bbox: 0.126517 loss_giou: 0.375182 loss_class_aux: 3.544299 loss_bbox_aux: 0.820411 loss_giou_aux: 2.393892 loss_class_dn: 0.309181 loss_bbox_dn: 0.156323 loss_giou_dn: 0.351066 loss_class_aux_dn: 1.665141 loss_bbox_aux_dn: 0.903282 loss_giou_aux_dn: 1.922206 loss: 12.583121 eta: 1 day, 9:51:09 batch_cost: 0.4821 data_cost: 0.0014 ips: 8.2974 images/s [04/10 03:14:21] ppdet.engine INFO: Epoch: [52] [1400/7329] learning_rate: 0.000100 loss_class: 0.544818 loss_bbox: 0.137093 loss_giou: 0.352991 loss_class_aux: 3.518630 loss_bbox_aux: 0.897738 loss_giou_aux: 2.225098 loss_class_dn: 0.316553 loss_bbox_dn: 0.143289 loss_giou_dn: 0.336834 loss_class_aux_dn: 1.673921 loss_bbox_aux_dn: 0.866292 loss_giou_aux_dn: 1.858305 loss: 14.286341 eta: 1 day, 9:50:16 batch_cost: 0.5126 data_cost: 0.0013 ips: 7.8029 images/s [04/10 03:15:19] ppdet.engine INFO: Epoch: [52] [1500/7329] learning_rate: 0.000100 loss_class: 0.582146 loss_bbox: 0.134467 loss_giou: 0.331305 loss_class_aux: 3.626120 loss_bbox_aux: 0.905437 loss_giou_aux: 2.103824 loss_class_dn: 0.311247 loss_bbox_dn: 0.134137 loss_giou_dn: 0.320662 loss_class_aux_dn: 1.685166 loss_bbox_aux_dn: 0.822042 loss_giou_aux_dn: 1.796864 loss: 12.763447 eta: 1 day, 9:49:23 batch_cost: 0.5194 data_cost: 0.0013 ips: 7.7010 images/s [04/10 03:16:13] ppdet.engine INFO: Epoch: [52] [1600/7329] learning_rate: 0.000100 loss_class: 0.608108 loss_bbox: 0.159111 loss_giou: 0.446219 loss_class_aux: 4.005955 loss_bbox_aux: 1.028958 loss_giou_aux: 2.799120 loss_class_dn: 0.336931 loss_bbox_dn: 0.158531 loss_giou_dn: 0.422009 loss_class_aux_dn: 1.827839 loss_bbox_aux_dn: 0.903396 loss_giou_aux_dn: 2.336325 loss: 15.186207 eta: 1 day, 9:48:29 batch_cost: 0.4899 data_cost: 0.0012 ips: 8.1645 images/s [04/10 03:17:09] ppdet.engine INFO: Epoch: [52] [1700/7329] learning_rate: 0.000100 loss_class: 0.556672 loss_bbox: 0.143059 loss_giou: 0.437539 loss_class_aux: 3.539538 loss_bbox_aux: 0.894937 loss_giou_aux: 2.690948 loss_class_dn: 0.350147 loss_bbox_dn: 0.129472 loss_giou_dn: 0.385356 loss_class_aux_dn: 1.867628 loss_bbox_aux_dn: 0.774738 loss_giou_aux_dn: 2.172969 loss: 14.502959 eta: 1 day, 9:47:35 batch_cost: 0.4915 data_cost: 0.0012 ips: 8.1377 images/s [04/10 03:18:09] ppdet.engine INFO: Epoch: [52] [1800/7329] learning_rate: 0.000100 loss_class: 0.568705 loss_bbox: 0.127138 loss_giou: 0.353501 loss_class_aux: 3.528362 loss_bbox_aux: 0.845732 loss_giou_aux: 2.227245 loss_class_dn: 0.309728 loss_bbox_dn: 0.145077 loss_giou_dn: 0.315404 loss_class_aux_dn: 1.653272 loss_bbox_aux_dn: 0.855605 loss_giou_aux_dn: 1.771595 loss: 12.757624 eta: 1 day, 9:46:43 batch_cost: 0.5209 data_cost: 0.0014 ips: 7.6795 images/s [04/10 03:19:05] ppdet.engine INFO: Epoch: [52] [1900/7329] learning_rate: 0.000100 loss_class: 0.610937 loss_bbox: 0.143316 loss_giou: 0.420372 loss_class_aux: 3.926687 loss_bbox_aux: 0.960517 loss_giou_aux: 2.688887 loss_class_dn: 0.346394 loss_bbox_dn: 0.148620 loss_giou_dn: 0.381815 loss_class_aux_dn: 1.882063 loss_bbox_aux_dn: 0.872258 loss_giou_aux_dn: 2.111139 loss: 14.970312 eta: 1 day, 9:45:49 batch_cost: 0.4942 data_cost: 0.0014 ips: 8.0936 images/s [04/10 03:20:00] ppdet.engine INFO: Epoch: [52] [2000/7329] learning_rate: 0.000100 loss_class: 0.609920 loss_bbox: 0.133462 loss_giou: 0.467702 loss_class_aux: 3.959941 loss_bbox_aux: 0.906994 loss_giou_aux: 2.858899 loss_class_dn: 0.362230 loss_bbox_dn: 0.143001 loss_giou_dn: 0.433890 loss_class_aux_dn: 1.939013 loss_bbox_aux_dn: 0.879978 loss_giou_aux_dn: 2.389093 loss: 16.472210 eta: 1 day, 9:44:55 batch_cost: 0.4952 data_cost: 0.0012 ips: 8.0771 images/s [04/10 03:20:55] ppdet.engine INFO: Epoch: [52] [2100/7329] learning_rate: 0.000100 loss_class: 0.656132 loss_bbox: 0.145691 loss_giou: 0.534813 loss_class_aux: 4.141470 loss_bbox_aux: 0.932527 loss_giou_aux: 3.329078 loss_class_dn: 0.391694 loss_bbox_dn: 0.147172 loss_giou_dn: 0.473687 loss_class_aux_dn: 2.075551 loss_bbox_aux_dn: 0.861742 loss_giou_aux_dn: 2.559328 loss: 16.783974 eta: 1 day, 9:44:01 batch_cost: 0.4899 data_cost: 0.0014 ips: 8.1653 images/s [04/10 03:21:53] ppdet.engine INFO: Epoch: [52] [2200/7329] learning_rate: 0.000100 loss_class: 0.529410 loss_bbox: 0.133688 loss_giou: 0.369504 loss_class_aux: 3.372437 loss_bbox_aux: 0.844310 loss_giou_aux: 2.255095 loss_class_dn: 0.316140 loss_bbox_dn: 0.133762 loss_giou_dn: 0.346601 loss_class_aux_dn: 1.736333 loss_bbox_aux_dn: 0.770944 loss_giou_aux_dn: 1.960008 loss: 13.521164 eta: 1 day, 9:43:08 batch_cost: 0.5178 data_cost: 0.0012 ips: 7.7254 images/s [04/10 03:22:53] ppdet.engine INFO: Epoch: [52] [2300/7329] learning_rate: 0.000100 loss_class: 0.613182 loss_bbox: 0.148283 loss_giou: 0.453654 loss_class_aux: 3.857044 loss_bbox_aux: 0.908438 loss_giou_aux: 3.006468 loss_class_dn: 0.357859 loss_bbox_dn: 0.144329 loss_giou_dn: 0.415916 loss_class_aux_dn: 1.892933 loss_bbox_aux_dn: 0.849151 loss_giou_aux_dn: 2.362594 loss: 14.910904 eta: 1 day, 9:42:17 batch_cost: 0.5436 data_cost: 0.0013 ips: 7.3582 images/s [04/10 03:23:56] ppdet.engine INFO: Epoch: [52] [2400/7329] learning_rate: 0.000100 loss_class: 0.556940 loss_bbox: 0.138188 loss_giou: 0.410640 loss_class_aux: 3.686645 loss_bbox_aux: 0.941082 loss_giou_aux: 2.539371 loss_class_dn: 0.328623 loss_bbox_dn: 0.135109 loss_giou_dn: 0.370184 loss_class_aux_dn: 1.776815 loss_bbox_aux_dn: 0.845603 loss_giou_aux_dn: 2.091110 loss: 13.785621 eta: 1 day, 9:41:28 batch_cost: 0.5760 data_cost: 0.0012 ips: 6.9446 images/s [04/10 03:24:56] ppdet.engine INFO: Epoch: [52] [2500/7329] learning_rate: 0.000100 loss_class: 0.591790 loss_bbox: 0.139126 loss_giou: 0.426600 loss_class_aux: 4.026332 loss_bbox_aux: 0.911060 loss_giou_aux: 2.669088 loss_class_dn: 0.322405 loss_bbox_dn: 0.144421 loss_giou_dn: 0.364715 loss_class_aux_dn: 1.724348 loss_bbox_aux_dn: 0.862118 loss_giou_aux_dn: 2.070668 loss: 14.369882 eta: 1 day, 9:40:37 batch_cost: 0.5370 data_cost: 0.0014 ips: 7.4484 images/s [04/10 03:25:53] ppdet.engine INFO: Epoch: [52] [2600/7329] learning_rate: 0.000100 loss_class: 0.540156 loss_bbox: 0.138756 loss_giou: 0.392613 loss_class_aux: 3.493048 loss_bbox_aux: 0.854045 loss_giou_aux: 2.453705 loss_class_dn: 0.329739 loss_bbox_dn: 0.132590 loss_giou_dn: 0.349976 loss_class_aux_dn: 1.829294 loss_bbox_aux_dn: 0.792428 loss_giou_aux_dn: 1.937247 loss: 13.879891 eta: 1 day, 9:39:44 batch_cost: 0.5087 data_cost: 0.0013 ips: 7.8634 images/s [04/10 03:26:51] ppdet.engine INFO: Epoch: [52] [2700/7329] learning_rate: 0.000100 loss_class: 0.539136 loss_bbox: 0.129958 loss_giou: 0.348104 loss_class_aux: 3.581671 loss_bbox_aux: 0.873746 loss_giou_aux: 2.276834 loss_class_dn: 0.319398 loss_bbox_dn: 0.142607 loss_giou_dn: 0.363734 loss_class_aux_dn: 1.711939 loss_bbox_aux_dn: 0.857680 loss_giou_aux_dn: 2.019744 loss: 13.068290 eta: 1 day, 9:38:51 batch_cost: 0.5140 data_cost: 0.0019 ips: 7.7817 images/s [04/10 03:27:49] ppdet.engine INFO: Epoch: [52] [2800/7329] learning_rate: 0.000100 loss_class: 0.550734 loss_bbox: 0.145308 loss_giou: 0.448002 loss_class_aux: 3.594386 loss_bbox_aux: 0.939480 loss_giou_aux: 2.811510 loss_class_dn: 0.341272 loss_bbox_dn: 0.146341 loss_giou_dn: 0.405697 loss_class_aux_dn: 1.796790 loss_bbox_aux_dn: 0.856920 loss_giou_aux_dn: 2.217361 loss: 14.939341 eta: 1 day, 9:37:59 batch_cost: 0.5231 data_cost: 0.0014 ips: 7.6467 images/s [04/10 03:28:45] ppdet.engine INFO: Epoch: [52] [2900/7329] learning_rate: 0.000100 loss_class: 0.586720 loss_bbox: 0.147972 loss_giou: 0.392478 loss_class_aux: 3.644111 loss_bbox_aux: 0.969530 loss_giou_aux: 2.485532 loss_class_dn: 0.342685 loss_bbox_dn: 0.151153 loss_giou_dn: 0.370752 loss_class_aux_dn: 1.861653 loss_bbox_aux_dn: 0.880353 loss_giou_aux_dn: 2.062594 loss: 14.146418 eta: 1 day, 9:37:06 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8690 images/s [04/10 03:29:43] ppdet.engine INFO: Epoch: [52] [3000/7329] learning_rate: 0.000100 loss_class: 0.528301 loss_bbox: 0.134232 loss_giou: 0.395125 loss_class_aux: 3.442415 loss_bbox_aux: 0.835337 loss_giou_aux: 2.516528 loss_class_dn: 0.309970 loss_bbox_dn: 0.116679 loss_giou_dn: 0.380969 loss_class_aux_dn: 1.689891 loss_bbox_aux_dn: 0.732805 loss_giou_aux_dn: 2.143492 loss: 13.494203 eta: 1 day, 9:36:13 batch_cost: 0.5126 data_cost: 0.0012 ips: 7.8033 images/s [04/10 03:30:37] ppdet.engine INFO: Epoch: [52] [3100/7329] learning_rate: 0.000100 loss_class: 0.534199 loss_bbox: 0.118575 loss_giou: 0.309815 loss_class_aux: 3.481992 loss_bbox_aux: 0.775816 loss_giou_aux: 2.001598 loss_class_dn: 0.271335 loss_bbox_dn: 0.140827 loss_giou_dn: 0.278043 loss_class_aux_dn: 1.485576 loss_bbox_aux_dn: 0.835267 loss_giou_aux_dn: 1.550734 loss: 12.010349 eta: 1 day, 9:35:18 batch_cost: 0.4857 data_cost: 0.0013 ips: 8.2356 images/s [04/10 03:31:32] ppdet.engine INFO: Epoch: [52] [3200/7329] learning_rate: 0.000100 loss_class: 0.504215 loss_bbox: 0.121318 loss_giou: 0.337660 loss_class_aux: 3.253736 loss_bbox_aux: 0.846276 loss_giou_aux: 2.158628 loss_class_dn: 0.307194 loss_bbox_dn: 0.133534 loss_giou_dn: 0.330488 loss_class_aux_dn: 1.667016 loss_bbox_aux_dn: 0.817813 loss_giou_aux_dn: 1.814941 loss: 12.179506 eta: 1 day, 9:34:24 batch_cost: 0.4890 data_cost: 0.0012 ips: 8.1801 images/s [04/10 03:32:25] ppdet.engine INFO: Epoch: [52] [3300/7329] learning_rate: 0.000100 loss_class: 0.507562 loss_bbox: 0.138220 loss_giou: 0.345417 loss_class_aux: 3.222483 loss_bbox_aux: 0.891085 loss_giou_aux: 2.197116 loss_class_dn: 0.303433 loss_bbox_dn: 0.134836 loss_giou_dn: 0.317648 loss_class_aux_dn: 1.647034 loss_bbox_aux_dn: 0.793537 loss_giou_aux_dn: 1.743231 loss: 12.965724 eta: 1 day, 9:33:29 batch_cost: 0.4709 data_cost: 0.0012 ips: 8.4940 images/s [04/10 03:33:21] ppdet.engine INFO: Epoch: [52] [3400/7329] learning_rate: 0.000100 loss_class: 0.529647 loss_bbox: 0.138719 loss_giou: 0.413505 loss_class_aux: 3.290190 loss_bbox_aux: 0.899107 loss_giou_aux: 2.622453 loss_class_dn: 0.345619 loss_bbox_dn: 0.134194 loss_giou_dn: 0.355328 loss_class_aux_dn: 1.843446 loss_bbox_aux_dn: 0.827906 loss_giou_aux_dn: 1.996677 loss: 13.676672 eta: 1 day, 9:32:35 batch_cost: 0.5005 data_cost: 0.0013 ips: 7.9919 images/s [04/10 03:34:16] ppdet.engine INFO: Epoch: [52] [3500/7329] learning_rate: 0.000100 loss_class: 0.577890 loss_bbox: 0.149421 loss_giou: 0.325391 loss_class_aux: 3.843812 loss_bbox_aux: 0.969501 loss_giou_aux: 2.125668 loss_class_dn: 0.322639 loss_bbox_dn: 0.156620 loss_giou_dn: 0.314160 loss_class_aux_dn: 1.744074 loss_bbox_aux_dn: 0.935237 loss_giou_aux_dn: 1.798841 loss: 13.641190 eta: 1 day, 9:31:41 batch_cost: 0.4896 data_cost: 0.0013 ips: 8.1700 images/s [04/10 03:35:15] ppdet.engine INFO: Epoch: [52] [3600/7329] learning_rate: 0.000100 loss_class: 0.559632 loss_bbox: 0.132008 loss_giou: 0.351564 loss_class_aux: 3.574002 loss_bbox_aux: 0.823451 loss_giou_aux: 2.197555 loss_class_dn: 0.316640 loss_bbox_dn: 0.126855 loss_giou_dn: 0.341913 loss_class_aux_dn: 1.702120 loss_bbox_aux_dn: 0.753012 loss_giou_aux_dn: 1.908659 loss: 13.301050 eta: 1 day, 9:30:49 batch_cost: 0.5361 data_cost: 0.0013 ips: 7.4611 images/s [04/10 03:36:12] ppdet.engine INFO: Epoch: [52] [3700/7329] learning_rate: 0.000100 loss_class: 0.607422 loss_bbox: 0.143018 loss_giou: 0.431085 loss_class_aux: 4.005452 loss_bbox_aux: 0.926495 loss_giou_aux: 2.730107 loss_class_dn: 0.363021 loss_bbox_dn: 0.134607 loss_giou_dn: 0.385838 loss_class_aux_dn: 1.936405 loss_bbox_aux_dn: 0.805088 loss_giou_aux_dn: 2.097940 loss: 14.804510 eta: 1 day, 9:29:56 batch_cost: 0.5018 data_cost: 0.0014 ips: 7.9711 images/s [04/10 03:37:07] ppdet.engine INFO: Epoch: [52] [3800/7329] learning_rate: 0.000100 loss_class: 0.538918 loss_bbox: 0.138859 loss_giou: 0.410944 loss_class_aux: 3.500348 loss_bbox_aux: 0.912854 loss_giou_aux: 2.588492 loss_class_dn: 0.324091 loss_bbox_dn: 0.140286 loss_giou_dn: 0.361137 loss_class_aux_dn: 1.716365 loss_bbox_aux_dn: 0.847426 loss_giou_aux_dn: 1.987907 loss: 13.326075 eta: 1 day, 9:29:02 batch_cost: 0.4898 data_cost: 0.0012 ips: 8.1660 images/s [04/10 03:38:03] ppdet.engine INFO: Epoch: [52] [3900/7329] learning_rate: 0.000100 loss_class: 0.473612 loss_bbox: 0.135082 loss_giou: 0.359146 loss_class_aux: 3.184397 loss_bbox_aux: 0.870540 loss_giou_aux: 2.241793 loss_class_dn: 0.277709 loss_bbox_dn: 0.132510 loss_giou_dn: 0.318175 loss_class_aux_dn: 1.535917 loss_bbox_aux_dn: 0.818291 loss_giou_aux_dn: 1.791074 loss: 12.420734 eta: 1 day, 9:28:08 batch_cost: 0.4991 data_cost: 0.0012 ips: 8.0142 images/s [04/10 03:38:55] ppdet.engine INFO: Epoch: [52] [4000/7329] learning_rate: 0.000100 loss_class: 0.594525 loss_bbox: 0.146102 loss_giou: 0.398490 loss_class_aux: 3.707156 loss_bbox_aux: 0.959459 loss_giou_aux: 2.529672 loss_class_dn: 0.348976 loss_bbox_dn: 0.148672 loss_giou_dn: 0.383172 loss_class_aux_dn: 1.865608 loss_bbox_aux_dn: 0.890212 loss_giou_aux_dn: 2.116423 loss: 15.190298 eta: 1 day, 9:27:13 batch_cost: 0.4707 data_cost: 0.0012 ips: 8.4979 images/s [04/10 03:39:50] ppdet.engine INFO: Epoch: [52] [4100/7329] learning_rate: 0.000100 loss_class: 0.620412 loss_bbox: 0.150228 loss_giou: 0.439913 loss_class_aux: 3.842301 loss_bbox_aux: 0.960632 loss_giou_aux: 2.772925 loss_class_dn: 0.355952 loss_bbox_dn: 0.140894 loss_giou_dn: 0.401033 loss_class_aux_dn: 1.889692 loss_bbox_aux_dn: 0.823272 loss_giou_aux_dn: 2.261259 loss: 15.428283 eta: 1 day, 9:26:19 batch_cost: 0.4915 data_cost: 0.0013 ips: 8.1389 images/s [04/10 03:40:44] ppdet.engine INFO: Epoch: [52] [4200/7329] learning_rate: 0.000100 loss_class: 0.465938 loss_bbox: 0.106801 loss_giou: 0.293810 loss_class_aux: 2.965158 loss_bbox_aux: 0.714319 loss_giou_aux: 1.909338 loss_class_dn: 0.269992 loss_bbox_dn: 0.120503 loss_giou_dn: 0.289558 loss_class_aux_dn: 1.397078 loss_bbox_aux_dn: 0.721898 loss_giou_aux_dn: 1.654591 loss: 11.884714 eta: 1 day, 9:25:24 batch_cost: 0.4777 data_cost: 0.0012 ips: 8.3740 images/s [04/10 03:41:37] ppdet.engine INFO: Epoch: [52] [4300/7329] learning_rate: 0.000100 loss_class: 0.598954 loss_bbox: 0.136651 loss_giou: 0.487996 loss_class_aux: 3.745649 loss_bbox_aux: 0.878689 loss_giou_aux: 3.035850 loss_class_dn: 0.334473 loss_bbox_dn: 0.137706 loss_giou_dn: 0.425075 loss_class_aux_dn: 1.792700 loss_bbox_aux_dn: 0.821522 loss_giou_aux_dn: 2.359286 loss: 14.864166 eta: 1 day, 9:24:28 batch_cost: 0.4658 data_cost: 0.0012 ips: 8.5869 images/s [04/10 03:42:29] ppdet.engine INFO: Epoch: [52] [4400/7329] learning_rate: 0.000100 loss_class: 0.544119 loss_bbox: 0.134739 loss_giou: 0.356660 loss_class_aux: 3.545752 loss_bbox_aux: 0.871646 loss_giou_aux: 2.205768 loss_class_dn: 0.308517 loss_bbox_dn: 0.148532 loss_giou_dn: 0.340340 loss_class_aux_dn: 1.704110 loss_bbox_aux_dn: 0.855753 loss_giou_aux_dn: 1.926404 loss: 13.192698 eta: 1 day, 9:23:33 batch_cost: 0.4703 data_cost: 0.0012 ips: 8.5058 images/s [04/10 03:43:22] ppdet.engine INFO: Epoch: [52] [4500/7329] learning_rate: 0.000100 loss_class: 0.592917 loss_bbox: 0.121750 loss_giou: 0.367859 loss_class_aux: 3.780204 loss_bbox_aux: 0.820674 loss_giou_aux: 2.363762 loss_class_dn: 0.330982 loss_bbox_dn: 0.125205 loss_giou_dn: 0.349250 loss_class_aux_dn: 1.799437 loss_bbox_aux_dn: 0.787081 loss_giou_aux_dn: 2.018122 loss: 13.735946 eta: 1 day, 9:22:37 batch_cost: 0.4717 data_cost: 0.0013 ips: 8.4808 images/s [04/10 03:44:23] ppdet.engine INFO: Epoch: [52] [4600/7329] learning_rate: 0.000100 loss_class: 0.483569 loss_bbox: 0.125344 loss_giou: 0.332802 loss_class_aux: 3.101936 loss_bbox_aux: 0.760137 loss_giou_aux: 2.119292 loss_class_dn: 0.275250 loss_bbox_dn: 0.119736 loss_giou_dn: 0.291928 loss_class_aux_dn: 1.526457 loss_bbox_aux_dn: 0.712664 loss_giou_aux_dn: 1.617817 loss: 12.156392 eta: 1 day, 9:21:47 batch_cost: 0.5462 data_cost: 0.0012 ips: 7.3228 images/s [04/10 03:45:21] ppdet.engine INFO: Epoch: [52] [4700/7329] learning_rate: 0.000100 loss_class: 0.555521 loss_bbox: 0.128739 loss_giou: 0.371511 loss_class_aux: 3.370102 loss_bbox_aux: 0.846431 loss_giou_aux: 2.190718 loss_class_dn: 0.321844 loss_bbox_dn: 0.136068 loss_giou_dn: 0.337178 loss_class_aux_dn: 1.696772 loss_bbox_aux_dn: 0.800460 loss_giou_aux_dn: 1.894292 loss: 13.713295 eta: 1 day, 9:20:54 batch_cost: 0.5192 data_cost: 0.0012 ips: 7.7045 images/s [04/10 03:46:22] ppdet.engine INFO: Epoch: [52] [4800/7329] learning_rate: 0.000100 loss_class: 0.552580 loss_bbox: 0.123507 loss_giou: 0.352882 loss_class_aux: 3.318676 loss_bbox_aux: 0.824385 loss_giou_aux: 2.269542 loss_class_dn: 0.312759 loss_bbox_dn: 0.120151 loss_giou_dn: 0.341556 loss_class_aux_dn: 1.677533 loss_bbox_aux_dn: 0.756540 loss_giou_aux_dn: 1.954455 loss: 13.434241 eta: 1 day, 9:20:04 batch_cost: 0.5578 data_cost: 0.0012 ips: 7.1713 images/s [04/10 03:47:17] ppdet.engine INFO: Epoch: [52] [4900/7329] learning_rate: 0.000100 loss_class: 0.579305 loss_bbox: 0.135812 loss_giou: 0.402470 loss_class_aux: 3.521338 loss_bbox_aux: 0.882842 loss_giou_aux: 2.547722 loss_class_dn: 0.333042 loss_bbox_dn: 0.142070 loss_giou_dn: 0.361804 loss_class_aux_dn: 1.773344 loss_bbox_aux_dn: 0.830837 loss_giou_aux_dn: 2.010382 loss: 14.022329 eta: 1 day, 9:19:10 batch_cost: 0.4865 data_cost: 0.0013 ips: 8.2212 images/s [04/10 03:48:10] ppdet.engine INFO: Epoch: [52] [5000/7329] learning_rate: 0.000100 loss_class: 0.577138 loss_bbox: 0.119181 loss_giou: 0.397624 loss_class_aux: 3.729911 loss_bbox_aux: 0.773032 loss_giou_aux: 2.636242 loss_class_dn: 0.319333 loss_bbox_dn: 0.121106 loss_giou_dn: 0.372103 loss_class_aux_dn: 1.728961 loss_bbox_aux_dn: 0.719213 loss_giou_aux_dn: 2.020880 loss: 13.202290 eta: 1 day, 9:18:15 batch_cost: 0.4758 data_cost: 0.0012 ips: 8.4077 images/s [04/10 03:49:08] ppdet.engine INFO: Epoch: [52] [5100/7329] learning_rate: 0.000100 loss_class: 0.579065 loss_bbox: 0.127241 loss_giou: 0.375312 loss_class_aux: 3.749732 loss_bbox_aux: 0.854425 loss_giou_aux: 2.434840 loss_class_dn: 0.328139 loss_bbox_dn: 0.139894 loss_giou_dn: 0.347472 loss_class_aux_dn: 1.815251 loss_bbox_aux_dn: 0.828291 loss_giou_aux_dn: 2.024284 loss: 13.902452 eta: 1 day, 9:17:22 batch_cost: 0.5175 data_cost: 0.0014 ips: 7.7295 images/s [04/10 03:50:06] ppdet.engine INFO: Epoch: [52] [5200/7329] learning_rate: 0.000100 loss_class: 0.537263 loss_bbox: 0.126082 loss_giou: 0.381977 loss_class_aux: 3.391490 loss_bbox_aux: 0.840929 loss_giou_aux: 2.421250 loss_class_dn: 0.299242 loss_bbox_dn: 0.144612 loss_giou_dn: 0.328347 loss_class_aux_dn: 1.609507 loss_bbox_aux_dn: 0.871888 loss_giou_aux_dn: 1.881866 loss: 12.748550 eta: 1 day, 9:16:29 batch_cost: 0.5107 data_cost: 0.0012 ips: 7.8323 images/s [04/10 03:51:02] ppdet.engine INFO: Epoch: [52] [5300/7329] learning_rate: 0.000100 loss_class: 0.518692 loss_bbox: 0.120275 loss_giou: 0.306852 loss_class_aux: 3.417916 loss_bbox_aux: 0.843112 loss_giou_aux: 2.068774 loss_class_dn: 0.300928 loss_bbox_dn: 0.135846 loss_giou_dn: 0.319057 loss_class_aux_dn: 1.605367 loss_bbox_aux_dn: 0.793558 loss_giou_aux_dn: 1.816948 loss: 13.055696 eta: 1 day, 9:15:36 batch_cost: 0.5088 data_cost: 0.0012 ips: 7.8624 images/s [04/10 03:51:59] ppdet.engine INFO: Epoch: [52] [5400/7329] learning_rate: 0.000100 loss_class: 0.569225 loss_bbox: 0.134032 loss_giou: 0.406637 loss_class_aux: 3.736612 loss_bbox_aux: 0.875755 loss_giou_aux: 2.577760 loss_class_dn: 0.350929 loss_bbox_dn: 0.143121 loss_giou_dn: 0.372219 loss_class_aux_dn: 1.871890 loss_bbox_aux_dn: 0.883548 loss_giou_aux_dn: 2.098706 loss: 14.876307 eta: 1 day, 9:14:43 batch_cost: 0.5052 data_cost: 0.0013 ips: 7.9184 images/s [04/10 03:52:57] ppdet.engine INFO: Epoch: [52] [5500/7329] learning_rate: 0.000100 loss_class: 0.589967 loss_bbox: 0.129357 loss_giou: 0.387058 loss_class_aux: 3.724197 loss_bbox_aux: 0.865902 loss_giou_aux: 2.382833 loss_class_dn: 0.303733 loss_bbox_dn: 0.132361 loss_giou_dn: 0.356607 loss_class_aux_dn: 1.652174 loss_bbox_aux_dn: 0.776691 loss_giou_aux_dn: 1.988658 loss: 13.580727 eta: 1 day, 9:13:50 batch_cost: 0.5148 data_cost: 0.0013 ips: 7.7701 images/s [04/10 03:53:52] ppdet.engine INFO: Epoch: [52] [5600/7329] learning_rate: 0.000100 loss_class: 0.555120 loss_bbox: 0.137244 loss_giou: 0.433882 loss_class_aux: 3.570630 loss_bbox_aux: 0.866029 loss_giou_aux: 2.787149 loss_class_dn: 0.334019 loss_bbox_dn: 0.135933 loss_giou_dn: 0.385920 loss_class_aux_dn: 1.784769 loss_bbox_aux_dn: 0.803760 loss_giou_aux_dn: 2.161994 loss: 13.777557 eta: 1 day, 9:12:56 batch_cost: 0.4918 data_cost: 0.0012 ips: 8.1336 images/s [04/10 03:54:53] ppdet.engine INFO: Epoch: [52] [5700/7329] learning_rate: 0.000100 loss_class: 0.587497 loss_bbox: 0.126377 loss_giou: 0.409906 loss_class_aux: 3.562897 loss_bbox_aux: 0.857665 loss_giou_aux: 2.484802 loss_class_dn: 0.326010 loss_bbox_dn: 0.131447 loss_giou_dn: 0.370965 loss_class_aux_dn: 1.699749 loss_bbox_aux_dn: 0.787187 loss_giou_aux_dn: 2.085120 loss: 14.054222 eta: 1 day, 9:12:04 batch_cost: 0.5288 data_cost: 0.0019 ips: 7.5643 images/s [04/10 03:55:52] ppdet.engine INFO: Epoch: [52] [5800/7329] learning_rate: 0.000100 loss_class: 0.631450 loss_bbox: 0.145845 loss_giou: 0.396105 loss_class_aux: 3.969229 loss_bbox_aux: 0.982433 loss_giou_aux: 2.494137 loss_class_dn: 0.336560 loss_bbox_dn: 0.146978 loss_giou_dn: 0.364275 loss_class_aux_dn: 1.828805 loss_bbox_aux_dn: 0.897693 loss_giou_aux_dn: 2.058342 loss: 14.954926 eta: 1 day, 9:11:12 batch_cost: 0.5207 data_cost: 0.0014 ips: 7.6816 images/s [04/10 03:56:46] ppdet.engine INFO: Epoch: [52] [5900/7329] learning_rate: 0.000100 loss_class: 0.538982 loss_bbox: 0.134273 loss_giou: 0.380198 loss_class_aux: 3.497470 loss_bbox_aux: 0.917708 loss_giou_aux: 2.381303 loss_class_dn: 0.326752 loss_bbox_dn: 0.139097 loss_giou_dn: 0.352374 loss_class_aux_dn: 1.748992 loss_bbox_aux_dn: 0.859161 loss_giou_aux_dn: 1.990667 loss: 13.985193 eta: 1 day, 9:10:17 batch_cost: 0.4790 data_cost: 0.0012 ips: 8.3499 images/s [04/10 03:57:39] ppdet.engine INFO: Epoch: [52] [6000/7329] learning_rate: 0.000100 loss_class: 0.504443 loss_bbox: 0.146348 loss_giou: 0.361003 loss_class_aux: 3.317815 loss_bbox_aux: 0.948574 loss_giou_aux: 2.243249 loss_class_dn: 0.282251 loss_bbox_dn: 0.135927 loss_giou_dn: 0.328014 loss_class_aux_dn: 1.531263 loss_bbox_aux_dn: 0.809496 loss_giou_aux_dn: 1.822763 loss: 12.007677 eta: 1 day, 9:09:22 batch_cost: 0.4697 data_cost: 0.0012 ips: 8.5169 images/s [04/10 03:58:31] ppdet.engine INFO: Epoch: [52] [6100/7329] learning_rate: 0.000100 loss_class: 0.628588 loss_bbox: 0.149416 loss_giou: 0.373554 loss_class_aux: 3.904120 loss_bbox_aux: 0.968602 loss_giou_aux: 2.376009 loss_class_dn: 0.330302 loss_bbox_dn: 0.145565 loss_giou_dn: 0.364655 loss_class_aux_dn: 1.855417 loss_bbox_aux_dn: 0.892867 loss_giou_aux_dn: 2.073016 loss: 14.359911 eta: 1 day, 9:08:26 batch_cost: 0.4651 data_cost: 0.0012 ips: 8.6005 images/s [04/10 03:59:25] ppdet.engine INFO: Epoch: [52] [6200/7329] learning_rate: 0.000100 loss_class: 0.546324 loss_bbox: 0.134359 loss_giou: 0.426438 loss_class_aux: 3.415624 loss_bbox_aux: 0.860484 loss_giou_aux: 2.710734 loss_class_dn: 0.335895 loss_bbox_dn: 0.124156 loss_giou_dn: 0.388104 loss_class_aux_dn: 1.781347 loss_bbox_aux_dn: 0.723636 loss_giou_aux_dn: 2.165008 loss: 14.317982 eta: 1 day, 9:07:32 batch_cost: 0.4799 data_cost: 0.0013 ips: 8.3350 images/s [04/10 04:00:23] ppdet.engine INFO: Epoch: [52] [6300/7329] learning_rate: 0.000100 loss_class: 0.591625 loss_bbox: 0.142044 loss_giou: 0.428725 loss_class_aux: 3.741059 loss_bbox_aux: 0.936867 loss_giou_aux: 2.761184 loss_class_dn: 0.356820 loss_bbox_dn: 0.136041 loss_giou_dn: 0.407538 loss_class_aux_dn: 1.921663 loss_bbox_aux_dn: 0.801127 loss_giou_aux_dn: 2.285962 loss: 15.474935 eta: 1 day, 9:06:39 batch_cost: 0.5220 data_cost: 0.0012 ips: 7.6631 images/s [04/10 04:01:23] ppdet.engine INFO: Epoch: [52] [6400/7329] learning_rate: 0.000100 loss_class: 0.578845 loss_bbox: 0.139760 loss_giou: 0.417759 loss_class_aux: 3.717637 loss_bbox_aux: 0.945946 loss_giou_aux: 2.676968 loss_class_dn: 0.335264 loss_bbox_dn: 0.142218 loss_giou_dn: 0.372056 loss_class_aux_dn: 1.794736 loss_bbox_aux_dn: 0.844922 loss_giou_aux_dn: 2.175776 loss: 14.751078 eta: 1 day, 9:05:49 batch_cost: 0.5482 data_cost: 0.0013 ips: 7.2971 images/s [04/10 04:02:20] ppdet.engine INFO: Epoch: [52] [6500/7329] learning_rate: 0.000100 loss_class: 0.625053 loss_bbox: 0.152665 loss_giou: 0.381240 loss_class_aux: 3.926228 loss_bbox_aux: 1.015591 loss_giou_aux: 2.372714 loss_class_dn: 0.341190 loss_bbox_dn: 0.159347 loss_giou_dn: 0.345798 loss_class_aux_dn: 1.852269 loss_bbox_aux_dn: 0.931105 loss_giou_aux_dn: 1.983131 loss: 14.956373 eta: 1 day, 9:04:56 batch_cost: 0.5085 data_cost: 0.0012 ips: 7.8666 images/s [04/10 04:03:14] ppdet.engine INFO: Epoch: [52] [6600/7329] learning_rate: 0.000100 loss_class: 0.554673 loss_bbox: 0.138417 loss_giou: 0.421216 loss_class_aux: 3.373580 loss_bbox_aux: 0.865922 loss_giou_aux: 2.647858 loss_class_dn: 0.312674 loss_bbox_dn: 0.128046 loss_giou_dn: 0.365965 loss_class_aux_dn: 1.739241 loss_bbox_aux_dn: 0.819037 loss_giou_aux_dn: 1.991593 loss: 13.748716 eta: 1 day, 9:04:01 batch_cost: 0.4869 data_cost: 0.0013 ips: 8.2157 images/s [04/10 04:04:08] ppdet.engine INFO: Epoch: [52] [6700/7329] learning_rate: 0.000100 loss_class: 0.549655 loss_bbox: 0.131004 loss_giou: 0.375488 loss_class_aux: 3.423771 loss_bbox_aux: 0.870159 loss_giou_aux: 2.425421 loss_class_dn: 0.323265 loss_bbox_dn: 0.142195 loss_giou_dn: 0.350321 loss_class_aux_dn: 1.777565 loss_bbox_aux_dn: 0.821457 loss_giou_aux_dn: 1.971940 loss: 14.329542 eta: 1 day, 9:03:06 batch_cost: 0.4778 data_cost: 0.0012 ips: 8.3724 images/s [04/10 04:05:06] ppdet.engine INFO: Epoch: [52] [6800/7329] learning_rate: 0.000100 loss_class: 0.503742 loss_bbox: 0.130435 loss_giou: 0.350281 loss_class_aux: 3.232475 loss_bbox_aux: 0.856545 loss_giou_aux: 2.209608 loss_class_dn: 0.311120 loss_bbox_dn: 0.143813 loss_giou_dn: 0.340321 loss_class_aux_dn: 1.643548 loss_bbox_aux_dn: 0.829413 loss_giou_aux_dn: 1.946596 loss: 13.205350 eta: 1 day, 9:02:14 batch_cost: 0.5131 data_cost: 0.0015 ips: 7.7963 images/s [04/10 04:06:04] ppdet.engine INFO: Epoch: [52] [6900/7329] learning_rate: 0.000100 loss_class: 0.559987 loss_bbox: 0.136863 loss_giou: 0.364328 loss_class_aux: 3.631028 loss_bbox_aux: 0.934153 loss_giou_aux: 2.284940 loss_class_dn: 0.315281 loss_bbox_dn: 0.131027 loss_giou_dn: 0.332610 loss_class_aux_dn: 1.697990 loss_bbox_aux_dn: 0.824845 loss_giou_aux_dn: 1.883862 loss: 13.021334 eta: 1 day, 9:01:21 batch_cost: 0.5068 data_cost: 0.0014 ips: 7.8921 images/s [04/10 04:06:57] ppdet.engine INFO: Epoch: [52] [7000/7329] learning_rate: 0.000100 loss_class: 0.482060 loss_bbox: 0.115372 loss_giou: 0.337211 loss_class_aux: 3.118863 loss_bbox_aux: 0.800892 loss_giou_aux: 2.218414 loss_class_dn: 0.279606 loss_bbox_dn: 0.121887 loss_giou_dn: 0.330130 loss_class_aux_dn: 1.509500 loss_bbox_aux_dn: 0.764613 loss_giou_aux_dn: 1.875274 loss: 12.645903 eta: 1 day, 9:00:25 batch_cost: 0.4714 data_cost: 0.0012 ips: 8.4846 images/s [04/10 04:07:55] ppdet.engine INFO: Epoch: [52] [7100/7329] learning_rate: 0.000100 loss_class: 0.478650 loss_bbox: 0.114807 loss_giou: 0.331342 loss_class_aux: 2.958622 loss_bbox_aux: 0.752841 loss_giou_aux: 2.071424 loss_class_dn: 0.284014 loss_bbox_dn: 0.118173 loss_giou_dn: 0.297237 loss_class_aux_dn: 1.511127 loss_bbox_aux_dn: 0.707741 loss_giou_aux_dn: 1.653542 loss: 11.714828 eta: 1 day, 8:59:33 batch_cost: 0.5134 data_cost: 0.0014 ips: 7.7914 images/s [04/10 04:08:59] ppdet.engine INFO: Epoch: [52] [7200/7329] learning_rate: 0.000100 loss_class: 0.536126 loss_bbox: 0.141727 loss_giou: 0.349694 loss_class_aux: 3.439646 loss_bbox_aux: 0.939320 loss_giou_aux: 2.219817 loss_class_dn: 0.299510 loss_bbox_dn: 0.139438 loss_giou_dn: 0.331468 loss_class_aux_dn: 1.648028 loss_bbox_aux_dn: 0.825881 loss_giou_aux_dn: 1.826712 loss: 12.851787 eta: 1 day, 8:58:44 batch_cost: 0.5810 data_cost: 0.0012 ips: 6.8843 images/s [04/10 04:10:01] ppdet.engine INFO: Epoch: [52] [7300/7329] learning_rate: 0.000100 loss_class: 0.605136 loss_bbox: 0.140407 loss_giou: 0.395261 loss_class_aux: 3.711372 loss_bbox_aux: 0.876088 loss_giou_aux: 2.522651 loss_class_dn: 0.340377 loss_bbox_dn: 0.127566 loss_giou_dn: 0.375937 loss_class_aux_dn: 1.871451 loss_bbox_aux_dn: 0.750494 loss_giou_aux_dn: 2.091343 loss: 14.430347 eta: 1 day, 8:57:54 batch_cost: 0.5588 data_cost: 0.0012 ips: 7.1584 images/s [04/10 04:10:20] ppdet.engine INFO: Eval iter: 0 [04/10 04:10:46] ppdet.engine INFO: Eval iter: 100 [04/10 04:11:12] ppdet.engine INFO: Eval iter: 200 [04/10 04:11:37] ppdet.engine INFO: Eval iter: 300 [04/10 04:12:02] ppdet.engine INFO: Eval iter: 400 [04/10 04:12:28] ppdet.engine INFO: Eval iter: 500 [04/10 04:12:54] ppdet.engine INFO: Eval iter: 600 [04/10 04:13:22] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.55s) creating index... index created! [04/10 04:13:23] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.53s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=111.03s). Accumulating evaluation results... DONE (t=27.23s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.388 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/10 04:16:02] ppdet.engine INFO: Total sample number: 5000, average FPS: 31.103657202538955 [04/10 04:16:02] ppdet.engine INFO: Best test bbox ap is 0.527. [04/10 04:16:04] ppdet.engine INFO: Epoch: [53] [ 0/7329] learning_rate: 0.000100 loss_class: 0.601818 loss_bbox: 0.147721 loss_giou: 0.406369 loss_class_aux: 3.690505 loss_bbox_aux: 1.013945 loss_giou_aux: 2.576174 loss_class_dn: 0.332363 loss_bbox_dn: 0.146092 loss_giou_dn: 0.365894 loss_class_aux_dn: 1.784758 loss_bbox_aux_dn: 0.921099 loss_giou_aux_dn: 2.050951 loss: 14.445223 eta: 1 day, 8:57:38 batch_cost: 0.5161 data_cost: 0.0013 ips: 7.7507 images/s [04/10 04:16:57] ppdet.engine INFO: Epoch: [53] [ 100/7329] learning_rate: 0.000100 loss_class: 0.560713 loss_bbox: 0.128341 loss_giou: 0.418270 loss_class_aux: 3.514801 loss_bbox_aux: 0.825945 loss_giou_aux: 2.661280 loss_class_dn: 0.325108 loss_bbox_dn: 0.120422 loss_giou_dn: 0.366918 loss_class_aux_dn: 1.734600 loss_bbox_aux_dn: 0.716771 loss_giou_aux_dn: 2.024489 loss: 13.980835 eta: 1 day, 8:56:43 batch_cost: 0.4740 data_cost: 0.0013 ips: 8.4388 images/s [04/10 04:17:54] ppdet.engine INFO: Epoch: [53] [ 200/7329] learning_rate: 0.000100 loss_class: 0.531156 loss_bbox: 0.129330 loss_giou: 0.379477 loss_class_aux: 3.481121 loss_bbox_aux: 0.853705 loss_giou_aux: 2.295562 loss_class_dn: 0.301960 loss_bbox_dn: 0.143401 loss_giou_dn: 0.331463 loss_class_aux_dn: 1.606652 loss_bbox_aux_dn: 0.845572 loss_giou_aux_dn: 1.828439 loss: 13.273302 eta: 1 day, 8:55:50 batch_cost: 0.5085 data_cost: 0.0013 ips: 7.8662 images/s [04/10 04:18:50] ppdet.engine INFO: Epoch: [53] [ 300/7329] learning_rate: 0.000100 loss_class: 0.545788 loss_bbox: 0.135419 loss_giou: 0.369213 loss_class_aux: 3.512903 loss_bbox_aux: 0.901411 loss_giou_aux: 2.341539 loss_class_dn: 0.298910 loss_bbox_dn: 0.143730 loss_giou_dn: 0.318910 loss_class_aux_dn: 1.640920 loss_bbox_aux_dn: 0.836709 loss_giou_aux_dn: 1.765411 loss: 12.473505 eta: 1 day, 8:54:56 batch_cost: 0.4992 data_cost: 0.0013 ips: 8.0132 images/s [04/10 04:19:46] ppdet.engine INFO: Epoch: [53] [ 400/7329] learning_rate: 0.000100 loss_class: 0.565542 loss_bbox: 0.130899 loss_giou: 0.383177 loss_class_aux: 3.671887 loss_bbox_aux: 0.849073 loss_giou_aux: 2.342891 loss_class_dn: 0.316606 loss_bbox_dn: 0.126761 loss_giou_dn: 0.333796 loss_class_aux_dn: 1.714625 loss_bbox_aux_dn: 0.732299 loss_giou_aux_dn: 1.883310 loss: 13.296645 eta: 1 day, 8:54:03 batch_cost: 0.5101 data_cost: 0.0012 ips: 7.8417 images/s [04/10 04:20:42] ppdet.engine INFO: Epoch: [53] [ 500/7329] learning_rate: 0.000100 loss_class: 0.510394 loss_bbox: 0.146635 loss_giou: 0.315180 loss_class_aux: 3.424592 loss_bbox_aux: 0.954585 loss_giou_aux: 1.986952 loss_class_dn: 0.287720 loss_bbox_dn: 0.147402 loss_giou_dn: 0.324967 loss_class_aux_dn: 1.582440 loss_bbox_aux_dn: 0.894194 loss_giou_aux_dn: 1.792374 loss: 12.595774 eta: 1 day, 8:53:09 batch_cost: 0.4928 data_cost: 0.0012 ips: 8.1174 images/s [04/10 04:21:41] ppdet.engine INFO: Epoch: [53] [ 600/7329] learning_rate: 0.000100 loss_class: 0.582697 loss_bbox: 0.143281 loss_giou: 0.365448 loss_class_aux: 3.753921 loss_bbox_aux: 0.950278 loss_giou_aux: 2.318836 loss_class_dn: 0.336167 loss_bbox_dn: 0.157334 loss_giou_dn: 0.352382 loss_class_aux_dn: 1.804792 loss_bbox_aux_dn: 0.936495 loss_giou_aux_dn: 1.984486 loss: 14.475797 eta: 1 day, 8:52:17 batch_cost: 0.5282 data_cost: 0.0015 ips: 7.5729 images/s [04/10 04:22:35] ppdet.engine INFO: Epoch: [53] [ 700/7329] learning_rate: 0.000100 loss_class: 0.554631 loss_bbox: 0.136171 loss_giou: 0.382892 loss_class_aux: 3.446001 loss_bbox_aux: 0.869366 loss_giou_aux: 2.450107 loss_class_dn: 0.311480 loss_bbox_dn: 0.143702 loss_giou_dn: 0.357868 loss_class_aux_dn: 1.670713 loss_bbox_aux_dn: 0.846743 loss_giou_aux_dn: 2.029472 loss: 13.675753 eta: 1 day, 8:51:22 batch_cost: 0.4742 data_cost: 0.0013 ips: 8.4357 images/s [04/10 04:23:28] ppdet.engine INFO: Epoch: [53] [ 800/7329] learning_rate: 0.000100 loss_class: 0.589838 loss_bbox: 0.125650 loss_giou: 0.386525 loss_class_aux: 3.906798 loss_bbox_aux: 0.838496 loss_giou_aux: 2.402364 loss_class_dn: 0.311439 loss_bbox_dn: 0.133949 loss_giou_dn: 0.343280 loss_class_aux_dn: 1.691628 loss_bbox_aux_dn: 0.811276 loss_giou_aux_dn: 1.910694 loss: 13.951147 eta: 1 day, 8:50:27 batch_cost: 0.4753 data_cost: 0.0012 ips: 8.4149 images/s [04/10 04:24:24] ppdet.engine INFO: Epoch: [53] [ 900/7329] learning_rate: 0.000100 loss_class: 0.506263 loss_bbox: 0.121767 loss_giou: 0.347336 loss_class_aux: 3.285685 loss_bbox_aux: 0.773854 loss_giou_aux: 2.223059 loss_class_dn: 0.312139 loss_bbox_dn: 0.137986 loss_giou_dn: 0.307180 loss_class_aux_dn: 1.691796 loss_bbox_aux_dn: 0.839024 loss_giou_aux_dn: 1.782066 loss: 12.458469 eta: 1 day, 8:49:34 batch_cost: 0.5028 data_cost: 0.0012 ips: 7.9547 images/s [04/10 04:25:19] ppdet.engine INFO: Epoch: [53] [1000/7329] learning_rate: 0.000100 loss_class: 0.539259 loss_bbox: 0.139195 loss_giou: 0.346303 loss_class_aux: 3.475638 loss_bbox_aux: 0.941199 loss_giou_aux: 2.266548 loss_class_dn: 0.329897 loss_bbox_dn: 0.136042 loss_giou_dn: 0.326171 loss_class_aux_dn: 1.725795 loss_bbox_aux_dn: 0.835531 loss_giou_aux_dn: 1.881792 loss: 13.407305 eta: 1 day, 8:48:39 batch_cost: 0.4823 data_cost: 0.0013 ips: 8.2928 images/s [04/10 04:26:20] ppdet.engine INFO: Epoch: [53] [1100/7329] learning_rate: 0.000100 loss_class: 0.545753 loss_bbox: 0.129737 loss_giou: 0.354964 loss_class_aux: 3.598809 loss_bbox_aux: 0.826348 loss_giou_aux: 2.283973 loss_class_dn: 0.318438 loss_bbox_dn: 0.141517 loss_giou_dn: 0.345114 loss_class_aux_dn: 1.726144 loss_bbox_aux_dn: 0.835860 loss_giou_aux_dn: 1.894655 loss: 13.230124 eta: 1 day, 8:47:48 batch_cost: 0.5346 data_cost: 0.0015 ips: 7.4829 images/s [04/10 04:27:20] ppdet.engine INFO: Epoch: [53] [1200/7329] learning_rate: 0.000100 loss_class: 0.620100 loss_bbox: 0.140088 loss_giou: 0.459859 loss_class_aux: 3.960017 loss_bbox_aux: 0.902879 loss_giou_aux: 2.826451 loss_class_dn: 0.338112 loss_bbox_dn: 0.150342 loss_giou_dn: 0.427239 loss_class_aux_dn: 1.780829 loss_bbox_aux_dn: 0.884519 loss_giou_aux_dn: 2.331859 loss: 14.602726 eta: 1 day, 8:46:56 batch_cost: 0.5237 data_cost: 0.0015 ips: 7.6376 images/s [04/10 04:28:18] ppdet.engine INFO: Epoch: [53] [1300/7329] learning_rate: 0.000100 loss_class: 0.536761 loss_bbox: 0.135061 loss_giou: 0.393227 loss_class_aux: 3.315445 loss_bbox_aux: 0.925368 loss_giou_aux: 2.396322 loss_class_dn: 0.307689 loss_bbox_dn: 0.133435 loss_giou_dn: 0.350552 loss_class_aux_dn: 1.671470 loss_bbox_aux_dn: 0.846192 loss_giou_aux_dn: 1.980894 loss: 13.620615 eta: 1 day, 8:46:03 batch_cost: 0.5203 data_cost: 0.0013 ips: 7.6878 images/s [04/10 04:29:17] ppdet.engine INFO: Epoch: [53] [1400/7329] learning_rate: 0.000100 loss_class: 0.518326 loss_bbox: 0.133670 loss_giou: 0.370117 loss_class_aux: 3.374280 loss_bbox_aux: 0.850986 loss_giou_aux: 2.341492 loss_class_dn: 0.309847 loss_bbox_dn: 0.131271 loss_giou_dn: 0.338589 loss_class_aux_dn: 1.658813 loss_bbox_aux_dn: 0.783581 loss_giou_aux_dn: 1.923726 loss: 12.593786 eta: 1 day, 8:45:12 batch_cost: 0.5344 data_cost: 0.0012 ips: 7.4857 images/s [04/10 04:30:15] ppdet.engine INFO: Epoch: [53] [1500/7329] learning_rate: 0.000100 loss_class: 0.529955 loss_bbox: 0.129582 loss_giou: 0.327239 loss_class_aux: 3.241301 loss_bbox_aux: 0.884516 loss_giou_aux: 2.139189 loss_class_dn: 0.297346 loss_bbox_dn: 0.129242 loss_giou_dn: 0.301766 loss_class_aux_dn: 1.601994 loss_bbox_aux_dn: 0.821081 loss_giou_aux_dn: 1.685560 loss: 12.532640 eta: 1 day, 8:44:20 batch_cost: 0.5192 data_cost: 0.0014 ips: 7.7044 images/s [04/10 04:31:09] ppdet.engine INFO: Epoch: [53] [1600/7329] learning_rate: 0.000100 loss_class: 0.554983 loss_bbox: 0.133822 loss_giou: 0.405241 loss_class_aux: 3.548157 loss_bbox_aux: 0.911691 loss_giou_aux: 2.631981 loss_class_dn: 0.314027 loss_bbox_dn: 0.134799 loss_giou_dn: 0.333774 loss_class_aux_dn: 1.712777 loss_bbox_aux_dn: 0.818924 loss_giou_aux_dn: 1.927327 loss: 14.272289 eta: 1 day, 8:43:25 batch_cost: 0.4843 data_cost: 0.0013 ips: 8.2588 images/s [04/10 04:32:05] ppdet.engine INFO: Epoch: [53] [1700/7329] learning_rate: 0.000100 loss_class: 0.556068 loss_bbox: 0.115817 loss_giou: 0.345390 loss_class_aux: 3.588119 loss_bbox_aux: 0.810972 loss_giou_aux: 2.197624 loss_class_dn: 0.321235 loss_bbox_dn: 0.138734 loss_giou_dn: 0.314906 loss_class_aux_dn: 1.768001 loss_bbox_aux_dn: 0.845377 loss_giou_aux_dn: 1.839693 loss: 13.396790 eta: 1 day, 8:42:31 batch_cost: 0.4956 data_cost: 0.0012 ips: 8.0705 images/s [04/10 04:33:01] ppdet.engine INFO: Epoch: [53] [1800/7329] learning_rate: 0.000100 loss_class: 0.591079 loss_bbox: 0.159328 loss_giou: 0.439104 loss_class_aux: 3.825511 loss_bbox_aux: 1.023822 loss_giou_aux: 2.886967 loss_class_dn: 0.325652 loss_bbox_dn: 0.147941 loss_giou_dn: 0.404550 loss_class_aux_dn: 1.777608 loss_bbox_aux_dn: 0.897766 loss_giou_aux_dn: 2.258154 loss: 14.467943 eta: 1 day, 8:41:38 batch_cost: 0.4965 data_cost: 0.0018 ips: 8.0570 images/s [04/10 04:34:00] ppdet.engine INFO: Epoch: [53] [1900/7329] learning_rate: 0.000100 loss_class: 0.592353 loss_bbox: 0.130931 loss_giou: 0.398195 loss_class_aux: 3.787394 loss_bbox_aux: 0.890637 loss_giou_aux: 2.477617 loss_class_dn: 0.328998 loss_bbox_dn: 0.141691 loss_giou_dn: 0.374405 loss_class_aux_dn: 1.806557 loss_bbox_aux_dn: 0.840381 loss_giou_aux_dn: 2.052430 loss: 14.035460 eta: 1 day, 8:40:45 batch_cost: 0.5222 data_cost: 0.0013 ips: 7.6593 images/s [04/10 04:35:04] ppdet.engine INFO: Epoch: [53] [2000/7329] learning_rate: 0.000100 loss_class: 0.573862 loss_bbox: 0.140458 loss_giou: 0.487760 loss_class_aux: 3.739633 loss_bbox_aux: 0.876386 loss_giou_aux: 3.069678 loss_class_dn: 0.376863 loss_bbox_dn: 0.132294 loss_giou_dn: 0.416453 loss_class_aux_dn: 1.994049 loss_bbox_aux_dn: 0.816057 loss_giou_aux_dn: 2.340903 loss: 16.244186 eta: 1 day, 8:39:55 batch_cost: 0.5600 data_cost: 0.0016 ips: 7.1435 images/s [04/10 04:36:02] ppdet.engine INFO: Epoch: [53] [2100/7329] learning_rate: 0.000100 loss_class: 0.549174 loss_bbox: 0.132682 loss_giou: 0.376669 loss_class_aux: 3.551828 loss_bbox_aux: 0.877462 loss_giou_aux: 2.437130 loss_class_dn: 0.306016 loss_bbox_dn: 0.127526 loss_giou_dn: 0.325105 loss_class_aux_dn: 1.697233 loss_bbox_aux_dn: 0.787609 loss_giou_aux_dn: 1.865328 loss: 13.010617 eta: 1 day, 8:39:03 batch_cost: 0.5262 data_cost: 0.0013 ips: 7.6019 images/s [04/10 04:36:57] ppdet.engine INFO: Epoch: [53] [2200/7329] learning_rate: 0.000100 loss_class: 0.529442 loss_bbox: 0.119872 loss_giou: 0.351773 loss_class_aux: 3.539510 loss_bbox_aux: 0.780576 loss_giou_aux: 2.145742 loss_class_dn: 0.297995 loss_bbox_dn: 0.119164 loss_giou_dn: 0.316136 loss_class_aux_dn: 1.595028 loss_bbox_aux_dn: 0.743740 loss_giou_aux_dn: 1.760118 loss: 12.624212 eta: 1 day, 8:38:09 batch_cost: 0.4875 data_cost: 0.0012 ips: 8.2044 images/s [04/10 04:37:53] ppdet.engine INFO: Epoch: [53] [2300/7329] learning_rate: 0.000100 loss_class: 0.506406 loss_bbox: 0.123296 loss_giou: 0.368218 loss_class_aux: 3.158707 loss_bbox_aux: 0.782315 loss_giou_aux: 2.268351 loss_class_dn: 0.288051 loss_bbox_dn: 0.118765 loss_giou_dn: 0.331353 loss_class_aux_dn: 1.531340 loss_bbox_aux_dn: 0.718194 loss_giou_aux_dn: 1.951699 loss: 13.439571 eta: 1 day, 8:37:16 batch_cost: 0.5002 data_cost: 0.0013 ips: 7.9961 images/s [04/10 04:38:49] ppdet.engine INFO: Epoch: [53] [2400/7329] learning_rate: 0.000100 loss_class: 0.562957 loss_bbox: 0.135215 loss_giou: 0.358958 loss_class_aux: 3.606204 loss_bbox_aux: 0.893465 loss_giou_aux: 2.227458 loss_class_dn: 0.333898 loss_bbox_dn: 0.144622 loss_giou_dn: 0.339500 loss_class_aux_dn: 1.788836 loss_bbox_aux_dn: 0.862042 loss_giou_aux_dn: 1.942816 loss: 13.902271 eta: 1 day, 8:36:23 batch_cost: 0.5052 data_cost: 0.0017 ips: 7.9178 images/s [04/10 04:39:46] ppdet.engine INFO: Epoch: [53] [2500/7329] learning_rate: 0.000100 loss_class: 0.646293 loss_bbox: 0.131434 loss_giou: 0.452169 loss_class_aux: 4.005803 loss_bbox_aux: 0.840138 loss_giou_aux: 2.875488 loss_class_dn: 0.370591 loss_bbox_dn: 0.128563 loss_giou_dn: 0.428368 loss_class_aux_dn: 1.967079 loss_bbox_aux_dn: 0.778827 loss_giou_aux_dn: 2.361322 loss: 15.900239 eta: 1 day, 8:35:29 batch_cost: 0.5060 data_cost: 0.0013 ips: 7.9058 images/s [04/10 04:40:45] ppdet.engine INFO: Epoch: [53] [2600/7329] learning_rate: 0.000100 loss_class: 0.529750 loss_bbox: 0.141978 loss_giou: 0.334261 loss_class_aux: 3.411512 loss_bbox_aux: 0.910980 loss_giou_aux: 2.126061 loss_class_dn: 0.314124 loss_bbox_dn: 0.136462 loss_giou_dn: 0.311187 loss_class_aux_dn: 1.712036 loss_bbox_aux_dn: 0.868881 loss_giou_aux_dn: 1.743998 loss: 13.528618 eta: 1 day, 8:34:37 batch_cost: 0.5252 data_cost: 0.0012 ips: 7.6157 images/s [04/10 04:41:39] ppdet.engine INFO: Epoch: [53] [2700/7329] learning_rate: 0.000100 loss_class: 0.577524 loss_bbox: 0.151279 loss_giou: 0.409140 loss_class_aux: 3.636019 loss_bbox_aux: 0.956084 loss_giou_aux: 2.544418 loss_class_dn: 0.341789 loss_bbox_dn: 0.131146 loss_giou_dn: 0.377499 loss_class_aux_dn: 1.889020 loss_bbox_aux_dn: 0.801604 loss_giou_aux_dn: 2.148585 loss: 14.907412 eta: 1 day, 8:33:43 batch_cost: 0.4806 data_cost: 0.0013 ips: 8.3221 images/s [04/10 04:42:37] ppdet.engine INFO: Epoch: [53] [2800/7329] learning_rate: 0.000100 loss_class: 0.589990 loss_bbox: 0.159337 loss_giou: 0.397593 loss_class_aux: 3.856549 loss_bbox_aux: 0.990454 loss_giou_aux: 2.503026 loss_class_dn: 0.343589 loss_bbox_dn: 0.144700 loss_giou_dn: 0.362994 loss_class_aux_dn: 1.819075 loss_bbox_aux_dn: 0.843901 loss_giou_aux_dn: 2.063838 loss: 14.548609 eta: 1 day, 8:32:50 batch_cost: 0.5131 data_cost: 0.0013 ips: 7.7962 images/s [04/10 04:43:35] ppdet.engine INFO: Epoch: [53] [2900/7329] learning_rate: 0.000100 loss_class: 0.603229 loss_bbox: 0.153745 loss_giou: 0.430223 loss_class_aux: 3.836190 loss_bbox_aux: 0.978474 loss_giou_aux: 2.729932 loss_class_dn: 0.366533 loss_bbox_dn: 0.143212 loss_giou_dn: 0.422914 loss_class_aux_dn: 1.979215 loss_bbox_aux_dn: 0.884416 loss_giou_aux_dn: 2.339068 loss: 15.986485 eta: 1 day, 8:31:58 batch_cost: 0.5206 data_cost: 0.0012 ips: 7.6839 images/s [04/10 04:44:32] ppdet.engine INFO: Epoch: [53] [3000/7329] learning_rate: 0.000100 loss_class: 0.514182 loss_bbox: 0.138854 loss_giou: 0.381606 loss_class_aux: 3.351585 loss_bbox_aux: 0.946388 loss_giou_aux: 2.436934 loss_class_dn: 0.307329 loss_bbox_dn: 0.142724 loss_giou_dn: 0.347074 loss_class_aux_dn: 1.662719 loss_bbox_aux_dn: 0.880149 loss_giou_aux_dn: 1.943305 loss: 13.430132 eta: 1 day, 8:31:05 batch_cost: 0.5114 data_cost: 0.0011 ips: 7.8224 images/s [04/10 04:45:35] ppdet.engine INFO: Epoch: [53] [3100/7329] learning_rate: 0.000100 loss_class: 0.575907 loss_bbox: 0.145418 loss_giou: 0.363718 loss_class_aux: 3.646506 loss_bbox_aux: 0.982993 loss_giou_aux: 2.337002 loss_class_dn: 0.309278 loss_bbox_dn: 0.151066 loss_giou_dn: 0.321279 loss_class_aux_dn: 1.706560 loss_bbox_aux_dn: 0.900339 loss_giou_aux_dn: 1.847933 loss: 13.413000 eta: 1 day, 8:30:16 batch_cost: 0.5777 data_cost: 0.0012 ips: 6.9234 images/s [04/10 04:46:33] ppdet.engine INFO: Epoch: [53] [3200/7329] learning_rate: 0.000100 loss_class: 0.502339 loss_bbox: 0.118712 loss_giou: 0.298915 loss_class_aux: 3.213418 loss_bbox_aux: 0.788600 loss_giou_aux: 1.873587 loss_class_dn: 0.286465 loss_bbox_dn: 0.130902 loss_giou_dn: 0.282017 loss_class_aux_dn: 1.551641 loss_bbox_aux_dn: 0.769460 loss_giou_aux_dn: 1.578330 loss: 12.010143 eta: 1 day, 8:29:23 batch_cost: 0.5166 data_cost: 0.0012 ips: 7.7428 images/s [04/10 04:47:32] ppdet.engine INFO: Epoch: [53] [3300/7329] learning_rate: 0.000100 loss_class: 0.562998 loss_bbox: 0.154257 loss_giou: 0.357107 loss_class_aux: 3.654528 loss_bbox_aux: 0.998546 loss_giou_aux: 2.216167 loss_class_dn: 0.342108 loss_bbox_dn: 0.162811 loss_giou_dn: 0.333641 loss_class_aux_dn: 1.902076 loss_bbox_aux_dn: 0.957369 loss_giou_aux_dn: 1.922149 loss: 14.657701 eta: 1 day, 8:28:31 batch_cost: 0.5298 data_cost: 0.0013 ips: 7.5500 images/s [04/10 04:48:30] ppdet.engine INFO: Epoch: [53] [3400/7329] learning_rate: 0.000100 loss_class: 0.557009 loss_bbox: 0.117006 loss_giou: 0.349638 loss_class_aux: 3.630932 loss_bbox_aux: 0.828000 loss_giou_aux: 2.175305 loss_class_dn: 0.328005 loss_bbox_dn: 0.131766 loss_giou_dn: 0.351188 loss_class_aux_dn: 1.758554 loss_bbox_aux_dn: 0.798583 loss_giou_aux_dn: 1.898848 loss: 13.176214 eta: 1 day, 8:27:39 batch_cost: 0.5152 data_cost: 0.0015 ips: 7.7646 images/s [04/10 04:49:27] ppdet.engine INFO: Epoch: [53] [3500/7329] learning_rate: 0.000100 loss_class: 0.521072 loss_bbox: 0.136598 loss_giou: 0.347932 loss_class_aux: 3.471817 loss_bbox_aux: 0.837106 loss_giou_aux: 2.242444 loss_class_dn: 0.299880 loss_bbox_dn: 0.141367 loss_giou_dn: 0.338941 loss_class_aux_dn: 1.640412 loss_bbox_aux_dn: 0.861463 loss_giou_aux_dn: 1.872816 loss: 12.768232 eta: 1 day, 8:26:46 batch_cost: 0.5049 data_cost: 0.0013 ips: 7.9225 images/s [04/10 04:50:23] ppdet.engine INFO: Epoch: [53] [3600/7329] learning_rate: 0.000100 loss_class: 0.565989 loss_bbox: 0.124825 loss_giou: 0.385055 loss_class_aux: 3.556456 loss_bbox_aux: 0.832574 loss_giou_aux: 2.468184 loss_class_dn: 0.338340 loss_bbox_dn: 0.133761 loss_giou_dn: 0.346899 loss_class_aux_dn: 1.864329 loss_bbox_aux_dn: 0.804884 loss_giou_aux_dn: 1.942971 loss: 14.177533 eta: 1 day, 8:25:53 batch_cost: 0.5099 data_cost: 0.0011 ips: 7.8453 images/s [04/10 04:51:26] ppdet.engine INFO: Epoch: [53] [3700/7329] learning_rate: 0.000100 loss_class: 0.606610 loss_bbox: 0.149548 loss_giou: 0.400115 loss_class_aux: 3.662193 loss_bbox_aux: 0.957852 loss_giou_aux: 2.531493 loss_class_dn: 0.342685 loss_bbox_dn: 0.168312 loss_giou_dn: 0.382461 loss_class_aux_dn: 1.834029 loss_bbox_aux_dn: 1.002010 loss_giou_aux_dn: 2.141129 loss: 15.003080 eta: 1 day, 8:25:03 batch_cost: 0.5673 data_cost: 0.0011 ips: 7.0505 images/s [04/10 04:52:22] ppdet.engine INFO: Epoch: [53] [3800/7329] learning_rate: 0.000100 loss_class: 0.540448 loss_bbox: 0.135182 loss_giou: 0.333462 loss_class_aux: 3.365158 loss_bbox_aux: 0.886381 loss_giou_aux: 2.120117 loss_class_dn: 0.317233 loss_bbox_dn: 0.140937 loss_giou_dn: 0.317859 loss_class_aux_dn: 1.690567 loss_bbox_aux_dn: 0.836856 loss_giou_aux_dn: 1.771091 loss: 12.629776 eta: 1 day, 8:24:09 batch_cost: 0.4954 data_cost: 0.0016 ips: 8.0738 images/s [04/10 04:53:20] ppdet.engine INFO: Epoch: [53] [3900/7329] learning_rate: 0.000100 loss_class: 0.565453 loss_bbox: 0.131958 loss_giou: 0.424853 loss_class_aux: 3.558852 loss_bbox_aux: 0.885857 loss_giou_aux: 2.721560 loss_class_dn: 0.337229 loss_bbox_dn: 0.129504 loss_giou_dn: 0.351781 loss_class_aux_dn: 1.790988 loss_bbox_aux_dn: 0.776860 loss_giou_aux_dn: 2.042305 loss: 14.422581 eta: 1 day, 8:23:17 batch_cost: 0.5129 data_cost: 0.0014 ips: 7.7986 images/s [04/10 04:54:16] ppdet.engine INFO: Epoch: [53] [4000/7329] learning_rate: 0.000100 loss_class: 0.559872 loss_bbox: 0.134100 loss_giou: 0.327007 loss_class_aux: 3.610856 loss_bbox_aux: 0.849886 loss_giou_aux: 2.099368 loss_class_dn: 0.310345 loss_bbox_dn: 0.121056 loss_giou_dn: 0.315548 loss_class_aux_dn: 1.685547 loss_bbox_aux_dn: 0.759166 loss_giou_aux_dn: 1.769592 loss: 13.482649 eta: 1 day, 8:22:23 batch_cost: 0.4906 data_cost: 0.0013 ips: 8.1527 images/s [04/10 04:55:12] ppdet.engine INFO: Epoch: [53] [4100/7329] learning_rate: 0.000100 loss_class: 0.610970 loss_bbox: 0.138280 loss_giou: 0.423268 loss_class_aux: 3.761123 loss_bbox_aux: 0.887082 loss_giou_aux: 2.765219 loss_class_dn: 0.341198 loss_bbox_dn: 0.138697 loss_giou_dn: 0.418305 loss_class_aux_dn: 1.786622 loss_bbox_aux_dn: 0.800627 loss_giou_aux_dn: 2.265850 loss: 15.031466 eta: 1 day, 8:21:29 batch_cost: 0.5021 data_cost: 0.0013 ips: 7.9669 images/s [04/10 04:56:12] ppdet.engine INFO: Epoch: [53] [4200/7329] learning_rate: 0.000100 loss_class: 0.647030 loss_bbox: 0.141281 loss_giou: 0.450755 loss_class_aux: 4.249956 loss_bbox_aux: 0.904789 loss_giou_aux: 2.935134 loss_class_dn: 0.372343 loss_bbox_dn: 0.137073 loss_giou_dn: 0.411628 loss_class_aux_dn: 2.058405 loss_bbox_aux_dn: 0.846600 loss_giou_aux_dn: 2.301023 loss: 15.350814 eta: 1 day, 8:20:37 batch_cost: 0.5292 data_cost: 0.0015 ips: 7.5585 images/s [04/10 04:57:08] ppdet.engine INFO: Epoch: [53] [4300/7329] learning_rate: 0.000100 loss_class: 0.517301 loss_bbox: 0.134222 loss_giou: 0.340332 loss_class_aux: 3.518374 loss_bbox_aux: 0.874409 loss_giou_aux: 2.290845 loss_class_dn: 0.328665 loss_bbox_dn: 0.136040 loss_giou_dn: 0.330414 loss_class_aux_dn: 1.764660 loss_bbox_aux_dn: 0.804435 loss_giou_aux_dn: 1.875203 loss: 13.453228 eta: 1 day, 8:19:44 batch_cost: 0.4988 data_cost: 0.0013 ips: 8.0188 images/s [04/10 04:58:06] ppdet.engine INFO: Epoch: [53] [4400/7329] learning_rate: 0.000100 loss_class: 0.583150 loss_bbox: 0.135149 loss_giou: 0.382280 loss_class_aux: 3.797833 loss_bbox_aux: 0.866181 loss_giou_aux: 2.434975 loss_class_dn: 0.334096 loss_bbox_dn: 0.138674 loss_giou_dn: 0.355463 loss_class_aux_dn: 1.793563 loss_bbox_aux_dn: 0.801040 loss_giou_aux_dn: 2.018958 loss: 14.012376 eta: 1 day, 8:18:52 batch_cost: 0.5236 data_cost: 0.0012 ips: 7.6394 images/s [04/10 04:59:03] ppdet.engine INFO: Epoch: [53] [4500/7329] learning_rate: 0.000100 loss_class: 0.602293 loss_bbox: 0.131734 loss_giou: 0.386957 loss_class_aux: 3.821054 loss_bbox_aux: 0.880620 loss_giou_aux: 2.421530 loss_class_dn: 0.333019 loss_bbox_dn: 0.133856 loss_giou_dn: 0.337446 loss_class_aux_dn: 1.775850 loss_bbox_aux_dn: 0.824032 loss_giou_aux_dn: 1.897194 loss: 14.021907 eta: 1 day, 8:17:59 batch_cost: 0.5092 data_cost: 0.0013 ips: 7.8562 images/s [04/10 04:59:57] ppdet.engine INFO: Epoch: [53] [4600/7329] learning_rate: 0.000100 loss_class: 0.567384 loss_bbox: 0.134810 loss_giou: 0.377222 loss_class_aux: 3.700312 loss_bbox_aux: 0.917448 loss_giou_aux: 2.335448 loss_class_dn: 0.338382 loss_bbox_dn: 0.141122 loss_giou_dn: 0.370973 loss_class_aux_dn: 1.821397 loss_bbox_aux_dn: 0.794459 loss_giou_aux_dn: 2.093909 loss: 14.102757 eta: 1 day, 8:17:04 batch_cost: 0.4746 data_cost: 0.0013 ips: 8.4280 images/s [04/10 05:00:56] ppdet.engine INFO: Epoch: [53] [4700/7329] learning_rate: 0.000100 loss_class: 0.496773 loss_bbox: 0.121846 loss_giou: 0.383480 loss_class_aux: 3.237727 loss_bbox_aux: 0.793012 loss_giou_aux: 2.387361 loss_class_dn: 0.294836 loss_bbox_dn: 0.112216 loss_giou_dn: 0.336388 loss_class_aux_dn: 1.600472 loss_bbox_aux_dn: 0.716499 loss_giou_aux_dn: 1.863304 loss: 12.392330 eta: 1 day, 8:16:13 batch_cost: 0.5362 data_cost: 0.0014 ips: 7.4594 images/s [04/10 05:01:53] ppdet.engine INFO: Epoch: [53] [4800/7329] learning_rate: 0.000100 loss_class: 0.561666 loss_bbox: 0.123620 loss_giou: 0.342071 loss_class_aux: 3.576075 loss_bbox_aux: 0.820786 loss_giou_aux: 2.179767 loss_class_dn: 0.292576 loss_bbox_dn: 0.136814 loss_giou_dn: 0.308927 loss_class_aux_dn: 1.557483 loss_bbox_aux_dn: 0.820975 loss_giou_aux_dn: 1.730976 loss: 12.290440 eta: 1 day, 8:15:19 batch_cost: 0.5076 data_cost: 0.0012 ips: 7.8806 images/s [04/10 05:02:47] ppdet.engine INFO: Epoch: [53] [4900/7329] learning_rate: 0.000100 loss_class: 0.597193 loss_bbox: 0.128593 loss_giou: 0.455591 loss_class_aux: 3.881169 loss_bbox_aux: 0.871061 loss_giou_aux: 2.936871 loss_class_dn: 0.344055 loss_bbox_dn: 0.126539 loss_giou_dn: 0.418545 loss_class_aux_dn: 1.860368 loss_bbox_aux_dn: 0.797975 loss_giou_aux_dn: 2.326941 loss: 14.432756 eta: 1 day, 8:14:25 batch_cost: 0.4837 data_cost: 0.0012 ips: 8.2702 images/s [04/10 05:03:48] ppdet.engine INFO: Epoch: [53] [5000/7329] learning_rate: 0.000100 loss_class: 0.538639 loss_bbox: 0.127908 loss_giou: 0.346423 loss_class_aux: 3.508690 loss_bbox_aux: 0.844329 loss_giou_aux: 2.312144 loss_class_dn: 0.304160 loss_bbox_dn: 0.132493 loss_giou_dn: 0.329084 loss_class_aux_dn: 1.641402 loss_bbox_aux_dn: 0.806217 loss_giou_aux_dn: 1.858092 loss: 13.248653 eta: 1 day, 8:13:34 batch_cost: 0.5505 data_cost: 0.0012 ips: 7.2655 images/s [04/10 05:04:48] ppdet.engine INFO: Epoch: [53] [5100/7329] learning_rate: 0.000100 loss_class: 0.530331 loss_bbox: 0.122843 loss_giou: 0.324693 loss_class_aux: 3.453065 loss_bbox_aux: 0.795284 loss_giou_aux: 2.140193 loss_class_dn: 0.307724 loss_bbox_dn: 0.134251 loss_giou_dn: 0.309434 loss_class_aux_dn: 1.598989 loss_bbox_aux_dn: 0.785874 loss_giou_aux_dn: 1.702076 loss: 12.362765 eta: 1 day, 8:12:43 batch_cost: 0.5333 data_cost: 0.0016 ips: 7.5011 images/s [04/10 05:05:44] ppdet.engine INFO: Epoch: [53] [5200/7329] learning_rate: 0.000100 loss_class: 0.559908 loss_bbox: 0.130733 loss_giou: 0.406948 loss_class_aux: 3.494371 loss_bbox_aux: 0.833267 loss_giou_aux: 2.548225 loss_class_dn: 0.333162 loss_bbox_dn: 0.132524 loss_giou_dn: 0.354062 loss_class_aux_dn: 1.741034 loss_bbox_aux_dn: 0.792798 loss_giou_aux_dn: 1.991987 loss: 13.943512 eta: 1 day, 8:11:49 batch_cost: 0.4994 data_cost: 0.0012 ips: 8.0101 images/s [04/10 05:06:40] ppdet.engine INFO: Epoch: [53] [5300/7329] learning_rate: 0.000100 loss_class: 0.619254 loss_bbox: 0.161126 loss_giou: 0.377221 loss_class_aux: 3.880970 loss_bbox_aux: 1.035947 loss_giou_aux: 2.290078 loss_class_dn: 0.335683 loss_bbox_dn: 0.150570 loss_giou_dn: 0.355789 loss_class_aux_dn: 1.802899 loss_bbox_aux_dn: 0.902750 loss_giou_aux_dn: 2.028574 loss: 14.221632 eta: 1 day, 8:10:56 batch_cost: 0.5069 data_cost: 0.0012 ips: 7.8906 images/s [04/10 05:07:39] ppdet.engine INFO: Epoch: [53] [5400/7329] learning_rate: 0.000100 loss_class: 0.543100 loss_bbox: 0.129910 loss_giou: 0.363734 loss_class_aux: 3.459367 loss_bbox_aux: 0.821035 loss_giou_aux: 2.344072 loss_class_dn: 0.321201 loss_bbox_dn: 0.122738 loss_giou_dn: 0.344231 loss_class_aux_dn: 1.723272 loss_bbox_aux_dn: 0.728466 loss_giou_aux_dn: 1.895669 loss: 13.613234 eta: 1 day, 8:10:05 batch_cost: 0.5288 data_cost: 0.0012 ips: 7.5646 images/s [04/10 05:08:39] ppdet.engine INFO: Epoch: [53] [5500/7329] learning_rate: 0.000100 loss_class: 0.609012 loss_bbox: 0.139143 loss_giou: 0.381395 loss_class_aux: 3.903993 loss_bbox_aux: 0.901939 loss_giou_aux: 2.382018 loss_class_dn: 0.336374 loss_bbox_dn: 0.157274 loss_giou_dn: 0.343232 loss_class_aux_dn: 1.838662 loss_bbox_aux_dn: 0.900257 loss_giou_aux_dn: 1.963452 loss: 14.578274 eta: 1 day, 8:09:13 batch_cost: 0.5370 data_cost: 0.0013 ips: 7.4487 images/s [04/10 05:09:33] ppdet.engine INFO: Epoch: [53] [5600/7329] learning_rate: 0.000100 loss_class: 0.453914 loss_bbox: 0.116157 loss_giou: 0.294398 loss_class_aux: 3.036491 loss_bbox_aux: 0.741751 loss_giou_aux: 1.792601 loss_class_dn: 0.255221 loss_bbox_dn: 0.116243 loss_giou_dn: 0.276934 loss_class_aux_dn: 1.386398 loss_bbox_aux_dn: 0.706294 loss_giou_aux_dn: 1.511771 loss: 10.850206 eta: 1 day, 8:08:19 batch_cost: 0.4908 data_cost: 0.0012 ips: 8.1498 images/s [04/10 05:10:27] ppdet.engine INFO: Epoch: [53] [5700/7329] learning_rate: 0.000100 loss_class: 0.581765 loss_bbox: 0.124780 loss_giou: 0.346422 loss_class_aux: 3.778180 loss_bbox_aux: 0.782774 loss_giou_aux: 2.297598 loss_class_dn: 0.340923 loss_bbox_dn: 0.132796 loss_giou_dn: 0.329318 loss_class_aux_dn: 1.804943 loss_bbox_aux_dn: 0.776794 loss_giou_aux_dn: 1.827781 loss: 14.131324 eta: 1 day, 8:07:24 batch_cost: 0.4727 data_cost: 0.0016 ips: 8.4626 images/s [04/10 05:11:21] ppdet.engine INFO: Epoch: [53] [5800/7329] learning_rate: 0.000100 loss_class: 0.509362 loss_bbox: 0.124723 loss_giou: 0.354040 loss_class_aux: 3.209792 loss_bbox_aux: 0.803658 loss_giou_aux: 2.276481 loss_class_dn: 0.302952 loss_bbox_dn: 0.133088 loss_giou_dn: 0.317903 loss_class_aux_dn: 1.623873 loss_bbox_aux_dn: 0.757649 loss_giou_aux_dn: 1.787895 loss: 12.214544 eta: 1 day, 8:06:30 batch_cost: 0.4799 data_cost: 0.0015 ips: 8.3357 images/s [04/10 05:12:16] ppdet.engine INFO: Epoch: [53] [5900/7329] learning_rate: 0.000100 loss_class: 0.582064 loss_bbox: 0.146427 loss_giou: 0.434860 loss_class_aux: 3.657921 loss_bbox_aux: 0.933814 loss_giou_aux: 2.780619 loss_class_dn: 0.353334 loss_bbox_dn: 0.140891 loss_giou_dn: 0.397589 loss_class_aux_dn: 1.866072 loss_bbox_aux_dn: 0.868530 loss_giou_aux_dn: 2.252580 loss: 15.161829 eta: 1 day, 8:05:35 batch_cost: 0.4851 data_cost: 0.0012 ips: 8.2464 images/s [04/10 05:13:11] ppdet.engine INFO: Epoch: [53] [6000/7329] learning_rate: 0.000100 loss_class: 0.588706 loss_bbox: 0.143737 loss_giou: 0.384810 loss_class_aux: 3.832652 loss_bbox_aux: 0.896108 loss_giou_aux: 2.464487 loss_class_dn: 0.332281 loss_bbox_dn: 0.140506 loss_giou_dn: 0.349720 loss_class_aux_dn: 1.746701 loss_bbox_aux_dn: 0.866819 loss_giou_aux_dn: 1.941330 loss: 14.420717 eta: 1 day, 8:04:41 batch_cost: 0.4887 data_cost: 0.0013 ips: 8.1854 images/s [04/10 05:14:06] ppdet.engine INFO: Epoch: [53] [6100/7329] learning_rate: 0.000100 loss_class: 0.504935 loss_bbox: 0.135121 loss_giou: 0.433832 loss_class_aux: 3.565304 loss_bbox_aux: 0.864565 loss_giou_aux: 2.760777 loss_class_dn: 0.316443 loss_bbox_dn: 0.142208 loss_giou_dn: 0.388780 loss_class_aux_dn: 1.734276 loss_bbox_aux_dn: 0.833541 loss_giou_aux_dn: 2.166332 loss: 15.009577 eta: 1 day, 8:03:47 batch_cost: 0.4892 data_cost: 0.0012 ips: 8.1768 images/s [04/10 05:15:05] ppdet.engine INFO: Epoch: [53] [6200/7329] learning_rate: 0.000100 loss_class: 0.481151 loss_bbox: 0.127426 loss_giou: 0.405174 loss_class_aux: 3.086516 loss_bbox_aux: 0.831274 loss_giou_aux: 2.334621 loss_class_dn: 0.289327 loss_bbox_dn: 0.117347 loss_giou_dn: 0.340564 loss_class_aux_dn: 1.569733 loss_bbox_aux_dn: 0.726112 loss_giou_aux_dn: 1.870393 loss: 12.862473 eta: 1 day, 8:02:56 batch_cost: 0.5318 data_cost: 0.0013 ips: 7.5212 images/s [04/10 05:16:04] ppdet.engine INFO: Epoch: [53] [6300/7329] learning_rate: 0.000100 loss_class: 0.583666 loss_bbox: 0.148670 loss_giou: 0.414584 loss_class_aux: 3.684834 loss_bbox_aux: 0.973418 loss_giou_aux: 2.604904 loss_class_dn: 0.357041 loss_bbox_dn: 0.158452 loss_giou_dn: 0.386960 loss_class_aux_dn: 1.905119 loss_bbox_aux_dn: 0.902149 loss_giou_aux_dn: 2.126470 loss: 15.527894 eta: 1 day, 8:02:04 batch_cost: 0.5338 data_cost: 0.0012 ips: 7.4931 images/s [04/10 05:17:01] ppdet.engine INFO: Epoch: [53] [6400/7329] learning_rate: 0.000100 loss_class: 0.565948 loss_bbox: 0.131447 loss_giou: 0.324815 loss_class_aux: 3.550707 loss_bbox_aux: 0.844402 loss_giou_aux: 2.029095 loss_class_dn: 0.304106 loss_bbox_dn: 0.124401 loss_giou_dn: 0.299656 loss_class_aux_dn: 1.678820 loss_bbox_aux_dn: 0.800078 loss_giou_aux_dn: 1.664911 loss: 12.907224 eta: 1 day, 8:01:11 batch_cost: 0.5068 data_cost: 0.0013 ips: 7.8924 images/s [04/10 05:17:56] ppdet.engine INFO: Epoch: [53] [6500/7329] learning_rate: 0.000100 loss_class: 0.612122 loss_bbox: 0.142706 loss_giou: 0.385960 loss_class_aux: 3.774825 loss_bbox_aux: 0.912604 loss_giou_aux: 2.445460 loss_class_dn: 0.312016 loss_bbox_dn: 0.132006 loss_giou_dn: 0.343847 loss_class_aux_dn: 1.686259 loss_bbox_aux_dn: 0.830025 loss_giou_aux_dn: 1.897295 loss: 14.090696 eta: 1 day, 8:00:17 batch_cost: 0.4926 data_cost: 0.0013 ips: 8.1203 images/s [04/10 05:18:53] ppdet.engine INFO: Epoch: [53] [6600/7329] learning_rate: 0.000100 loss_class: 0.532951 loss_bbox: 0.130200 loss_giou: 0.338128 loss_class_aux: 3.435065 loss_bbox_aux: 0.839607 loss_giou_aux: 2.048409 loss_class_dn: 0.295519 loss_bbox_dn: 0.132220 loss_giou_dn: 0.281184 loss_class_aux_dn: 1.594197 loss_bbox_aux_dn: 0.786844 loss_giou_aux_dn: 1.606404 loss: 12.702639 eta: 1 day, 7:59:24 batch_cost: 0.5078 data_cost: 0.0012 ips: 7.8767 images/s [04/10 05:19:46] ppdet.engine INFO: Epoch: [53] [6700/7329] learning_rate: 0.000100 loss_class: 0.578686 loss_bbox: 0.143471 loss_giou: 0.375620 loss_class_aux: 3.693628 loss_bbox_aux: 0.953739 loss_giou_aux: 2.379827 loss_class_dn: 0.343952 loss_bbox_dn: 0.153698 loss_giou_dn: 0.352866 loss_class_aux_dn: 1.905107 loss_bbox_aux_dn: 0.918438 loss_giou_aux_dn: 1.975456 loss: 13.783285 eta: 1 day, 7:58:29 batch_cost: 0.4768 data_cost: 0.0012 ips: 8.3886 images/s [04/10 05:20:43] ppdet.engine INFO: Epoch: [53] [6800/7329] learning_rate: 0.000100 loss_class: 0.555883 loss_bbox: 0.141260 loss_giou: 0.426785 loss_class_aux: 3.413336 loss_bbox_aux: 0.916466 loss_giou_aux: 2.704470 loss_class_dn: 0.337240 loss_bbox_dn: 0.152770 loss_giou_dn: 0.385321 loss_class_aux_dn: 1.792882 loss_bbox_aux_dn: 0.877786 loss_giou_aux_dn: 2.115876 loss: 14.643736 eta: 1 day, 7:57:36 batch_cost: 0.5005 data_cost: 0.0018 ips: 7.9927 images/s [04/10 05:21:41] ppdet.engine INFO: Epoch: [53] [6900/7329] learning_rate: 0.000100 loss_class: 0.561962 loss_bbox: 0.134273 loss_giou: 0.451629 loss_class_aux: 3.589118 loss_bbox_aux: 0.854319 loss_giou_aux: 2.924548 loss_class_dn: 0.346021 loss_bbox_dn: 0.134505 loss_giou_dn: 0.402637 loss_class_aux_dn: 1.862065 loss_bbox_aux_dn: 0.793115 loss_giou_aux_dn: 2.246208 loss: 14.936314 eta: 1 day, 7:56:43 batch_cost: 0.5137 data_cost: 0.0014 ips: 7.7861 images/s [04/10 05:22:42] ppdet.engine INFO: Epoch: [53] [7000/7329] learning_rate: 0.000100 loss_class: 0.522113 loss_bbox: 0.147764 loss_giou: 0.377560 loss_class_aux: 3.401421 loss_bbox_aux: 0.967032 loss_giou_aux: 2.443012 loss_class_dn: 0.314667 loss_bbox_dn: 0.143884 loss_giou_dn: 0.372527 loss_class_aux_dn: 1.666705 loss_bbox_aux_dn: 0.847220 loss_giou_aux_dn: 2.100777 loss: 13.740075 eta: 1 day, 7:55:52 batch_cost: 0.5319 data_cost: 0.0015 ips: 7.5204 images/s [04/10 05:23:45] ppdet.engine INFO: Epoch: [53] [7100/7329] learning_rate: 0.000100 loss_class: 0.566728 loss_bbox: 0.144671 loss_giou: 0.423378 loss_class_aux: 3.605459 loss_bbox_aux: 0.942965 loss_giou_aux: 2.616994 loss_class_dn: 0.342001 loss_bbox_dn: 0.152870 loss_giou_dn: 0.376196 loss_class_aux_dn: 1.873313 loss_bbox_aux_dn: 0.875176 loss_giou_aux_dn: 2.073310 loss: 14.147589 eta: 1 day, 7:55:01 batch_cost: 0.5598 data_cost: 0.0014 ips: 7.1456 images/s [04/10 05:24:41] ppdet.engine INFO: Epoch: [53] [7200/7329] learning_rate: 0.000100 loss_class: 0.586200 loss_bbox: 0.143997 loss_giou: 0.415174 loss_class_aux: 3.836371 loss_bbox_aux: 0.938274 loss_giou_aux: 2.558099 loss_class_dn: 0.351701 loss_bbox_dn: 0.137727 loss_giou_dn: 0.379375 loss_class_aux_dn: 1.926106 loss_bbox_aux_dn: 0.821005 loss_giou_aux_dn: 2.049084 loss: 14.795427 eta: 1 day, 7:54:08 batch_cost: 0.5064 data_cost: 0.0012 ips: 7.8983 images/s [04/10 05:25:35] ppdet.engine INFO: Epoch: [53] [7300/7329] learning_rate: 0.000100 loss_class: 0.610813 loss_bbox: 0.142404 loss_giou: 0.384985 loss_class_aux: 3.853522 loss_bbox_aux: 0.946855 loss_giou_aux: 2.419521 loss_class_dn: 0.334789 loss_bbox_dn: 0.142799 loss_giou_dn: 0.348151 loss_class_aux_dn: 1.809777 loss_bbox_aux_dn: 0.885264 loss_giou_aux_dn: 1.959529 loss: 14.801741 eta: 1 day, 7:53:14 batch_cost: 0.4773 data_cost: 0.0011 ips: 8.3813 images/s [04/10 05:25:54] ppdet.engine INFO: Eval iter: 0 [04/10 05:26:21] ppdet.engine INFO: Eval iter: 100 [04/10 05:26:46] ppdet.engine INFO: Eval iter: 200 [04/10 05:27:12] ppdet.engine INFO: Eval iter: 300 [04/10 05:27:38] ppdet.engine INFO: Eval iter: 400 [04/10 05:28:04] ppdet.engine INFO: Eval iter: 500 [04/10 05:28:31] ppdet.engine INFO: Eval iter: 600 [04/10 05:29:00] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 05:29:01] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.62s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=112.92s). Accumulating evaluation results... DONE (t=26.95s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.388 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.540 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/10 05:31:45] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.436102660270446 [04/10 05:31:45] ppdet.engine INFO: Best test bbox ap is 0.527. [04/10 05:31:48] ppdet.engine INFO: Epoch: [54] [ 0/7329] learning_rate: 0.000100 loss_class: 0.571175 loss_bbox: 0.142312 loss_giou: 0.323607 loss_class_aux: 3.735479 loss_bbox_aux: 0.960140 loss_giou_aux: 2.003973 loss_class_dn: 0.319778 loss_bbox_dn: 0.141884 loss_giou_dn: 0.317938 loss_class_aux_dn: 1.725091 loss_bbox_aux_dn: 0.874174 loss_giou_aux_dn: 1.768609 loss: 13.824377 eta: 1 day, 7:52:58 batch_cost: 0.4678 data_cost: 0.0013 ips: 8.5510 images/s [04/10 05:32:51] ppdet.engine INFO: Epoch: [54] [ 100/7329] learning_rate: 0.000100 loss_class: 0.516816 loss_bbox: 0.131733 loss_giou: 0.305169 loss_class_aux: 3.337806 loss_bbox_aux: 0.831392 loss_giou_aux: 2.059062 loss_class_dn: 0.289133 loss_bbox_dn: 0.129167 loss_giou_dn: 0.316644 loss_class_aux_dn: 1.559128 loss_bbox_aux_dn: 0.763221 loss_giou_aux_dn: 1.752801 loss: 12.652889 eta: 1 day, 7:52:08 batch_cost: 0.5608 data_cost: 0.0015 ips: 7.1321 images/s [04/10 05:33:48] ppdet.engine INFO: Epoch: [54] [ 200/7329] learning_rate: 0.000100 loss_class: 0.557804 loss_bbox: 0.148808 loss_giou: 0.388816 loss_class_aux: 3.479606 loss_bbox_aux: 0.933014 loss_giou_aux: 2.469886 loss_class_dn: 0.320976 loss_bbox_dn: 0.152303 loss_giou_dn: 0.361580 loss_class_aux_dn: 1.725571 loss_bbox_aux_dn: 0.926618 loss_giou_aux_dn: 2.016128 loss: 14.263627 eta: 1 day, 7:51:15 batch_cost: 0.5065 data_cost: 0.0014 ips: 7.8970 images/s [04/10 05:34:44] ppdet.engine INFO: Epoch: [54] [ 300/7329] learning_rate: 0.000100 loss_class: 0.555487 loss_bbox: 0.141482 loss_giou: 0.375421 loss_class_aux: 3.531276 loss_bbox_aux: 0.902063 loss_giou_aux: 2.471365 loss_class_dn: 0.358490 loss_bbox_dn: 0.146982 loss_giou_dn: 0.368363 loss_class_aux_dn: 1.872032 loss_bbox_aux_dn: 0.890134 loss_giou_aux_dn: 2.088944 loss: 14.813893 eta: 1 day, 7:50:22 batch_cost: 0.5081 data_cost: 0.0012 ips: 7.8728 images/s [04/10 05:35:39] ppdet.engine INFO: Epoch: [54] [ 400/7329] learning_rate: 0.000100 loss_class: 0.566562 loss_bbox: 0.137536 loss_giou: 0.384369 loss_class_aux: 3.635501 loss_bbox_aux: 0.861347 loss_giou_aux: 2.407705 loss_class_dn: 0.334523 loss_bbox_dn: 0.138487 loss_giou_dn: 0.364792 loss_class_aux_dn: 1.793945 loss_bbox_aux_dn: 0.829480 loss_giou_aux_dn: 2.003901 loss: 14.597906 eta: 1 day, 7:49:27 batch_cost: 0.4851 data_cost: 0.0012 ips: 8.2461 images/s [04/10 05:36:39] ppdet.engine INFO: Epoch: [54] [ 500/7329] learning_rate: 0.000100 loss_class: 0.499640 loss_bbox: 0.141844 loss_giou: 0.387826 loss_class_aux: 3.143805 loss_bbox_aux: 0.956290 loss_giou_aux: 2.509019 loss_class_dn: 0.307327 loss_bbox_dn: 0.143082 loss_giou_dn: 0.350364 loss_class_aux_dn: 1.661976 loss_bbox_aux_dn: 0.853500 loss_giou_aux_dn: 1.945770 loss: 13.179510 eta: 1 day, 7:48:36 batch_cost: 0.5417 data_cost: 0.0012 ips: 7.3839 images/s [04/10 05:37:42] ppdet.engine INFO: Epoch: [54] [ 600/7329] learning_rate: 0.000100 loss_class: 0.589167 loss_bbox: 0.127348 loss_giou: 0.408965 loss_class_aux: 3.633104 loss_bbox_aux: 0.833565 loss_giou_aux: 2.605516 loss_class_dn: 0.328999 loss_bbox_dn: 0.120852 loss_giou_dn: 0.348558 loss_class_aux_dn: 1.769492 loss_bbox_aux_dn: 0.726735 loss_giou_aux_dn: 1.955576 loss: 13.948209 eta: 1 day, 7:47:47 batch_cost: 0.5673 data_cost: 0.0014 ips: 7.0512 images/s [04/10 05:38:36] ppdet.engine INFO: Epoch: [54] [ 700/7329] learning_rate: 0.000100 loss_class: 0.482735 loss_bbox: 0.132027 loss_giou: 0.328841 loss_class_aux: 3.199354 loss_bbox_aux: 0.858202 loss_giou_aux: 2.110685 loss_class_dn: 0.295586 loss_bbox_dn: 0.140367 loss_giou_dn: 0.320332 loss_class_aux_dn: 1.591719 loss_bbox_aux_dn: 0.859173 loss_giou_aux_dn: 1.807295 loss: 12.866469 eta: 1 day, 7:46:52 batch_cost: 0.4815 data_cost: 0.0012 ips: 8.3081 images/s [04/10 05:39:34] ppdet.engine INFO: Epoch: [54] [ 800/7329] learning_rate: 0.000100 loss_class: 0.540994 loss_bbox: 0.130908 loss_giou: 0.349595 loss_class_aux: 3.465564 loss_bbox_aux: 0.824718 loss_giou_aux: 2.197068 loss_class_dn: 0.338871 loss_bbox_dn: 0.137273 loss_giou_dn: 0.360163 loss_class_aux_dn: 1.823698 loss_bbox_aux_dn: 0.856825 loss_giou_aux_dn: 2.025637 loss: 14.202021 eta: 1 day, 7:46:00 batch_cost: 0.5172 data_cost: 0.0017 ips: 7.7344 images/s [04/10 05:40:30] ppdet.engine INFO: Epoch: [54] [ 900/7329] learning_rate: 0.000100 loss_class: 0.553691 loss_bbox: 0.146555 loss_giou: 0.412955 loss_class_aux: 3.454271 loss_bbox_aux: 0.950381 loss_giou_aux: 2.518796 loss_class_dn: 0.342019 loss_bbox_dn: 0.149360 loss_giou_dn: 0.378524 loss_class_aux_dn: 1.813038 loss_bbox_aux_dn: 0.879477 loss_giou_aux_dn: 2.138478 loss: 14.807096 eta: 1 day, 7:45:06 batch_cost: 0.4937 data_cost: 0.0014 ips: 8.1020 images/s [04/10 05:41:26] ppdet.engine INFO: Epoch: [54] [1000/7329] learning_rate: 0.000100 loss_class: 0.595595 loss_bbox: 0.135759 loss_giou: 0.379862 loss_class_aux: 3.777905 loss_bbox_aux: 0.926890 loss_giou_aux: 2.345779 loss_class_dn: 0.313737 loss_bbox_dn: 0.136830 loss_giou_dn: 0.358292 loss_class_aux_dn: 1.683561 loss_bbox_aux_dn: 0.798152 loss_giou_aux_dn: 1.974360 loss: 13.654070 eta: 1 day, 7:44:13 batch_cost: 0.5051 data_cost: 0.0012 ips: 7.9196 images/s [04/10 05:42:28] ppdet.engine INFO: Epoch: [54] [1100/7329] learning_rate: 0.000100 loss_class: 0.627252 loss_bbox: 0.147899 loss_giou: 0.470135 loss_class_aux: 4.008173 loss_bbox_aux: 0.982011 loss_giou_aux: 2.903577 loss_class_dn: 0.361832 loss_bbox_dn: 0.157577 loss_giou_dn: 0.407707 loss_class_aux_dn: 1.892540 loss_bbox_aux_dn: 0.918522 loss_giou_aux_dn: 2.268573 loss: 15.574994 eta: 1 day, 7:43:22 batch_cost: 0.5533 data_cost: 0.0017 ips: 7.2300 images/s [04/10 05:43:28] ppdet.engine INFO: Epoch: [54] [1200/7329] learning_rate: 0.000100 loss_class: 0.568588 loss_bbox: 0.135391 loss_giou: 0.404033 loss_class_aux: 3.725655 loss_bbox_aux: 0.879854 loss_giou_aux: 2.644803 loss_class_dn: 0.324772 loss_bbox_dn: 0.143375 loss_giou_dn: 0.397493 loss_class_aux_dn: 1.772372 loss_bbox_aux_dn: 0.842351 loss_giou_aux_dn: 2.246319 loss: 14.915070 eta: 1 day, 7:42:31 batch_cost: 0.5435 data_cost: 0.0012 ips: 7.3600 images/s [04/10 05:44:27] ppdet.engine INFO: Epoch: [54] [1300/7329] learning_rate: 0.000100 loss_class: 0.597520 loss_bbox: 0.139361 loss_giou: 0.376185 loss_class_aux: 3.619926 loss_bbox_aux: 0.934132 loss_giou_aux: 2.346060 loss_class_dn: 0.311704 loss_bbox_dn: 0.133738 loss_giou_dn: 0.344080 loss_class_aux_dn: 1.703546 loss_bbox_aux_dn: 0.796153 loss_giou_aux_dn: 1.923754 loss: 13.766859 eta: 1 day, 7:41:39 batch_cost: 0.5300 data_cost: 0.0012 ips: 7.5475 images/s [04/10 05:45:21] ppdet.engine INFO: Epoch: [54] [1400/7329] learning_rate: 0.000100 loss_class: 0.583257 loss_bbox: 0.127418 loss_giou: 0.356296 loss_class_aux: 3.618118 loss_bbox_aux: 0.871304 loss_giou_aux: 2.284256 loss_class_dn: 0.334008 loss_bbox_dn: 0.123959 loss_giou_dn: 0.334571 loss_class_aux_dn: 1.793640 loss_bbox_aux_dn: 0.769274 loss_giou_aux_dn: 1.879668 loss: 13.334745 eta: 1 day, 7:40:45 batch_cost: 0.4760 data_cost: 0.0013 ips: 8.4042 images/s [04/10 05:46:16] ppdet.engine INFO: Epoch: [54] [1500/7329] learning_rate: 0.000100 loss_class: 0.533303 loss_bbox: 0.126087 loss_giou: 0.371250 loss_class_aux: 3.513726 loss_bbox_aux: 0.857934 loss_giou_aux: 2.356001 loss_class_dn: 0.303506 loss_bbox_dn: 0.135616 loss_giou_dn: 0.345396 loss_class_aux_dn: 1.613187 loss_bbox_aux_dn: 0.833881 loss_giou_aux_dn: 1.918341 loss: 13.206264 eta: 1 day, 7:39:51 batch_cost: 0.4912 data_cost: 0.0014 ips: 8.1435 images/s [04/10 05:47:12] ppdet.engine INFO: Epoch: [54] [1600/7329] learning_rate: 0.000100 loss_class: 0.475308 loss_bbox: 0.122364 loss_giou: 0.340936 loss_class_aux: 3.050218 loss_bbox_aux: 0.801994 loss_giou_aux: 2.194092 loss_class_dn: 0.275501 loss_bbox_dn: 0.134092 loss_giou_dn: 0.297324 loss_class_aux_dn: 1.488147 loss_bbox_aux_dn: 0.779993 loss_giou_aux_dn: 1.625795 loss: 11.866346 eta: 1 day, 7:38:57 batch_cost: 0.4965 data_cost: 0.0013 ips: 8.0563 images/s [04/10 05:48:05] ppdet.engine INFO: Epoch: [54] [1700/7329] learning_rate: 0.000100 loss_class: 0.565760 loss_bbox: 0.145157 loss_giou: 0.380619 loss_class_aux: 3.527905 loss_bbox_aux: 0.928467 loss_giou_aux: 2.363444 loss_class_dn: 0.334572 loss_bbox_dn: 0.136009 loss_giou_dn: 0.357294 loss_class_aux_dn: 1.808515 loss_bbox_aux_dn: 0.824781 loss_giou_aux_dn: 1.939530 loss: 13.136742 eta: 1 day, 7:38:02 batch_cost: 0.4711 data_cost: 0.0013 ips: 8.4905 images/s [04/10 05:49:07] ppdet.engine INFO: Epoch: [54] [1800/7329] learning_rate: 0.000100 loss_class: 0.614356 loss_bbox: 0.136701 loss_giou: 0.410233 loss_class_aux: 3.891204 loss_bbox_aux: 0.854656 loss_giou_aux: 2.615740 loss_class_dn: 0.348711 loss_bbox_dn: 0.141262 loss_giou_dn: 0.380955 loss_class_aux_dn: 1.859533 loss_bbox_aux_dn: 0.849519 loss_giou_aux_dn: 2.155526 loss: 14.674936 eta: 1 day, 7:37:12 batch_cost: 0.5603 data_cost: 0.0014 ips: 7.1386 images/s [04/10 05:50:11] ppdet.engine INFO: Epoch: [54] [1900/7329] learning_rate: 0.000100 loss_class: 0.561899 loss_bbox: 0.124182 loss_giou: 0.357494 loss_class_aux: 3.688744 loss_bbox_aux: 0.876607 loss_giou_aux: 2.238467 loss_class_dn: 0.306296 loss_bbox_dn: 0.131128 loss_giou_dn: 0.321306 loss_class_aux_dn: 1.629729 loss_bbox_aux_dn: 0.802244 loss_giou_aux_dn: 1.808700 loss: 13.178902 eta: 1 day, 7:36:23 batch_cost: 0.5706 data_cost: 0.0015 ips: 7.0104 images/s [04/10 05:51:08] ppdet.engine INFO: Epoch: [54] [2000/7329] learning_rate: 0.000100 loss_class: 0.591049 loss_bbox: 0.133280 loss_giou: 0.402494 loss_class_aux: 3.775301 loss_bbox_aux: 0.885730 loss_giou_aux: 2.566845 loss_class_dn: 0.350250 loss_bbox_dn: 0.145651 loss_giou_dn: 0.388824 loss_class_aux_dn: 1.883571 loss_bbox_aux_dn: 0.911962 loss_giou_aux_dn: 2.142732 loss: 13.916202 eta: 1 day, 7:35:30 batch_cost: 0.5115 data_cost: 0.0014 ips: 7.8207 images/s [04/10 05:52:04] ppdet.engine INFO: Epoch: [54] [2100/7329] learning_rate: 0.000100 loss_class: 0.565275 loss_bbox: 0.143927 loss_giou: 0.398341 loss_class_aux: 3.658233 loss_bbox_aux: 0.947013 loss_giou_aux: 2.484833 loss_class_dn: 0.318230 loss_bbox_dn: 0.148513 loss_giou_dn: 0.336373 loss_class_aux_dn: 1.684899 loss_bbox_aux_dn: 0.891458 loss_giou_aux_dn: 1.856596 loss: 13.213831 eta: 1 day, 7:34:36 batch_cost: 0.4936 data_cost: 0.0013 ips: 8.1036 images/s [04/10 05:53:02] ppdet.engine INFO: Epoch: [54] [2200/7329] learning_rate: 0.000100 loss_class: 0.594001 loss_bbox: 0.141245 loss_giou: 0.331059 loss_class_aux: 3.798224 loss_bbox_aux: 0.887425 loss_giou_aux: 2.055388 loss_class_dn: 0.314712 loss_bbox_dn: 0.135329 loss_giou_dn: 0.322919 loss_class_aux_dn: 1.709375 loss_bbox_aux_dn: 0.806303 loss_giou_aux_dn: 1.824993 loss: 13.994044 eta: 1 day, 7:33:43 batch_cost: 0.5125 data_cost: 0.0014 ips: 7.8044 images/s [04/10 05:54:02] ppdet.engine INFO: Epoch: [54] [2300/7329] learning_rate: 0.000100 loss_class: 0.639134 loss_bbox: 0.157711 loss_giou: 0.507534 loss_class_aux: 4.150346 loss_bbox_aux: 1.033090 loss_giou_aux: 3.236308 loss_class_dn: 0.379965 loss_bbox_dn: 0.158788 loss_giou_dn: 0.432121 loss_class_aux_dn: 2.040618 loss_bbox_aux_dn: 0.925587 loss_giou_aux_dn: 2.369790 loss: 15.726061 eta: 1 day, 7:32:52 batch_cost: 0.5299 data_cost: 0.0013 ips: 7.5491 images/s [04/10 05:54:56] ppdet.engine INFO: Epoch: [54] [2400/7329] learning_rate: 0.000100 loss_class: 0.569874 loss_bbox: 0.132355 loss_giou: 0.396805 loss_class_aux: 3.695208 loss_bbox_aux: 0.875997 loss_giou_aux: 2.396869 loss_class_dn: 0.321683 loss_bbox_dn: 0.130011 loss_giou_dn: 0.353496 loss_class_aux_dn: 1.748919 loss_bbox_aux_dn: 0.763024 loss_giou_aux_dn: 1.998893 loss: 13.581158 eta: 1 day, 7:31:57 batch_cost: 0.4797 data_cost: 0.0012 ips: 8.3382 images/s [04/10 05:55:49] ppdet.engine INFO: Epoch: [54] [2500/7329] learning_rate: 0.000100 loss_class: 0.582050 loss_bbox: 0.130294 loss_giou: 0.394899 loss_class_aux: 3.531883 loss_bbox_aux: 0.884358 loss_giou_aux: 2.571281 loss_class_dn: 0.318140 loss_bbox_dn: 0.138954 loss_giou_dn: 0.354183 loss_class_aux_dn: 1.688227 loss_bbox_aux_dn: 0.862581 loss_giou_aux_dn: 2.008392 loss: 13.388908 eta: 1 day, 7:31:02 batch_cost: 0.4764 data_cost: 0.0013 ips: 8.3963 images/s [04/10 05:56:46] ppdet.engine INFO: Epoch: [54] [2600/7329] learning_rate: 0.000100 loss_class: 0.630664 loss_bbox: 0.154598 loss_giou: 0.348018 loss_class_aux: 3.882126 loss_bbox_aux: 1.011639 loss_giou_aux: 2.374111 loss_class_dn: 0.328861 loss_bbox_dn: 0.143311 loss_giou_dn: 0.343817 loss_class_aux_dn: 1.804573 loss_bbox_aux_dn: 0.849263 loss_giou_aux_dn: 1.913702 loss: 14.250026 eta: 1 day, 7:30:10 batch_cost: 0.5095 data_cost: 0.0014 ips: 7.8511 images/s [04/10 05:57:48] ppdet.engine INFO: Epoch: [54] [2700/7329] learning_rate: 0.000100 loss_class: 0.590607 loss_bbox: 0.153655 loss_giou: 0.400441 loss_class_aux: 3.859690 loss_bbox_aux: 0.987425 loss_giou_aux: 2.465817 loss_class_dn: 0.346587 loss_bbox_dn: 0.143500 loss_giou_dn: 0.360332 loss_class_aux_dn: 1.826856 loss_bbox_aux_dn: 0.833950 loss_giou_aux_dn: 2.081702 loss: 14.393448 eta: 1 day, 7:29:19 batch_cost: 0.5587 data_cost: 0.0012 ips: 7.1590 images/s [04/10 05:58:51] ppdet.engine INFO: Epoch: [54] [2800/7329] learning_rate: 0.000100 loss_class: 0.601472 loss_bbox: 0.133435 loss_giou: 0.412611 loss_class_aux: 3.897004 loss_bbox_aux: 0.890164 loss_giou_aux: 2.652869 loss_class_dn: 0.369961 loss_bbox_dn: 0.147947 loss_giou_dn: 0.392688 loss_class_aux_dn: 1.904768 loss_bbox_aux_dn: 0.884196 loss_giou_aux_dn: 2.181980 loss: 15.164303 eta: 1 day, 7:28:29 batch_cost: 0.5610 data_cost: 0.0016 ips: 7.1303 images/s [04/10 05:59:46] ppdet.engine INFO: Epoch: [54] [2900/7329] learning_rate: 0.000100 loss_class: 0.553050 loss_bbox: 0.121934 loss_giou: 0.343518 loss_class_aux: 3.615878 loss_bbox_aux: 0.791741 loss_giou_aux: 2.125837 loss_class_dn: 0.308981 loss_bbox_dn: 0.123733 loss_giou_dn: 0.316653 loss_class_aux_dn: 1.663935 loss_bbox_aux_dn: 0.734004 loss_giou_aux_dn: 1.807335 loss: 13.584343 eta: 1 day, 7:27:35 batch_cost: 0.4919 data_cost: 0.0012 ips: 8.1325 images/s [04/10 06:00:39] ppdet.engine INFO: Epoch: [54] [3000/7329] learning_rate: 0.000100 loss_class: 0.574599 loss_bbox: 0.123516 loss_giou: 0.358904 loss_class_aux: 3.561687 loss_bbox_aux: 0.879977 loss_giou_aux: 2.335736 loss_class_dn: 0.320893 loss_bbox_dn: 0.141546 loss_giou_dn: 0.321902 loss_class_aux_dn: 1.719972 loss_bbox_aux_dn: 0.832664 loss_giou_aux_dn: 1.828861 loss: 13.574359 eta: 1 day, 7:26:40 batch_cost: 0.4719 data_cost: 0.0012 ips: 8.4760 images/s [04/10 06:01:34] ppdet.engine INFO: Epoch: [54] [3100/7329] learning_rate: 0.000100 loss_class: 0.573411 loss_bbox: 0.141259 loss_giou: 0.409545 loss_class_aux: 3.630849 loss_bbox_aux: 0.919238 loss_giou_aux: 2.602936 loss_class_dn: 0.317764 loss_bbox_dn: 0.139936 loss_giou_dn: 0.371488 loss_class_aux_dn: 1.723897 loss_bbox_aux_dn: 0.850694 loss_giou_aux_dn: 2.061321 loss: 13.216982 eta: 1 day, 7:25:47 batch_cost: 0.4913 data_cost: 0.0012 ips: 8.1414 images/s [04/10 06:02:28] ppdet.engine INFO: Epoch: [54] [3200/7329] learning_rate: 0.000100 loss_class: 0.594607 loss_bbox: 0.129556 loss_giou: 0.435348 loss_class_aux: 3.777735 loss_bbox_aux: 0.849838 loss_giou_aux: 2.834895 loss_class_dn: 0.359538 loss_bbox_dn: 0.142896 loss_giou_dn: 0.403326 loss_class_aux_dn: 1.991212 loss_bbox_aux_dn: 0.841242 loss_giou_aux_dn: 2.209974 loss: 14.435043 eta: 1 day, 7:24:52 batch_cost: 0.4810 data_cost: 0.0013 ips: 8.3168 images/s [04/10 06:03:28] ppdet.engine INFO: Epoch: [54] [3300/7329] learning_rate: 0.000100 loss_class: 0.539171 loss_bbox: 0.144517 loss_giou: 0.375525 loss_class_aux: 3.342873 loss_bbox_aux: 0.923301 loss_giou_aux: 2.432213 loss_class_dn: 0.310182 loss_bbox_dn: 0.147602 loss_giou_dn: 0.359136 loss_class_aux_dn: 1.641325 loss_bbox_aux_dn: 0.851212 loss_giou_aux_dn: 1.949776 loss: 13.305687 eta: 1 day, 7:24:00 batch_cost: 0.5211 data_cost: 0.0014 ips: 7.6761 images/s [04/10 06:04:30] ppdet.engine INFO: Epoch: [54] [3400/7329] learning_rate: 0.000100 loss_class: 0.570744 loss_bbox: 0.123492 loss_giou: 0.352819 loss_class_aux: 3.678395 loss_bbox_aux: 0.853007 loss_giou_aux: 2.261327 loss_class_dn: 0.298393 loss_bbox_dn: 0.129615 loss_giou_dn: 0.325729 loss_class_aux_dn: 1.652690 loss_bbox_aux_dn: 0.748708 loss_giou_aux_dn: 1.793738 loss: 13.413437 eta: 1 day, 7:23:09 batch_cost: 0.5428 data_cost: 0.0014 ips: 7.3689 images/s [04/10 06:05:26] ppdet.engine INFO: Epoch: [54] [3500/7329] learning_rate: 0.000100 loss_class: 0.531852 loss_bbox: 0.138091 loss_giou: 0.345679 loss_class_aux: 3.443973 loss_bbox_aux: 0.923318 loss_giou_aux: 2.309167 loss_class_dn: 0.315529 loss_bbox_dn: 0.138239 loss_giou_dn: 0.334987 loss_class_aux_dn: 1.682876 loss_bbox_aux_dn: 0.810948 loss_giou_aux_dn: 1.942230 loss: 13.274701 eta: 1 day, 7:22:15 batch_cost: 0.4934 data_cost: 0.0013 ips: 8.1066 images/s [04/10 06:06:21] ppdet.engine INFO: Epoch: [54] [3600/7329] learning_rate: 0.000100 loss_class: 0.588786 loss_bbox: 0.116573 loss_giou: 0.353577 loss_class_aux: 3.821194 loss_bbox_aux: 0.816245 loss_giou_aux: 2.296625 loss_class_dn: 0.323943 loss_bbox_dn: 0.129081 loss_giou_dn: 0.330477 loss_class_aux_dn: 1.743096 loss_bbox_aux_dn: 0.745314 loss_giou_aux_dn: 1.847995 loss: 13.812635 eta: 1 day, 7:21:21 batch_cost: 0.4899 data_cost: 0.0013 ips: 8.1646 images/s [04/10 06:07:17] ppdet.engine INFO: Epoch: [54] [3700/7329] learning_rate: 0.000100 loss_class: 0.534637 loss_bbox: 0.130132 loss_giou: 0.421336 loss_class_aux: 3.346535 loss_bbox_aux: 0.832393 loss_giou_aux: 2.681401 loss_class_dn: 0.321958 loss_bbox_dn: 0.126248 loss_giou_dn: 0.368640 loss_class_aux_dn: 1.736089 loss_bbox_aux_dn: 0.732012 loss_giou_aux_dn: 2.033008 loss: 13.485333 eta: 1 day, 7:20:27 batch_cost: 0.4885 data_cost: 0.0018 ips: 8.1882 images/s [04/10 06:08:11] ppdet.engine INFO: Epoch: [54] [3800/7329] learning_rate: 0.000100 loss_class: 0.560394 loss_bbox: 0.135950 loss_giou: 0.405768 loss_class_aux: 3.646982 loss_bbox_aux: 0.881653 loss_giou_aux: 2.576698 loss_class_dn: 0.326516 loss_bbox_dn: 0.127537 loss_giou_dn: 0.365885 loss_class_aux_dn: 1.731459 loss_bbox_aux_dn: 0.789430 loss_giou_aux_dn: 2.036371 loss: 14.214125 eta: 1 day, 7:19:33 batch_cost: 0.4870 data_cost: 0.0012 ips: 8.2135 images/s [04/10 06:09:17] ppdet.engine INFO: Epoch: [54] [3900/7329] learning_rate: 0.000100 loss_class: 0.519356 loss_bbox: 0.120599 loss_giou: 0.318073 loss_class_aux: 3.303353 loss_bbox_aux: 0.802721 loss_giou_aux: 1.992590 loss_class_dn: 0.291505 loss_bbox_dn: 0.113773 loss_giou_dn: 0.298376 loss_class_aux_dn: 1.588740 loss_bbox_aux_dn: 0.663218 loss_giou_aux_dn: 1.701236 loss: 12.724152 eta: 1 day, 7:18:45 batch_cost: 0.5920 data_cost: 0.0015 ips: 6.7573 images/s [04/10 06:10:15] ppdet.engine INFO: Epoch: [54] [4000/7329] learning_rate: 0.000100 loss_class: 0.495653 loss_bbox: 0.121850 loss_giou: 0.321107 loss_class_aux: 3.270755 loss_bbox_aux: 0.797992 loss_giou_aux: 2.031793 loss_class_dn: 0.302787 loss_bbox_dn: 0.120309 loss_giou_dn: 0.302295 loss_class_aux_dn: 1.626587 loss_bbox_aux_dn: 0.689995 loss_giou_aux_dn: 1.684255 loss: 12.655867 eta: 1 day, 7:17:52 batch_cost: 0.5166 data_cost: 0.0013 ips: 7.7435 images/s [04/10 06:11:10] ppdet.engine INFO: Epoch: [54] [4100/7329] learning_rate: 0.000100 loss_class: 0.517731 loss_bbox: 0.129994 loss_giou: 0.390554 loss_class_aux: 3.228237 loss_bbox_aux: 0.808653 loss_giou_aux: 2.508053 loss_class_dn: 0.316746 loss_bbox_dn: 0.129198 loss_giou_dn: 0.359313 loss_class_aux_dn: 1.656590 loss_bbox_aux_dn: 0.734870 loss_giou_aux_dn: 2.043387 loss: 13.788528 eta: 1 day, 7:16:58 batch_cost: 0.4911 data_cost: 0.0013 ips: 8.1449 images/s [04/10 06:12:06] ppdet.engine INFO: Epoch: [54] [4200/7329] learning_rate: 0.000100 loss_class: 0.536264 loss_bbox: 0.130515 loss_giou: 0.355061 loss_class_aux: 3.358687 loss_bbox_aux: 0.871526 loss_giou_aux: 2.368372 loss_class_dn: 0.312135 loss_bbox_dn: 0.124466 loss_giou_dn: 0.326889 loss_class_aux_dn: 1.712722 loss_bbox_aux_dn: 0.735294 loss_giou_aux_dn: 1.851920 loss: 12.707921 eta: 1 day, 7:16:05 batch_cost: 0.5038 data_cost: 0.0012 ips: 7.9390 images/s [04/10 06:13:04] ppdet.engine INFO: Epoch: [54] [4300/7329] learning_rate: 0.000100 loss_class: 0.564707 loss_bbox: 0.140834 loss_giou: 0.360610 loss_class_aux: 3.527501 loss_bbox_aux: 0.923235 loss_giou_aux: 2.368873 loss_class_dn: 0.327626 loss_bbox_dn: 0.152941 loss_giou_dn: 0.350821 loss_class_aux_dn: 1.750153 loss_bbox_aux_dn: 0.897206 loss_giou_aux_dn: 1.976896 loss: 13.855175 eta: 1 day, 7:15:13 batch_cost: 0.5223 data_cost: 0.0012 ips: 7.6582 images/s [04/10 06:14:02] ppdet.engine INFO: Epoch: [54] [4400/7329] learning_rate: 0.000100 loss_class: 0.512438 loss_bbox: 0.121487 loss_giou: 0.373699 loss_class_aux: 3.317837 loss_bbox_aux: 0.829340 loss_giou_aux: 2.360433 loss_class_dn: 0.317405 loss_bbox_dn: 0.127161 loss_giou_dn: 0.343122 loss_class_aux_dn: 1.667605 loss_bbox_aux_dn: 0.780476 loss_giou_aux_dn: 1.945612 loss: 12.679760 eta: 1 day, 7:14:20 batch_cost: 0.5102 data_cost: 0.0013 ips: 7.8393 images/s [04/10 06:15:01] ppdet.engine INFO: Epoch: [54] [4500/7329] learning_rate: 0.000100 loss_class: 0.570974 loss_bbox: 0.136271 loss_giou: 0.384392 loss_class_aux: 3.730851 loss_bbox_aux: 0.845776 loss_giou_aux: 2.437000 loss_class_dn: 0.310951 loss_bbox_dn: 0.125390 loss_giou_dn: 0.360144 loss_class_aux_dn: 1.724962 loss_bbox_aux_dn: 0.783906 loss_giou_aux_dn: 1.977548 loss: 13.913446 eta: 1 day, 7:13:28 batch_cost: 0.5236 data_cost: 0.0015 ips: 7.6401 images/s [04/10 06:16:00] ppdet.engine INFO: Epoch: [54] [4600/7329] learning_rate: 0.000100 loss_class: 0.562751 loss_bbox: 0.125523 loss_giou: 0.417931 loss_class_aux: 3.611453 loss_bbox_aux: 0.856682 loss_giou_aux: 2.662445 loss_class_dn: 0.339796 loss_bbox_dn: 0.126129 loss_giou_dn: 0.385322 loss_class_aux_dn: 1.814231 loss_bbox_aux_dn: 0.758979 loss_giou_aux_dn: 2.155900 loss: 14.180819 eta: 1 day, 7:12:36 batch_cost: 0.5184 data_cost: 0.0017 ips: 7.7165 images/s [04/10 06:16:56] ppdet.engine INFO: Epoch: [54] [4700/7329] learning_rate: 0.000100 loss_class: 0.530295 loss_bbox: 0.135971 loss_giou: 0.383144 loss_class_aux: 3.395650 loss_bbox_aux: 0.920187 loss_giou_aux: 2.399913 loss_class_dn: 0.293744 loss_bbox_dn: 0.131925 loss_giou_dn: 0.344637 loss_class_aux_dn: 1.619211 loss_bbox_aux_dn: 0.785708 loss_giou_aux_dn: 1.953269 loss: 13.632736 eta: 1 day, 7:11:42 batch_cost: 0.5016 data_cost: 0.0012 ips: 7.9748 images/s [04/10 06:17:57] ppdet.engine INFO: Epoch: [54] [4800/7329] learning_rate: 0.000100 loss_class: 0.484385 loss_bbox: 0.121820 loss_giou: 0.342055 loss_class_aux: 3.084665 loss_bbox_aux: 0.811283 loss_giou_aux: 2.160532 loss_class_dn: 0.291165 loss_bbox_dn: 0.125321 loss_giou_dn: 0.327537 loss_class_aux_dn: 1.542355 loss_bbox_aux_dn: 0.797518 loss_giou_aux_dn: 1.830354 loss: 12.341135 eta: 1 day, 7:10:51 batch_cost: 0.5396 data_cost: 0.0015 ips: 7.4130 images/s [04/10 06:18:55] ppdet.engine INFO: Epoch: [54] [4900/7329] learning_rate: 0.000100 loss_class: 0.679887 loss_bbox: 0.149684 loss_giou: 0.412704 loss_class_aux: 4.300437 loss_bbox_aux: 0.998389 loss_giou_aux: 2.690468 loss_class_dn: 0.357270 loss_bbox_dn: 0.153211 loss_giou_dn: 0.389882 loss_class_aux_dn: 1.919205 loss_bbox_aux_dn: 0.905390 loss_giou_aux_dn: 2.164595 loss: 15.358599 eta: 1 day, 7:09:59 batch_cost: 0.5184 data_cost: 0.0014 ips: 7.7160 images/s [04/10 06:20:03] ppdet.engine INFO: Epoch: [54] [5000/7329] learning_rate: 0.000100 loss_class: 0.538564 loss_bbox: 0.125548 loss_giou: 0.362095 loss_class_aux: 3.469053 loss_bbox_aux: 0.837054 loss_giou_aux: 2.251411 loss_class_dn: 0.295673 loss_bbox_dn: 0.140422 loss_giou_dn: 0.333156 loss_class_aux_dn: 1.591316 loss_bbox_aux_dn: 0.842215 loss_giou_aux_dn: 1.837427 loss: 12.648772 eta: 1 day, 7:09:12 batch_cost: 0.6154 data_cost: 0.0012 ips: 6.4993 images/s [04/10 06:21:01] ppdet.engine INFO: Epoch: [54] [5100/7329] learning_rate: 0.000100 loss_class: 0.559132 loss_bbox: 0.117719 loss_giou: 0.439310 loss_class_aux: 3.534564 loss_bbox_aux: 0.771494 loss_giou_aux: 2.734238 loss_class_dn: 0.332707 loss_bbox_dn: 0.107908 loss_giou_dn: 0.357498 loss_class_aux_dn: 1.799602 loss_bbox_aux_dn: 0.646862 loss_giou_aux_dn: 1.998396 loss: 13.467258 eta: 1 day, 7:08:20 batch_cost: 0.5273 data_cost: 0.0013 ips: 7.5856 images/s [04/10 06:21:58] ppdet.engine INFO: Epoch: [54] [5200/7329] learning_rate: 0.000100 loss_class: 0.563668 loss_bbox: 0.141777 loss_giou: 0.443018 loss_class_aux: 3.732123 loss_bbox_aux: 0.879951 loss_giou_aux: 2.767894 loss_class_dn: 0.372683 loss_bbox_dn: 0.123120 loss_giou_dn: 0.407451 loss_class_aux_dn: 1.955735 loss_bbox_aux_dn: 0.725581 loss_giou_aux_dn: 2.333513 loss: 16.211721 eta: 1 day, 7:07:26 batch_cost: 0.4965 data_cost: 0.0014 ips: 8.0560 images/s [04/10 06:22:55] ppdet.engine INFO: Epoch: [54] [5300/7329] learning_rate: 0.000100 loss_class: 0.547375 loss_bbox: 0.124627 loss_giou: 0.333889 loss_class_aux: 3.605298 loss_bbox_aux: 0.840260 loss_giou_aux: 2.145135 loss_class_dn: 0.296630 loss_bbox_dn: 0.138013 loss_giou_dn: 0.310032 loss_class_aux_dn: 1.646292 loss_bbox_aux_dn: 0.817412 loss_giou_aux_dn: 1.795208 loss: 12.920233 eta: 1 day, 7:06:33 batch_cost: 0.5074 data_cost: 0.0014 ips: 7.8829 images/s [04/10 06:23:51] ppdet.engine INFO: Epoch: [54] [5400/7329] learning_rate: 0.000100 loss_class: 0.548182 loss_bbox: 0.142724 loss_giou: 0.451251 loss_class_aux: 3.573397 loss_bbox_aux: 0.949636 loss_giou_aux: 2.765677 loss_class_dn: 0.338866 loss_bbox_dn: 0.147801 loss_giou_dn: 0.387842 loss_class_aux_dn: 1.791071 loss_bbox_aux_dn: 0.852559 loss_giou_aux_dn: 2.162474 loss: 13.956042 eta: 1 day, 7:05:40 batch_cost: 0.5015 data_cost: 0.0012 ips: 7.9755 images/s [04/10 06:24:46] ppdet.engine INFO: Epoch: [54] [5500/7329] learning_rate: 0.000100 loss_class: 0.541703 loss_bbox: 0.136396 loss_giou: 0.331914 loss_class_aux: 3.401168 loss_bbox_aux: 0.875802 loss_giou_aux: 2.179309 loss_class_dn: 0.310230 loss_bbox_dn: 0.126605 loss_giou_dn: 0.325797 loss_class_aux_dn: 1.690418 loss_bbox_aux_dn: 0.817427 loss_giou_aux_dn: 1.825843 loss: 12.731118 eta: 1 day, 7:04:46 batch_cost: 0.4928 data_cost: 0.0013 ips: 8.1175 images/s [04/10 06:25:42] ppdet.engine INFO: Epoch: [54] [5600/7329] learning_rate: 0.000100 loss_class: 0.517348 loss_bbox: 0.121415 loss_giou: 0.385941 loss_class_aux: 3.266933 loss_bbox_aux: 0.821608 loss_giou_aux: 2.412589 loss_class_dn: 0.317527 loss_bbox_dn: 0.125741 loss_giou_dn: 0.337297 loss_class_aux_dn: 1.732511 loss_bbox_aux_dn: 0.745343 loss_giou_aux_dn: 1.872715 loss: 13.810162 eta: 1 day, 7:03:52 batch_cost: 0.4907 data_cost: 0.0013 ips: 8.1521 images/s [04/10 06:26:35] ppdet.engine INFO: Epoch: [54] [5700/7329] learning_rate: 0.000100 loss_class: 0.498517 loss_bbox: 0.121525 loss_giou: 0.350325 loss_class_aux: 3.252701 loss_bbox_aux: 0.751200 loss_giou_aux: 2.188016 loss_class_dn: 0.302184 loss_bbox_dn: 0.131206 loss_giou_dn: 0.312895 loss_class_aux_dn: 1.636291 loss_bbox_aux_dn: 0.759467 loss_giou_aux_dn: 1.772737 loss: 12.796289 eta: 1 day, 7:02:57 batch_cost: 0.4721 data_cost: 0.0015 ips: 8.4725 images/s [04/10 06:27:28] ppdet.engine INFO: Epoch: [54] [5800/7329] learning_rate: 0.000100 loss_class: 0.520059 loss_bbox: 0.126641 loss_giou: 0.314401 loss_class_aux: 3.307521 loss_bbox_aux: 0.860308 loss_giou_aux: 2.101639 loss_class_dn: 0.301275 loss_bbox_dn: 0.134374 loss_giou_dn: 0.317356 loss_class_aux_dn: 1.635612 loss_bbox_aux_dn: 0.794793 loss_giou_aux_dn: 1.811416 loss: 12.589180 eta: 1 day, 7:02:03 batch_cost: 0.4766 data_cost: 0.0013 ips: 8.3931 images/s [04/10 06:28:23] ppdet.engine INFO: Epoch: [54] [5900/7329] learning_rate: 0.000100 loss_class: 0.557110 loss_bbox: 0.121529 loss_giou: 0.359159 loss_class_aux: 3.535302 loss_bbox_aux: 0.803219 loss_giou_aux: 2.281126 loss_class_dn: 0.313399 loss_bbox_dn: 0.127135 loss_giou_dn: 0.329370 loss_class_aux_dn: 1.713752 loss_bbox_aux_dn: 0.801015 loss_giou_aux_dn: 1.822296 loss: 13.223671 eta: 1 day, 7:01:08 batch_cost: 0.4811 data_cost: 0.0014 ips: 8.3140 images/s [04/10 06:29:17] ppdet.engine INFO: Epoch: [54] [6000/7329] learning_rate: 0.000100 loss_class: 0.547808 loss_bbox: 0.126564 loss_giou: 0.400140 loss_class_aux: 3.507425 loss_bbox_aux: 0.866264 loss_giou_aux: 2.529337 loss_class_dn: 0.323059 loss_bbox_dn: 0.138832 loss_giou_dn: 0.358947 loss_class_aux_dn: 1.707335 loss_bbox_aux_dn: 0.836028 loss_giou_aux_dn: 1.989630 loss: 13.462439 eta: 1 day, 7:00:14 batch_cost: 0.4809 data_cost: 0.0013 ips: 8.3183 images/s [04/10 06:30:12] ppdet.engine INFO: Epoch: [54] [6100/7329] learning_rate: 0.000100 loss_class: 0.563822 loss_bbox: 0.147092 loss_giou: 0.387772 loss_class_aux: 3.572404 loss_bbox_aux: 0.923951 loss_giou_aux: 2.451139 loss_class_dn: 0.343096 loss_bbox_dn: 0.146550 loss_giou_dn: 0.359184 loss_class_aux_dn: 1.802370 loss_bbox_aux_dn: 0.899752 loss_giou_aux_dn: 1.998052 loss: 13.600307 eta: 1 day, 6:59:20 batch_cost: 0.4922 data_cost: 0.0012 ips: 8.1263 images/s [04/10 06:31:11] ppdet.engine INFO: Epoch: [54] [6200/7329] learning_rate: 0.000100 loss_class: 0.588873 loss_bbox: 0.145479 loss_giou: 0.396845 loss_class_aux: 3.687213 loss_bbox_aux: 0.925691 loss_giou_aux: 2.575517 loss_class_dn: 0.326936 loss_bbox_dn: 0.158780 loss_giou_dn: 0.360127 loss_class_aux_dn: 1.808558 loss_bbox_aux_dn: 0.951510 loss_giou_aux_dn: 1.999223 loss: 14.251090 eta: 1 day, 6:58:29 batch_cost: 0.5340 data_cost: 0.0013 ips: 7.4901 images/s [04/10 06:32:06] ppdet.engine INFO: Epoch: [54] [6300/7329] learning_rate: 0.000100 loss_class: 0.628057 loss_bbox: 0.148872 loss_giou: 0.392992 loss_class_aux: 3.903834 loss_bbox_aux: 1.008145 loss_giou_aux: 2.463200 loss_class_dn: 0.342772 loss_bbox_dn: 0.148623 loss_giou_dn: 0.388013 loss_class_aux_dn: 1.827202 loss_bbox_aux_dn: 0.909150 loss_giou_aux_dn: 2.207638 loss: 15.032238 eta: 1 day, 6:57:35 batch_cost: 0.4896 data_cost: 0.0013 ips: 8.1701 images/s [04/10 06:33:00] ppdet.engine INFO: Epoch: [54] [6400/7329] learning_rate: 0.000100 loss_class: 0.627641 loss_bbox: 0.136892 loss_giou: 0.482018 loss_class_aux: 3.998119 loss_bbox_aux: 0.921671 loss_giou_aux: 3.007483 loss_class_dn: 0.363049 loss_bbox_dn: 0.136573 loss_giou_dn: 0.434436 loss_class_aux_dn: 1.966353 loss_bbox_aux_dn: 0.811043 loss_giou_aux_dn: 2.406315 loss: 16.643927 eta: 1 day, 6:56:41 batch_cost: 0.4835 data_cost: 0.0012 ips: 8.2722 images/s [04/10 06:33:56] ppdet.engine INFO: Epoch: [54] [6500/7329] learning_rate: 0.000100 loss_class: 0.583686 loss_bbox: 0.131493 loss_giou: 0.382417 loss_class_aux: 3.822491 loss_bbox_aux: 0.875457 loss_giou_aux: 2.446264 loss_class_dn: 0.327209 loss_bbox_dn: 0.145624 loss_giou_dn: 0.357840 loss_class_aux_dn: 1.762165 loss_bbox_aux_dn: 0.849179 loss_giou_aux_dn: 1.975168 loss: 14.420593 eta: 1 day, 6:55:47 batch_cost: 0.5011 data_cost: 0.0012 ips: 7.9825 images/s [04/10 06:34:52] ppdet.engine INFO: Epoch: [54] [6600/7329] learning_rate: 0.000100 loss_class: 0.507465 loss_bbox: 0.135586 loss_giou: 0.381285 loss_class_aux: 3.315977 loss_bbox_aux: 0.932645 loss_giou_aux: 2.274830 loss_class_dn: 0.297552 loss_bbox_dn: 0.148955 loss_giou_dn: 0.320386 loss_class_aux_dn: 1.558966 loss_bbox_aux_dn: 0.857038 loss_giou_aux_dn: 1.813906 loss: 11.990751 eta: 1 day, 6:54:54 batch_cost: 0.4927 data_cost: 0.0013 ips: 8.1185 images/s [04/10 06:35:47] ppdet.engine INFO: Epoch: [54] [6700/7329] learning_rate: 0.000100 loss_class: 0.567579 loss_bbox: 0.142591 loss_giou: 0.407019 loss_class_aux: 3.507759 loss_bbox_aux: 0.913556 loss_giou_aux: 2.614192 loss_class_dn: 0.320537 loss_bbox_dn: 0.144281 loss_giou_dn: 0.351641 loss_class_aux_dn: 1.730984 loss_bbox_aux_dn: 0.875381 loss_giou_aux_dn: 1.984134 loss: 13.795172 eta: 1 day, 6:54:00 batch_cost: 0.4933 data_cost: 0.0013 ips: 8.1083 images/s [04/10 06:36:43] ppdet.engine INFO: Epoch: [54] [6800/7329] learning_rate: 0.000100 loss_class: 0.558770 loss_bbox: 0.126974 loss_giou: 0.372092 loss_class_aux: 3.626956 loss_bbox_aux: 0.825910 loss_giou_aux: 2.328836 loss_class_dn: 0.339884 loss_bbox_dn: 0.124604 loss_giou_dn: 0.337721 loss_class_aux_dn: 1.842220 loss_bbox_aux_dn: 0.745913 loss_giou_aux_dn: 1.891756 loss: 12.965466 eta: 1 day, 6:53:06 batch_cost: 0.4933 data_cost: 0.0013 ips: 8.1088 images/s [04/10 06:37:36] ppdet.engine INFO: Epoch: [54] [6900/7329] learning_rate: 0.000100 loss_class: 0.633139 loss_bbox: 0.138371 loss_giou: 0.407638 loss_class_aux: 3.870702 loss_bbox_aux: 0.972176 loss_giou_aux: 2.524518 loss_class_dn: 0.336897 loss_bbox_dn: 0.146080 loss_giou_dn: 0.403027 loss_class_aux_dn: 1.790255 loss_bbox_aux_dn: 0.902783 loss_giou_aux_dn: 2.250139 loss: 15.170998 eta: 1 day, 6:52:11 batch_cost: 0.4725 data_cost: 0.0011 ips: 8.4658 images/s [04/10 06:38:29] ppdet.engine INFO: Epoch: [54] [7000/7329] learning_rate: 0.000100 loss_class: 0.529726 loss_bbox: 0.127955 loss_giou: 0.384361 loss_class_aux: 3.394373 loss_bbox_aux: 0.830713 loss_giou_aux: 2.410233 loss_class_dn: 0.305723 loss_bbox_dn: 0.127539 loss_giou_dn: 0.366657 loss_class_aux_dn: 1.623808 loss_bbox_aux_dn: 0.756400 loss_giou_aux_dn: 1.990340 loss: 12.864855 eta: 1 day, 6:51:17 batch_cost: 0.4697 data_cost: 0.0012 ips: 8.5165 images/s [04/10 06:39:24] ppdet.engine INFO: Epoch: [54] [7100/7329] learning_rate: 0.000100 loss_class: 0.490533 loss_bbox: 0.136388 loss_giou: 0.350761 loss_class_aux: 3.162306 loss_bbox_aux: 0.924639 loss_giou_aux: 2.173862 loss_class_dn: 0.318706 loss_bbox_dn: 0.155525 loss_giou_dn: 0.331963 loss_class_aux_dn: 1.715445 loss_bbox_aux_dn: 0.946307 loss_giou_aux_dn: 1.873078 loss: 13.148272 eta: 1 day, 6:50:23 batch_cost: 0.4984 data_cost: 0.0013 ips: 8.0257 images/s [04/10 06:40:24] ppdet.engine INFO: Epoch: [54] [7200/7329] learning_rate: 0.000100 loss_class: 0.526719 loss_bbox: 0.130695 loss_giou: 0.360236 loss_class_aux: 3.363331 loss_bbox_aux: 0.883180 loss_giou_aux: 2.286412 loss_class_dn: 0.293487 loss_bbox_dn: 0.128979 loss_giou_dn: 0.319432 loss_class_aux_dn: 1.584845 loss_bbox_aux_dn: 0.796121 loss_giou_aux_dn: 1.779239 loss: 13.417749 eta: 1 day, 6:49:31 batch_cost: 0.5246 data_cost: 0.0015 ips: 7.6247 images/s [04/10 06:41:21] ppdet.engine INFO: Epoch: [54] [7300/7329] learning_rate: 0.000100 loss_class: 0.521419 loss_bbox: 0.133388 loss_giou: 0.452576 loss_class_aux: 3.364507 loss_bbox_aux: 0.846016 loss_giou_aux: 2.851378 loss_class_dn: 0.334224 loss_bbox_dn: 0.119268 loss_giou_dn: 0.413567 loss_class_aux_dn: 1.800165 loss_bbox_aux_dn: 0.702022 loss_giou_aux_dn: 2.306757 loss: 14.463171 eta: 1 day, 6:48:38 batch_cost: 0.5114 data_cost: 0.0012 ips: 7.8219 images/s [04/10 06:41:42] ppdet.engine INFO: Eval iter: 0 [04/10 06:42:07] ppdet.engine INFO: Eval iter: 100 [04/10 06:42:32] ppdet.engine INFO: Eval iter: 200 [04/10 06:42:57] ppdet.engine INFO: Eval iter: 300 [04/10 06:43:23] ppdet.engine INFO: Eval iter: 400 [04/10 06:43:48] ppdet.engine INFO: Eval iter: 500 [04/10 06:44:13] ppdet.engine INFO: Eval iter: 600 [04/10 06:44:41] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.86s) creating index... index created! [04/10 06:44:43] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=22.33s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=122.77s). Accumulating evaluation results... DONE (t=29.23s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.338 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.545 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/10 06:47:44] ppdet.engine INFO: Total sample number: 5000, average FPS: 31.569241894842154 [04/10 06:47:44] ppdet.engine INFO: Best test bbox ap is 0.527. [04/10 06:47:46] ppdet.engine INFO: Epoch: [55] [ 0/7329] learning_rate: 0.000100 loss_class: 0.556185 loss_bbox: 0.134613 loss_giou: 0.448767 loss_class_aux: 3.522193 loss_bbox_aux: 0.871619 loss_giou_aux: 2.804027 loss_class_dn: 0.335148 loss_bbox_dn: 0.139572 loss_giou_dn: 0.403637 loss_class_aux_dn: 1.795925 loss_bbox_aux_dn: 0.815478 loss_giou_aux_dn: 2.277886 loss: 14.463171 eta: 1 day, 6:48:23 batch_cost: 0.5156 data_cost: 0.0013 ips: 7.7577 images/s [04/10 06:48:42] ppdet.engine INFO: Epoch: [55] [ 100/7329] learning_rate: 0.000100 loss_class: 0.600385 loss_bbox: 0.136121 loss_giou: 0.376636 loss_class_aux: 3.774371 loss_bbox_aux: 0.908795 loss_giou_aux: 2.252298 loss_class_dn: 0.331633 loss_bbox_dn: 0.141700 loss_giou_dn: 0.348287 loss_class_aux_dn: 1.808475 loss_bbox_aux_dn: 0.869505 loss_giou_aux_dn: 1.945275 loss: 14.469108 eta: 1 day, 6:47:30 batch_cost: 0.5000 data_cost: 0.0013 ips: 8.0001 images/s [04/10 06:49:37] ppdet.engine INFO: Epoch: [55] [ 200/7329] learning_rate: 0.000100 loss_class: 0.523702 loss_bbox: 0.129406 loss_giou: 0.404981 loss_class_aux: 3.311231 loss_bbox_aux: 0.881564 loss_giou_aux: 2.465398 loss_class_dn: 0.326775 loss_bbox_dn: 0.125717 loss_giou_dn: 0.360285 loss_class_aux_dn: 1.751940 loss_bbox_aux_dn: 0.760913 loss_giou_aux_dn: 1.983890 loss: 13.773708 eta: 1 day, 6:46:36 batch_cost: 0.4932 data_cost: 0.0012 ips: 8.1101 images/s [04/10 06:50:32] ppdet.engine INFO: Epoch: [55] [ 300/7329] learning_rate: 0.000100 loss_class: 0.514366 loss_bbox: 0.105591 loss_giou: 0.332945 loss_class_aux: 3.028646 loss_bbox_aux: 0.761834 loss_giou_aux: 2.203359 loss_class_dn: 0.272315 loss_bbox_dn: 0.113262 loss_giou_dn: 0.302048 loss_class_aux_dn: 1.462331 loss_bbox_aux_dn: 0.712594 loss_giou_aux_dn: 1.737008 loss: 11.890574 eta: 1 day, 6:45:42 batch_cost: 0.4895 data_cost: 0.0014 ips: 8.1723 images/s [04/10 06:51:25] ppdet.engine INFO: Epoch: [55] [ 400/7329] learning_rate: 0.000100 loss_class: 0.552550 loss_bbox: 0.125808 loss_giou: 0.318163 loss_class_aux: 3.431098 loss_bbox_aux: 0.795653 loss_giou_aux: 2.095675 loss_class_dn: 0.295591 loss_bbox_dn: 0.122825 loss_giou_dn: 0.322278 loss_class_aux_dn: 1.616684 loss_bbox_aux_dn: 0.742608 loss_giou_aux_dn: 1.765897 loss: 13.104038 eta: 1 day, 6:44:48 batch_cost: 0.4745 data_cost: 0.0011 ips: 8.4300 images/s [04/10 06:52:20] ppdet.engine INFO: Epoch: [55] [ 500/7329] learning_rate: 0.000100 loss_class: 0.542279 loss_bbox: 0.124733 loss_giou: 0.350542 loss_class_aux: 3.452020 loss_bbox_aux: 0.817863 loss_giou_aux: 2.286985 loss_class_dn: 0.327313 loss_bbox_dn: 0.129743 loss_giou_dn: 0.339121 loss_class_aux_dn: 1.779805 loss_bbox_aux_dn: 0.761103 loss_giou_aux_dn: 1.942249 loss: 13.800097 eta: 1 day, 6:43:54 batch_cost: 0.4877 data_cost: 0.0015 ips: 8.2019 images/s [04/10 06:53:17] ppdet.engine INFO: Epoch: [55] [ 600/7329] learning_rate: 0.000100 loss_class: 0.598288 loss_bbox: 0.144615 loss_giou: 0.353886 loss_class_aux: 3.681956 loss_bbox_aux: 0.995572 loss_giou_aux: 2.324659 loss_class_dn: 0.318718 loss_bbox_dn: 0.141109 loss_giou_dn: 0.345599 loss_class_aux_dn: 1.724294 loss_bbox_aux_dn: 0.866962 loss_giou_aux_dn: 1.977626 loss: 13.750124 eta: 1 day, 6:43:00 batch_cost: 0.4975 data_cost: 0.0016 ips: 8.0406 images/s [04/10 06:54:14] ppdet.engine INFO: Epoch: [55] [ 700/7329] learning_rate: 0.000100 loss_class: 0.526943 loss_bbox: 0.143454 loss_giou: 0.308249 loss_class_aux: 3.430681 loss_bbox_aux: 0.953591 loss_giou_aux: 2.031943 loss_class_dn: 0.287220 loss_bbox_dn: 0.151669 loss_giou_dn: 0.294008 loss_class_aux_dn: 1.532003 loss_bbox_aux_dn: 0.878949 loss_giou_aux_dn: 1.690493 loss: 12.586731 eta: 1 day, 6:42:08 batch_cost: 0.5166 data_cost: 0.0013 ips: 7.7422 images/s [04/10 06:55:19] ppdet.engine INFO: Epoch: [55] [ 800/7329] learning_rate: 0.000100 loss_class: 0.541859 loss_bbox: 0.123898 loss_giou: 0.397105 loss_class_aux: 3.556910 loss_bbox_aux: 0.827768 loss_giou_aux: 2.504347 loss_class_dn: 0.331814 loss_bbox_dn: 0.127400 loss_giou_dn: 0.367755 loss_class_aux_dn: 1.760208 loss_bbox_aux_dn: 0.765586 loss_giou_aux_dn: 2.041914 loss: 14.127660 eta: 1 day, 6:41:18 batch_cost: 0.5767 data_cost: 0.0019 ips: 6.9364 images/s [04/10 06:56:19] ppdet.engine INFO: Epoch: [55] [ 900/7329] learning_rate: 0.000100 loss_class: 0.495245 loss_bbox: 0.137193 loss_giou: 0.356963 loss_class_aux: 3.168569 loss_bbox_aux: 0.901790 loss_giou_aux: 2.207274 loss_class_dn: 0.279070 loss_bbox_dn: 0.128993 loss_giou_dn: 0.315194 loss_class_aux_dn: 1.529415 loss_bbox_aux_dn: 0.762848 loss_giou_aux_dn: 1.763014 loss: 12.545413 eta: 1 day, 6:40:27 batch_cost: 0.5267 data_cost: 0.0016 ips: 7.5948 images/s [04/10 06:57:16] ppdet.engine INFO: Epoch: [55] [1000/7329] learning_rate: 0.000100 loss_class: 0.496806 loss_bbox: 0.122944 loss_giou: 0.338806 loss_class_aux: 3.093507 loss_bbox_aux: 0.819584 loss_giou_aux: 2.104118 loss_class_dn: 0.298960 loss_bbox_dn: 0.143028 loss_giou_dn: 0.325595 loss_class_aux_dn: 1.596864 loss_bbox_aux_dn: 0.832303 loss_giou_aux_dn: 1.875288 loss: 12.284241 eta: 1 day, 6:39:33 batch_cost: 0.4992 data_cost: 0.0014 ips: 8.0127 images/s [04/10 06:58:11] ppdet.engine INFO: Epoch: [55] [1100/7329] learning_rate: 0.000100 loss_class: 0.498843 loss_bbox: 0.137282 loss_giou: 0.370378 loss_class_aux: 3.313783 loss_bbox_aux: 0.886209 loss_giou_aux: 2.386196 loss_class_dn: 0.312569 loss_bbox_dn: 0.136449 loss_giou_dn: 0.353946 loss_class_aux_dn: 1.715935 loss_bbox_aux_dn: 0.801801 loss_giou_aux_dn: 1.934017 loss: 13.351487 eta: 1 day, 6:38:39 batch_cost: 0.4905 data_cost: 0.0013 ips: 8.1543 images/s [04/10 06:59:05] ppdet.engine INFO: Epoch: [55] [1200/7329] learning_rate: 0.000100 loss_class: 0.565932 loss_bbox: 0.117218 loss_giou: 0.324093 loss_class_aux: 3.690508 loss_bbox_aux: 0.807484 loss_giou_aux: 2.175594 loss_class_dn: 0.308383 loss_bbox_dn: 0.129977 loss_giou_dn: 0.329084 loss_class_aux_dn: 1.692606 loss_bbox_aux_dn: 0.788369 loss_giou_aux_dn: 1.806111 loss: 13.078819 eta: 1 day, 6:37:45 batch_cost: 0.4839 data_cost: 0.0014 ips: 8.2655 images/s [04/10 07:00:02] ppdet.engine INFO: Epoch: [55] [1300/7329] learning_rate: 0.000100 loss_class: 0.546891 loss_bbox: 0.131485 loss_giou: 0.336224 loss_class_aux: 3.440005 loss_bbox_aux: 0.847614 loss_giou_aux: 2.050003 loss_class_dn: 0.314927 loss_bbox_dn: 0.129211 loss_giou_dn: 0.314756 loss_class_aux_dn: 1.705339 loss_bbox_aux_dn: 0.772759 loss_giou_aux_dn: 1.783491 loss: 12.619983 eta: 1 day, 6:36:52 batch_cost: 0.4969 data_cost: 0.0015 ips: 8.0496 images/s [04/10 07:00:57] ppdet.engine INFO: Epoch: [55] [1400/7329] learning_rate: 0.000100 loss_class: 0.570605 loss_bbox: 0.142290 loss_giou: 0.426332 loss_class_aux: 3.566215 loss_bbox_aux: 0.941166 loss_giou_aux: 2.738631 loss_class_dn: 0.341095 loss_bbox_dn: 0.137792 loss_giou_dn: 0.373699 loss_class_aux_dn: 1.806586 loss_bbox_aux_dn: 0.854997 loss_giou_aux_dn: 2.061620 loss: 14.441607 eta: 1 day, 6:35:58 batch_cost: 0.4966 data_cost: 0.0013 ips: 8.0550 images/s [04/10 07:01:51] ppdet.engine INFO: Epoch: [55] [1500/7329] learning_rate: 0.000100 loss_class: 0.578158 loss_bbox: 0.133137 loss_giou: 0.393811 loss_class_aux: 3.644021 loss_bbox_aux: 0.915160 loss_giou_aux: 2.461164 loss_class_dn: 0.319997 loss_bbox_dn: 0.158273 loss_giou_dn: 0.348430 loss_class_aux_dn: 1.744525 loss_bbox_aux_dn: 0.956618 loss_giou_aux_dn: 1.935492 loss: 14.819338 eta: 1 day, 6:35:04 batch_cost: 0.4788 data_cost: 0.0012 ips: 8.3534 images/s [04/10 07:02:45] ppdet.engine INFO: Epoch: [55] [1600/7329] learning_rate: 0.000100 loss_class: 0.575877 loss_bbox: 0.124186 loss_giou: 0.347074 loss_class_aux: 3.647938 loss_bbox_aux: 0.841403 loss_giou_aux: 2.191652 loss_class_dn: 0.316510 loss_bbox_dn: 0.130510 loss_giou_dn: 0.317356 loss_class_aux_dn: 1.712259 loss_bbox_aux_dn: 0.791296 loss_giou_aux_dn: 1.808809 loss: 13.669127 eta: 1 day, 6:34:10 batch_cost: 0.4803 data_cost: 0.0013 ips: 8.3289 images/s [04/10 07:03:44] ppdet.engine INFO: Epoch: [55] [1700/7329] learning_rate: 0.000100 loss_class: 0.505334 loss_bbox: 0.121497 loss_giou: 0.325132 loss_class_aux: 3.123748 loss_bbox_aux: 0.790881 loss_giou_aux: 2.114673 loss_class_dn: 0.301699 loss_bbox_dn: 0.128272 loss_giou_dn: 0.310095 loss_class_aux_dn: 1.613346 loss_bbox_aux_dn: 0.760589 loss_giou_aux_dn: 1.779161 loss: 12.548630 eta: 1 day, 6:33:18 batch_cost: 0.5270 data_cost: 0.0013 ips: 7.5906 images/s [04/10 07:04:44] ppdet.engine INFO: Epoch: [55] [1800/7329] learning_rate: 0.000100 loss_class: 0.527173 loss_bbox: 0.131239 loss_giou: 0.359746 loss_class_aux: 3.373218 loss_bbox_aux: 0.864702 loss_giou_aux: 2.220717 loss_class_dn: 0.305469 loss_bbox_dn: 0.135395 loss_giou_dn: 0.321531 loss_class_aux_dn: 1.620630 loss_bbox_aux_dn: 0.818266 loss_giou_aux_dn: 1.785419 loss: 12.173589 eta: 1 day, 6:32:27 batch_cost: 0.5463 data_cost: 0.0012 ips: 7.3222 images/s [04/10 07:05:38] ppdet.engine INFO: Epoch: [55] [1900/7329] learning_rate: 0.000100 loss_class: 0.522390 loss_bbox: 0.129989 loss_giou: 0.371214 loss_class_aux: 3.366176 loss_bbox_aux: 0.796057 loss_giou_aux: 2.345950 loss_class_dn: 0.312451 loss_bbox_dn: 0.133176 loss_giou_dn: 0.335932 loss_class_aux_dn: 1.674959 loss_bbox_aux_dn: 0.801112 loss_giou_aux_dn: 1.869092 loss: 12.640430 eta: 1 day, 6:31:32 batch_cost: 0.4795 data_cost: 0.0012 ips: 8.3415 images/s [04/10 07:06:34] ppdet.engine INFO: Epoch: [55] [2000/7329] learning_rate: 0.000100 loss_class: 0.586418 loss_bbox: 0.138447 loss_giou: 0.477391 loss_class_aux: 3.698180 loss_bbox_aux: 0.876047 loss_giou_aux: 3.053923 loss_class_dn: 0.363049 loss_bbox_dn: 0.128649 loss_giou_dn: 0.406553 loss_class_aux_dn: 2.012817 loss_bbox_aux_dn: 0.801478 loss_giou_aux_dn: 2.239376 loss: 14.853968 eta: 1 day, 6:30:39 batch_cost: 0.5014 data_cost: 0.0012 ips: 7.9783 images/s [04/10 07:07:28] ppdet.engine INFO: Epoch: [55] [2100/7329] learning_rate: 0.000100 loss_class: 0.601989 loss_bbox: 0.154234 loss_giou: 0.458137 loss_class_aux: 3.885293 loss_bbox_aux: 0.980764 loss_giou_aux: 2.829293 loss_class_dn: 0.362541 loss_bbox_dn: 0.141340 loss_giou_dn: 0.405662 loss_class_aux_dn: 1.928846 loss_bbox_aux_dn: 0.838356 loss_giou_aux_dn: 2.285236 loss: 14.798866 eta: 1 day, 6:29:45 batch_cost: 0.4839 data_cost: 0.0012 ips: 8.2664 images/s [04/10 07:08:23] ppdet.engine INFO: Epoch: [55] [2200/7329] learning_rate: 0.000100 loss_class: 0.559887 loss_bbox: 0.134032 loss_giou: 0.420998 loss_class_aux: 3.601900 loss_bbox_aux: 0.853630 loss_giou_aux: 2.666001 loss_class_dn: 0.341904 loss_bbox_dn: 0.139547 loss_giou_dn: 0.384252 loss_class_aux_dn: 1.824706 loss_bbox_aux_dn: 0.813972 loss_giou_aux_dn: 2.146507 loss: 14.566510 eta: 1 day, 6:28:51 batch_cost: 0.4857 data_cost: 0.0014 ips: 8.2354 images/s [04/10 07:09:20] ppdet.engine INFO: Epoch: [55] [2300/7329] learning_rate: 0.000100 loss_class: 0.570926 loss_bbox: 0.138961 loss_giou: 0.326282 loss_class_aux: 3.651973 loss_bbox_aux: 0.890773 loss_giou_aux: 2.120686 loss_class_dn: 0.308260 loss_bbox_dn: 0.143142 loss_giou_dn: 0.334385 loss_class_aux_dn: 1.661559 loss_bbox_aux_dn: 0.864419 loss_giou_aux_dn: 1.828051 loss: 13.467384 eta: 1 day, 6:27:58 batch_cost: 0.5025 data_cost: 0.0015 ips: 7.9606 images/s [04/10 07:10:13] ppdet.engine INFO: Epoch: [55] [2400/7329] learning_rate: 0.000100 loss_class: 0.614653 loss_bbox: 0.136360 loss_giou: 0.381786 loss_class_aux: 3.774874 loss_bbox_aux: 0.887511 loss_giou_aux: 2.357389 loss_class_dn: 0.335409 loss_bbox_dn: 0.128929 loss_giou_dn: 0.356245 loss_class_aux_dn: 1.825845 loss_bbox_aux_dn: 0.769943 loss_giou_aux_dn: 1.998725 loss: 14.920322 eta: 1 day, 6:27:03 batch_cost: 0.4801 data_cost: 0.0012 ips: 8.3318 images/s [04/10 07:11:09] ppdet.engine INFO: Epoch: [55] [2500/7329] learning_rate: 0.000100 loss_class: 0.578066 loss_bbox: 0.147155 loss_giou: 0.421862 loss_class_aux: 3.622752 loss_bbox_aux: 0.922530 loss_giou_aux: 2.751745 loss_class_dn: 0.336931 loss_bbox_dn: 0.141470 loss_giou_dn: 0.391510 loss_class_aux_dn: 1.797870 loss_bbox_aux_dn: 0.821457 loss_giou_aux_dn: 2.144154 loss: 14.171106 eta: 1 day, 6:26:10 batch_cost: 0.5009 data_cost: 0.0013 ips: 7.9858 images/s [04/10 07:12:02] ppdet.engine INFO: Epoch: [55] [2600/7329] learning_rate: 0.000100 loss_class: 0.648952 loss_bbox: 0.155327 loss_giou: 0.425682 loss_class_aux: 4.172204 loss_bbox_aux: 1.036472 loss_giou_aux: 2.662451 loss_class_dn: 0.383297 loss_bbox_dn: 0.166106 loss_giou_dn: 0.398052 loss_class_aux_dn: 2.022131 loss_bbox_aux_dn: 1.007728 loss_giou_aux_dn: 2.237367 loss: 15.668454 eta: 1 day, 6:25:15 batch_cost: 0.4693 data_cost: 0.0012 ips: 8.5225 images/s [04/10 07:12:55] ppdet.engine INFO: Epoch: [55] [2700/7329] learning_rate: 0.000100 loss_class: 0.510747 loss_bbox: 0.132103 loss_giou: 0.344157 loss_class_aux: 3.231606 loss_bbox_aux: 0.890481 loss_giou_aux: 2.214009 loss_class_dn: 0.266253 loss_bbox_dn: 0.139596 loss_giou_dn: 0.306486 loss_class_aux_dn: 1.473963 loss_bbox_aux_dn: 0.845209 loss_giou_aux_dn: 1.778283 loss: 12.430590 eta: 1 day, 6:24:21 batch_cost: 0.4710 data_cost: 0.0012 ips: 8.4918 images/s [04/10 07:13:52] ppdet.engine INFO: Epoch: [55] [2800/7329] learning_rate: 0.000100 loss_class: 0.470222 loss_bbox: 0.140926 loss_giou: 0.289684 loss_class_aux: 3.047328 loss_bbox_aux: 0.909282 loss_giou_aux: 1.881432 loss_class_dn: 0.284464 loss_bbox_dn: 0.136163 loss_giou_dn: 0.288956 loss_class_aux_dn: 1.517718 loss_bbox_aux_dn: 0.864408 loss_giou_aux_dn: 1.614849 loss: 11.746276 eta: 1 day, 6:23:28 batch_cost: 0.5058 data_cost: 0.0013 ips: 7.9090 images/s [04/10 07:14:47] ppdet.engine INFO: Epoch: [55] [2900/7329] learning_rate: 0.000100 loss_class: 0.520430 loss_bbox: 0.127629 loss_giou: 0.364590 loss_class_aux: 3.412428 loss_bbox_aux: 0.878764 loss_giou_aux: 2.269749 loss_class_dn: 0.301547 loss_bbox_dn: 0.128630 loss_giou_dn: 0.303196 loss_class_aux_dn: 1.612813 loss_bbox_aux_dn: 0.777500 loss_giou_aux_dn: 1.798447 loss: 12.811403 eta: 1 day, 6:22:34 batch_cost: 0.4966 data_cost: 0.0014 ips: 8.0552 images/s [04/10 07:15:42] ppdet.engine INFO: Epoch: [55] [3000/7329] learning_rate: 0.000100 loss_class: 0.589503 loss_bbox: 0.126617 loss_giou: 0.401684 loss_class_aux: 3.740453 loss_bbox_aux: 0.819546 loss_giou_aux: 2.524548 loss_class_dn: 0.348078 loss_bbox_dn: 0.128455 loss_giou_dn: 0.375558 loss_class_aux_dn: 1.887460 loss_bbox_aux_dn: 0.751389 loss_giou_aux_dn: 2.146282 loss: 15.446070 eta: 1 day, 6:21:40 batch_cost: 0.4886 data_cost: 0.0014 ips: 8.1863 images/s [04/10 07:16:38] ppdet.engine INFO: Epoch: [55] [3100/7329] learning_rate: 0.000100 loss_class: 0.516110 loss_bbox: 0.130212 loss_giou: 0.408252 loss_class_aux: 3.462111 loss_bbox_aux: 0.851040 loss_giou_aux: 2.505353 loss_class_dn: 0.313757 loss_bbox_dn: 0.128297 loss_giou_dn: 0.366215 loss_class_aux_dn: 1.656491 loss_bbox_aux_dn: 0.808623 loss_giou_aux_dn: 1.995687 loss: 13.217726 eta: 1 day, 6:20:47 batch_cost: 0.4941 data_cost: 0.0012 ips: 8.0953 images/s [04/10 07:17:31] ppdet.engine INFO: Epoch: [55] [3200/7329] learning_rate: 0.000100 loss_class: 0.621320 loss_bbox: 0.138709 loss_giou: 0.447175 loss_class_aux: 3.946561 loss_bbox_aux: 0.897692 loss_giou_aux: 2.744441 loss_class_dn: 0.360436 loss_bbox_dn: 0.134748 loss_giou_dn: 0.389416 loss_class_aux_dn: 1.912519 loss_bbox_aux_dn: 0.824311 loss_giou_aux_dn: 2.182673 loss: 15.284120 eta: 1 day, 6:19:52 batch_cost: 0.4708 data_cost: 0.0012 ips: 8.4955 images/s [04/10 07:18:28] ppdet.engine INFO: Epoch: [55] [3300/7329] learning_rate: 0.000100 loss_class: 0.551374 loss_bbox: 0.139420 loss_giou: 0.341750 loss_class_aux: 3.562950 loss_bbox_aux: 0.923244 loss_giou_aux: 2.220053 loss_class_dn: 0.303993 loss_bbox_dn: 0.139317 loss_giou_dn: 0.315143 loss_class_aux_dn: 1.632095 loss_bbox_aux_dn: 0.859445 loss_giou_aux_dn: 1.800178 loss: 12.625795 eta: 1 day, 6:18:59 batch_cost: 0.5105 data_cost: 0.0014 ips: 7.8351 images/s [04/10 07:19:29] ppdet.engine INFO: Epoch: [55] [3400/7329] learning_rate: 0.000100 loss_class: 0.621399 loss_bbox: 0.156487 loss_giou: 0.414268 loss_class_aux: 3.822135 loss_bbox_aux: 1.020953 loss_giou_aux: 2.642138 loss_class_dn: 0.349920 loss_bbox_dn: 0.156046 loss_giou_dn: 0.377801 loss_class_aux_dn: 1.843252 loss_bbox_aux_dn: 0.930606 loss_giou_aux_dn: 2.134725 loss: 15.120198 eta: 1 day, 6:18:08 batch_cost: 0.5496 data_cost: 0.0013 ips: 7.2781 images/s [04/10 07:20:24] ppdet.engine INFO: Epoch: [55] [3500/7329] learning_rate: 0.000100 loss_class: 0.512330 loss_bbox: 0.134338 loss_giou: 0.331691 loss_class_aux: 3.354192 loss_bbox_aux: 0.860464 loss_giou_aux: 2.119911 loss_class_dn: 0.312648 loss_bbox_dn: 0.132772 loss_giou_dn: 0.316512 loss_class_aux_dn: 1.692179 loss_bbox_aux_dn: 0.788525 loss_giou_aux_dn: 1.786805 loss: 12.648903 eta: 1 day, 6:17:14 batch_cost: 0.4811 data_cost: 0.0013 ips: 8.3149 images/s [04/10 07:21:20] ppdet.engine INFO: Epoch: [55] [3600/7329] learning_rate: 0.000100 loss_class: 0.570781 loss_bbox: 0.146212 loss_giou: 0.407312 loss_class_aux: 3.781106 loss_bbox_aux: 0.904180 loss_giou_aux: 2.461230 loss_class_dn: 0.345568 loss_bbox_dn: 0.141868 loss_giou_dn: 0.355183 loss_class_aux_dn: 1.860485 loss_bbox_aux_dn: 0.812480 loss_giou_aux_dn: 2.001827 loss: 14.227163 eta: 1 day, 6:16:21 batch_cost: 0.5041 data_cost: 0.0013 ips: 7.9352 images/s [04/10 07:22:14] ppdet.engine INFO: Epoch: [55] [3700/7329] learning_rate: 0.000100 loss_class: 0.514638 loss_bbox: 0.126555 loss_giou: 0.356612 loss_class_aux: 3.188811 loss_bbox_aux: 0.845588 loss_giou_aux: 2.273088 loss_class_dn: 0.296795 loss_bbox_dn: 0.140882 loss_giou_dn: 0.323793 loss_class_aux_dn: 1.596881 loss_bbox_aux_dn: 0.846994 loss_giou_aux_dn: 1.838540 loss: 12.827332 eta: 1 day, 6:15:27 batch_cost: 0.4837 data_cost: 0.0014 ips: 8.2688 images/s [04/10 07:23:16] ppdet.engine INFO: Epoch: [55] [3800/7329] learning_rate: 0.000100 loss_class: 0.577928 loss_bbox: 0.140393 loss_giou: 0.379208 loss_class_aux: 3.615067 loss_bbox_aux: 0.906512 loss_giou_aux: 2.351635 loss_class_dn: 0.323607 loss_bbox_dn: 0.139120 loss_giou_dn: 0.362445 loss_class_aux_dn: 1.745009 loss_bbox_aux_dn: 0.796851 loss_giou_aux_dn: 2.000245 loss: 13.876081 eta: 1 day, 6:14:36 batch_cost: 0.5515 data_cost: 0.0013 ips: 7.2525 images/s [04/10 07:24:11] ppdet.engine INFO: Epoch: [55] [3900/7329] learning_rate: 0.000100 loss_class: 0.501544 loss_bbox: 0.119120 loss_giou: 0.330078 loss_class_aux: 3.184832 loss_bbox_aux: 0.785829 loss_giou_aux: 2.037261 loss_class_dn: 0.286392 loss_bbox_dn: 0.126328 loss_giou_dn: 0.289920 loss_class_aux_dn: 1.539488 loss_bbox_aux_dn: 0.759842 loss_giou_aux_dn: 1.601132 loss: 11.662798 eta: 1 day, 6:13:43 batch_cost: 0.4940 data_cost: 0.0013 ips: 8.0967 images/s [04/10 07:25:04] ppdet.engine INFO: Epoch: [55] [4000/7329] learning_rate: 0.000100 loss_class: 0.533446 loss_bbox: 0.135076 loss_giou: 0.403930 loss_class_aux: 3.367072 loss_bbox_aux: 0.875562 loss_giou_aux: 2.602362 loss_class_dn: 0.324647 loss_bbox_dn: 0.121661 loss_giou_dn: 0.358975 loss_class_aux_dn: 1.765394 loss_bbox_aux_dn: 0.697520 loss_giou_aux_dn: 2.009966 loss: 14.068050 eta: 1 day, 6:12:48 batch_cost: 0.4675 data_cost: 0.0014 ips: 8.5558 images/s [04/10 07:25:57] ppdet.engine INFO: Epoch: [55] [4100/7329] learning_rate: 0.000100 loss_class: 0.556320 loss_bbox: 0.131324 loss_giou: 0.359514 loss_class_aux: 3.571154 loss_bbox_aux: 0.837899 loss_giou_aux: 2.302205 loss_class_dn: 0.295822 loss_bbox_dn: 0.139222 loss_giou_dn: 0.330434 loss_class_aux_dn: 1.617932 loss_bbox_aux_dn: 0.839017 loss_giou_aux_dn: 1.919693 loss: 13.768667 eta: 1 day, 6:11:53 batch_cost: 0.4686 data_cost: 0.0012 ips: 8.5364 images/s [04/10 07:26:51] ppdet.engine INFO: Epoch: [55] [4200/7329] learning_rate: 0.000100 loss_class: 0.524851 loss_bbox: 0.121053 loss_giou: 0.328699 loss_class_aux: 3.359571 loss_bbox_aux: 0.828802 loss_giou_aux: 1.983207 loss_class_dn: 0.302915 loss_bbox_dn: 0.124097 loss_giou_dn: 0.298706 loss_class_aux_dn: 1.615900 loss_bbox_aux_dn: 0.743339 loss_giou_aux_dn: 1.679389 loss: 12.223991 eta: 1 day, 6:10:59 batch_cost: 0.4828 data_cost: 0.0015 ips: 8.2851 images/s [04/10 07:27:47] ppdet.engine INFO: Epoch: [55] [4300/7329] learning_rate: 0.000100 loss_class: 0.562832 loss_bbox: 0.118562 loss_giou: 0.365202 loss_class_aux: 3.676223 loss_bbox_aux: 0.822351 loss_giou_aux: 2.316012 loss_class_dn: 0.299614 loss_bbox_dn: 0.131627 loss_giou_dn: 0.343187 loss_class_aux_dn: 1.631042 loss_bbox_aux_dn: 0.827274 loss_giou_aux_dn: 1.911737 loss: 13.041634 eta: 1 day, 6:10:06 batch_cost: 0.5009 data_cost: 0.0013 ips: 7.9854 images/s [04/10 07:28:43] ppdet.engine INFO: Epoch: [55] [4400/7329] learning_rate: 0.000100 loss_class: 0.547062 loss_bbox: 0.128383 loss_giou: 0.342866 loss_class_aux: 3.483197 loss_bbox_aux: 0.831697 loss_giou_aux: 2.204765 loss_class_dn: 0.316351 loss_bbox_dn: 0.139698 loss_giou_dn: 0.305721 loss_class_aux_dn: 1.705116 loss_bbox_aux_dn: 0.793122 loss_giou_aux_dn: 1.760084 loss: 13.162703 eta: 1 day, 6:09:13 batch_cost: 0.5025 data_cost: 0.0012 ips: 7.9605 images/s [04/10 07:29:37] ppdet.engine INFO: Epoch: [55] [4500/7329] learning_rate: 0.000100 loss_class: 0.599736 loss_bbox: 0.144666 loss_giou: 0.467548 loss_class_aux: 3.936356 loss_bbox_aux: 0.940725 loss_giou_aux: 2.884887 loss_class_dn: 0.380133 loss_bbox_dn: 0.135258 loss_giou_dn: 0.438392 loss_class_aux_dn: 2.048307 loss_bbox_aux_dn: 0.816277 loss_giou_aux_dn: 2.448087 loss: 16.114769 eta: 1 day, 6:08:18 batch_cost: 0.4829 data_cost: 0.0013 ips: 8.2837 images/s [04/10 07:30:34] ppdet.engine INFO: Epoch: [55] [4600/7329] learning_rate: 0.000100 loss_class: 0.612650 loss_bbox: 0.142336 loss_giou: 0.372039 loss_class_aux: 3.860317 loss_bbox_aux: 0.937274 loss_giou_aux: 2.424900 loss_class_dn: 0.346711 loss_bbox_dn: 0.146332 loss_giou_dn: 0.365457 loss_class_aux_dn: 1.852936 loss_bbox_aux_dn: 0.854654 loss_giou_aux_dn: 2.046958 loss: 14.534392 eta: 1 day, 6:07:26 batch_cost: 0.5099 data_cost: 0.0012 ips: 7.8443 images/s [04/10 07:31:33] ppdet.engine INFO: Epoch: [55] [4700/7329] learning_rate: 0.000100 loss_class: 0.552578 loss_bbox: 0.141177 loss_giou: 0.324644 loss_class_aux: 3.585962 loss_bbox_aux: 0.910271 loss_giou_aux: 2.113394 loss_class_dn: 0.300036 loss_bbox_dn: 0.134628 loss_giou_dn: 0.295818 loss_class_aux_dn: 1.657833 loss_bbox_aux_dn: 0.778431 loss_giou_aux_dn: 1.697729 loss: 12.655364 eta: 1 day, 6:06:34 batch_cost: 0.5333 data_cost: 0.0012 ips: 7.5002 images/s [04/10 07:32:34] ppdet.engine INFO: Epoch: [55] [4800/7329] learning_rate: 0.000100 loss_class: 0.533379 loss_bbox: 0.110363 loss_giou: 0.333331 loss_class_aux: 3.260328 loss_bbox_aux: 0.763874 loss_giou_aux: 2.090496 loss_class_dn: 0.299905 loss_bbox_dn: 0.117719 loss_giou_dn: 0.291453 loss_class_aux_dn: 1.634683 loss_bbox_aux_dn: 0.707764 loss_giou_aux_dn: 1.678017 loss: 12.364571 eta: 1 day, 6:05:44 batch_cost: 0.5546 data_cost: 0.0012 ips: 7.2121 images/s [04/10 07:33:34] ppdet.engine INFO: Epoch: [55] [4900/7329] learning_rate: 0.000100 loss_class: 0.505491 loss_bbox: 0.139434 loss_giou: 0.318521 loss_class_aux: 3.413759 loss_bbox_aux: 0.885581 loss_giou_aux: 2.025378 loss_class_dn: 0.302641 loss_bbox_dn: 0.140803 loss_giou_dn: 0.302780 loss_class_aux_dn: 1.685683 loss_bbox_aux_dn: 0.827669 loss_giou_aux_dn: 1.720138 loss: 12.764406 eta: 1 day, 6:04:52 batch_cost: 0.5371 data_cost: 0.0012 ips: 7.4479 images/s [04/10 07:34:35] ppdet.engine INFO: Epoch: [55] [5000/7329] learning_rate: 0.000100 loss_class: 0.535608 loss_bbox: 0.119757 loss_giou: 0.367207 loss_class_aux: 3.399642 loss_bbox_aux: 0.780172 loss_giou_aux: 2.223984 loss_class_dn: 0.302430 loss_bbox_dn: 0.120259 loss_giou_dn: 0.323924 loss_class_aux_dn: 1.658420 loss_bbox_aux_dn: 0.728520 loss_giou_aux_dn: 1.849587 loss: 12.770185 eta: 1 day, 6:04:01 batch_cost: 0.5464 data_cost: 0.0012 ips: 7.3200 images/s [04/10 07:35:36] ppdet.engine INFO: Epoch: [55] [5100/7329] learning_rate: 0.000100 loss_class: 0.500924 loss_bbox: 0.132001 loss_giou: 0.328435 loss_class_aux: 3.334533 loss_bbox_aux: 0.839425 loss_giou_aux: 2.078114 loss_class_dn: 0.288387 loss_bbox_dn: 0.139925 loss_giou_dn: 0.315283 loss_class_aux_dn: 1.586626 loss_bbox_aux_dn: 0.848701 loss_giou_aux_dn: 1.728740 loss: 12.611504 eta: 1 day, 6:03:11 batch_cost: 0.5502 data_cost: 0.0015 ips: 7.2702 images/s [04/10 07:36:29] ppdet.engine INFO: Epoch: [55] [5200/7329] learning_rate: 0.000100 loss_class: 0.578074 loss_bbox: 0.123502 loss_giou: 0.365209 loss_class_aux: 3.669402 loss_bbox_aux: 0.825396 loss_giou_aux: 2.311261 loss_class_dn: 0.332948 loss_bbox_dn: 0.124855 loss_giou_dn: 0.327558 loss_class_aux_dn: 1.804119 loss_bbox_aux_dn: 0.758769 loss_giou_aux_dn: 1.946961 loss: 13.177138 eta: 1 day, 6:02:16 batch_cost: 0.4711 data_cost: 0.0013 ips: 8.4900 images/s [04/10 07:37:23] ppdet.engine INFO: Epoch: [55] [5300/7329] learning_rate: 0.000100 loss_class: 0.605477 loss_bbox: 0.149494 loss_giou: 0.400745 loss_class_aux: 3.826554 loss_bbox_aux: 0.999312 loss_giou_aux: 2.503188 loss_class_dn: 0.347234 loss_bbox_dn: 0.131940 loss_giou_dn: 0.377862 loss_class_aux_dn: 1.925168 loss_bbox_aux_dn: 0.867354 loss_giou_aux_dn: 2.073179 loss: 14.278532 eta: 1 day, 6:01:22 batch_cost: 0.4848 data_cost: 0.0013 ips: 8.2501 images/s [04/10 07:38:18] ppdet.engine INFO: Epoch: [55] [5400/7329] learning_rate: 0.000100 loss_class: 0.576173 loss_bbox: 0.143754 loss_giou: 0.420551 loss_class_aux: 3.699183 loss_bbox_aux: 0.927170 loss_giou_aux: 2.683683 loss_class_dn: 0.356312 loss_bbox_dn: 0.138293 loss_giou_dn: 0.386091 loss_class_aux_dn: 1.868390 loss_bbox_aux_dn: 0.890327 loss_giou_aux_dn: 2.242375 loss: 15.037048 eta: 1 day, 6:00:28 batch_cost: 0.4880 data_cost: 0.0013 ips: 8.1964 images/s [04/10 07:39:15] ppdet.engine INFO: Epoch: [55] [5500/7329] learning_rate: 0.000100 loss_class: 0.547485 loss_bbox: 0.142349 loss_giou: 0.389745 loss_class_aux: 3.472340 loss_bbox_aux: 0.894467 loss_giou_aux: 2.430210 loss_class_dn: 0.295911 loss_bbox_dn: 0.144560 loss_giou_dn: 0.332632 loss_class_aux_dn: 1.577048 loss_bbox_aux_dn: 0.869486 loss_giou_aux_dn: 1.844706 loss: 12.580308 eta: 1 day, 5:59:35 batch_cost: 0.5083 data_cost: 0.0014 ips: 7.8696 images/s [04/10 07:40:12] ppdet.engine INFO: Epoch: [55] [5600/7329] learning_rate: 0.000100 loss_class: 0.508607 loss_bbox: 0.131009 loss_giou: 0.372463 loss_class_aux: 3.322454 loss_bbox_aux: 0.857151 loss_giou_aux: 2.426517 loss_class_dn: 0.299792 loss_bbox_dn: 0.131693 loss_giou_dn: 0.339551 loss_class_aux_dn: 1.648001 loss_bbox_aux_dn: 0.795782 loss_giou_aux_dn: 1.904171 loss: 12.893362 eta: 1 day, 5:58:43 batch_cost: 0.5095 data_cost: 0.0012 ips: 7.8504 images/s [04/10 07:41:08] ppdet.engine INFO: Epoch: [55] [5700/7329] learning_rate: 0.000100 loss_class: 0.585599 loss_bbox: 0.138708 loss_giou: 0.428346 loss_class_aux: 3.809062 loss_bbox_aux: 0.917356 loss_giou_aux: 2.699852 loss_class_dn: 0.363975 loss_bbox_dn: 0.139618 loss_giou_dn: 0.393334 loss_class_aux_dn: 1.955302 loss_bbox_aux_dn: 0.840751 loss_giou_aux_dn: 2.186045 loss: 14.794951 eta: 1 day, 5:57:49 batch_cost: 0.4973 data_cost: 0.0014 ips: 8.0442 images/s [04/10 07:42:02] ppdet.engine INFO: Epoch: [55] [5800/7329] learning_rate: 0.000100 loss_class: 0.543187 loss_bbox: 0.129129 loss_giou: 0.349408 loss_class_aux: 3.494873 loss_bbox_aux: 0.871292 loss_giou_aux: 2.306478 loss_class_dn: 0.302691 loss_bbox_dn: 0.142117 loss_giou_dn: 0.347123 loss_class_aux_dn: 1.672600 loss_bbox_aux_dn: 0.832886 loss_giou_aux_dn: 1.867069 loss: 12.847004 eta: 1 day, 5:56:55 batch_cost: 0.4765 data_cost: 0.0013 ips: 8.3937 images/s [04/10 07:42:57] ppdet.engine INFO: Epoch: [55] [5900/7329] learning_rate: 0.000100 loss_class: 0.547692 loss_bbox: 0.148833 loss_giou: 0.348980 loss_class_aux: 3.552730 loss_bbox_aux: 0.912454 loss_giou_aux: 2.171345 loss_class_dn: 0.315797 loss_bbox_dn: 0.149350 loss_giou_dn: 0.329387 loss_class_aux_dn: 1.671731 loss_bbox_aux_dn: 0.889832 loss_giou_aux_dn: 1.841956 loss: 13.528716 eta: 1 day, 5:56:01 batch_cost: 0.4956 data_cost: 0.0012 ips: 8.0716 images/s [04/10 07:43:52] ppdet.engine INFO: Epoch: [55] [6000/7329] learning_rate: 0.000100 loss_class: 0.508329 loss_bbox: 0.123338 loss_giou: 0.343408 loss_class_aux: 3.347922 loss_bbox_aux: 0.796951 loss_giou_aux: 2.239694 loss_class_dn: 0.293519 loss_bbox_dn: 0.111207 loss_giou_dn: 0.317748 loss_class_aux_dn: 1.600149 loss_bbox_aux_dn: 0.675188 loss_giou_aux_dn: 1.767738 loss: 12.725823 eta: 1 day, 5:55:07 batch_cost: 0.4846 data_cost: 0.0013 ips: 8.2548 images/s [04/10 07:44:46] ppdet.engine INFO: Epoch: [55] [6100/7329] learning_rate: 0.000100 loss_class: 0.525494 loss_bbox: 0.123069 loss_giou: 0.385279 loss_class_aux: 3.256847 loss_bbox_aux: 0.848873 loss_giou_aux: 2.481638 loss_class_dn: 0.325031 loss_bbox_dn: 0.124856 loss_giou_dn: 0.371404 loss_class_aux_dn: 1.772921 loss_bbox_aux_dn: 0.782373 loss_giou_aux_dn: 2.012379 loss: 13.934994 eta: 1 day, 5:54:13 batch_cost: 0.4788 data_cost: 0.0013 ips: 8.3541 images/s [04/10 07:45:40] ppdet.engine INFO: Epoch: [55] [6200/7329] learning_rate: 0.000100 loss_class: 0.588190 loss_bbox: 0.143610 loss_giou: 0.388030 loss_class_aux: 3.836575 loss_bbox_aux: 0.971107 loss_giou_aux: 2.397246 loss_class_dn: 0.327006 loss_bbox_dn: 0.149564 loss_giou_dn: 0.361802 loss_class_aux_dn: 1.753981 loss_bbox_aux_dn: 0.865386 loss_giou_aux_dn: 1.970882 loss: 13.571424 eta: 1 day, 5:53:19 batch_cost: 0.4835 data_cost: 0.0013 ips: 8.2725 images/s [04/10 07:46:37] ppdet.engine INFO: Epoch: [55] [6300/7329] learning_rate: 0.000100 loss_class: 0.555168 loss_bbox: 0.136513 loss_giou: 0.452480 loss_class_aux: 3.481265 loss_bbox_aux: 0.939342 loss_giou_aux: 2.848509 loss_class_dn: 0.339133 loss_bbox_dn: 0.142648 loss_giou_dn: 0.406463 loss_class_aux_dn: 1.834241 loss_bbox_aux_dn: 0.843381 loss_giou_aux_dn: 2.252009 loss: 14.657894 eta: 1 day, 5:52:26 batch_cost: 0.5066 data_cost: 0.0012 ips: 7.8950 images/s [04/10 07:47:32] ppdet.engine INFO: Epoch: [55] [6400/7329] learning_rate: 0.000100 loss_class: 0.656798 loss_bbox: 0.156032 loss_giou: 0.406538 loss_class_aux: 4.081317 loss_bbox_aux: 1.076351 loss_giou_aux: 2.658941 loss_class_dn: 0.367601 loss_bbox_dn: 0.160406 loss_giou_dn: 0.386721 loss_class_aux_dn: 1.995016 loss_bbox_aux_dn: 0.950969 loss_giou_aux_dn: 2.141966 loss: 15.650093 eta: 1 day, 5:51:33 batch_cost: 0.4967 data_cost: 0.0013 ips: 8.0525 images/s [04/10 07:48:30] ppdet.engine INFO: Epoch: [55] [6500/7329] learning_rate: 0.000100 loss_class: 0.543307 loss_bbox: 0.141824 loss_giou: 0.403625 loss_class_aux: 3.420075 loss_bbox_aux: 0.864186 loss_giou_aux: 2.648975 loss_class_dn: 0.329210 loss_bbox_dn: 0.139094 loss_giou_dn: 0.380024 loss_class_aux_dn: 1.791652 loss_bbox_aux_dn: 0.854610 loss_giou_aux_dn: 2.078761 loss: 13.584884 eta: 1 day, 5:50:40 batch_cost: 0.5175 data_cost: 0.0012 ips: 7.7294 images/s [04/10 07:49:29] ppdet.engine INFO: Epoch: [55] [6600/7329] learning_rate: 0.000100 loss_class: 0.556048 loss_bbox: 0.128464 loss_giou: 0.365082 loss_class_aux: 3.400521 loss_bbox_aux: 0.871915 loss_giou_aux: 2.316397 loss_class_dn: 0.323939 loss_bbox_dn: 0.127539 loss_giou_dn: 0.365974 loss_class_aux_dn: 1.764728 loss_bbox_aux_dn: 0.759321 loss_giou_aux_dn: 2.041208 loss: 13.625937 eta: 1 day, 5:49:49 batch_cost: 0.5309 data_cost: 0.0012 ips: 7.5347 images/s [04/10 07:50:22] ppdet.engine INFO: Epoch: [55] [6700/7329] learning_rate: 0.000100 loss_class: 0.629912 loss_bbox: 0.146662 loss_giou: 0.429338 loss_class_aux: 4.024526 loss_bbox_aux: 0.979416 loss_giou_aux: 2.708098 loss_class_dn: 0.349512 loss_bbox_dn: 0.151018 loss_giou_dn: 0.401758 loss_class_aux_dn: 1.882952 loss_bbox_aux_dn: 0.850631 loss_giou_aux_dn: 2.267298 loss: 15.354545 eta: 1 day, 5:48:54 batch_cost: 0.4742 data_cost: 0.0012 ips: 8.4357 images/s [04/10 07:51:19] ppdet.engine INFO: Epoch: [55] [6800/7329] learning_rate: 0.000100 loss_class: 0.566748 loss_bbox: 0.134689 loss_giou: 0.370147 loss_class_aux: 3.666547 loss_bbox_aux: 0.888689 loss_giou_aux: 2.402749 loss_class_dn: 0.323725 loss_bbox_dn: 0.141258 loss_giou_dn: 0.354357 loss_class_aux_dn: 1.756320 loss_bbox_aux_dn: 0.863959 loss_giou_aux_dn: 1.941632 loss: 13.487947 eta: 1 day, 5:48:01 batch_cost: 0.5090 data_cost: 0.0013 ips: 7.8582 images/s [04/10 07:52:12] ppdet.engine INFO: Epoch: [55] [6900/7329] learning_rate: 0.000100 loss_class: 0.560254 loss_bbox: 0.121758 loss_giou: 0.347405 loss_class_aux: 3.698787 loss_bbox_aux: 0.837603 loss_giou_aux: 2.166295 loss_class_dn: 0.300629 loss_bbox_dn: 0.145936 loss_giou_dn: 0.316864 loss_class_aux_dn: 1.623975 loss_bbox_aux_dn: 0.870185 loss_giou_aux_dn: 1.811452 loss: 12.874592 eta: 1 day, 5:47:07 batch_cost: 0.4772 data_cost: 0.0013 ips: 8.3830 images/s [04/10 07:53:06] ppdet.engine INFO: Epoch: [55] [7000/7329] learning_rate: 0.000100 loss_class: 0.596612 loss_bbox: 0.131262 loss_giou: 0.411754 loss_class_aux: 3.749985 loss_bbox_aux: 0.900328 loss_giou_aux: 2.492695 loss_class_dn: 0.346410 loss_bbox_dn: 0.140251 loss_giou_dn: 0.368206 loss_class_aux_dn: 1.882424 loss_bbox_aux_dn: 0.853296 loss_giou_aux_dn: 2.074792 loss: 13.862771 eta: 1 day, 5:46:12 batch_cost: 0.4727 data_cost: 0.0012 ips: 8.4612 images/s [04/10 07:54:07] ppdet.engine INFO: Epoch: [55] [7100/7329] learning_rate: 0.000100 loss_class: 0.516888 loss_bbox: 0.125132 loss_giou: 0.370433 loss_class_aux: 3.201163 loss_bbox_aux: 0.869549 loss_giou_aux: 2.343091 loss_class_dn: 0.322060 loss_bbox_dn: 0.135794 loss_giou_dn: 0.334747 loss_class_aux_dn: 1.742513 loss_bbox_aux_dn: 0.816564 loss_giou_aux_dn: 1.894732 loss: 13.179193 eta: 1 day, 5:45:22 batch_cost: 0.5578 data_cost: 0.0012 ips: 7.1705 images/s [04/10 07:55:03] ppdet.engine INFO: Epoch: [55] [7200/7329] learning_rate: 0.000100 loss_class: 0.548198 loss_bbox: 0.142987 loss_giou: 0.373245 loss_class_aux: 3.503225 loss_bbox_aux: 0.900119 loss_giou_aux: 2.296180 loss_class_dn: 0.332213 loss_bbox_dn: 0.138808 loss_giou_dn: 0.346058 loss_class_aux_dn: 1.783789 loss_bbox_aux_dn: 0.824680 loss_giou_aux_dn: 1.961472 loss: 13.933460 eta: 1 day, 5:44:29 batch_cost: 0.5029 data_cost: 0.0012 ips: 7.9537 images/s [04/10 07:56:03] ppdet.engine INFO: Epoch: [55] [7300/7329] learning_rate: 0.000100 loss_class: 0.628174 loss_bbox: 0.148261 loss_giou: 0.378048 loss_class_aux: 4.029571 loss_bbox_aux: 0.978077 loss_giou_aux: 2.499197 loss_class_dn: 0.365273 loss_bbox_dn: 0.157175 loss_giou_dn: 0.401495 loss_class_aux_dn: 1.916608 loss_bbox_aux_dn: 0.920817 loss_giou_aux_dn: 2.222753 loss: 14.929085 eta: 1 day, 5:43:38 batch_cost: 0.5379 data_cost: 0.0012 ips: 7.4367 images/s [04/10 07:56:23] ppdet.engine INFO: Eval iter: 0 [04/10 07:56:48] ppdet.engine INFO: Eval iter: 100 [04/10 07:57:13] ppdet.engine INFO: Eval iter: 200 [04/10 07:57:39] ppdet.engine INFO: Eval iter: 300 [04/10 07:58:05] ppdet.engine INFO: Eval iter: 400 [04/10 07:58:30] ppdet.engine INFO: Eval iter: 500 [04/10 07:58:56] ppdet.engine INFO: Eval iter: 600 [04/10 07:59:24] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.55s) creating index... index created! [04/10 07:59:25] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.26s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=110.01s). Accumulating evaluation results... DONE (t=26.50s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.338 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.388 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.541 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 [04/10 08:02:05] ppdet.engine INFO: Total sample number: 5000, average FPS: 31.249048357007993 [04/10 08:02:05] ppdet.engine INFO: Best test bbox ap is 0.527. [04/10 08:02:06] ppdet.engine INFO: Epoch: [56] [ 0/7329] learning_rate: 0.000100 loss_class: 0.595013 loss_bbox: 0.151184 loss_giou: 0.439208 loss_class_aux: 3.726149 loss_bbox_aux: 0.998405 loss_giou_aux: 2.770288 loss_class_dn: 0.365459 loss_bbox_dn: 0.153705 loss_giou_dn: 0.415519 loss_class_aux_dn: 1.924165 loss_bbox_aux_dn: 0.884340 loss_giou_aux_dn: 2.339786 loss: 15.215340 eta: 1 day, 5:43:22 batch_cost: 0.5087 data_cost: 0.0013 ips: 7.8636 images/s [04/10 08:03:01] ppdet.engine INFO: Epoch: [56] [ 100/7329] learning_rate: 0.000100 loss_class: 0.543535 loss_bbox: 0.121451 loss_giou: 0.340858 loss_class_aux: 3.413098 loss_bbox_aux: 0.831388 loss_giou_aux: 2.207703 loss_class_dn: 0.293970 loss_bbox_dn: 0.123427 loss_giou_dn: 0.320021 loss_class_aux_dn: 1.565528 loss_bbox_aux_dn: 0.748662 loss_giou_aux_dn: 1.754346 loss: 13.367811 eta: 1 day, 5:42:28 batch_cost: 0.4839 data_cost: 0.0014 ips: 8.2656 images/s [04/10 08:04:01] ppdet.engine INFO: Epoch: [56] [ 200/7329] learning_rate: 0.000100 loss_class: 0.605305 loss_bbox: 0.131181 loss_giou: 0.391693 loss_class_aux: 3.948098 loss_bbox_aux: 0.847872 loss_giou_aux: 2.489682 loss_class_dn: 0.334719 loss_bbox_dn: 0.126228 loss_giou_dn: 0.350718 loss_class_aux_dn: 1.815545 loss_bbox_aux_dn: 0.753790 loss_giou_aux_dn: 2.031459 loss: 13.532309 eta: 1 day, 5:41:36 batch_cost: 0.5351 data_cost: 0.0013 ips: 7.4746 images/s [04/10 08:04:57] ppdet.engine INFO: Epoch: [56] [ 300/7329] learning_rate: 0.000100 loss_class: 0.556466 loss_bbox: 0.132821 loss_giou: 0.396423 loss_class_aux: 3.540690 loss_bbox_aux: 0.893047 loss_giou_aux: 2.453588 loss_class_dn: 0.344046 loss_bbox_dn: 0.137147 loss_giou_dn: 0.383479 loss_class_aux_dn: 1.827226 loss_bbox_aux_dn: 0.813534 loss_giou_aux_dn: 2.144012 loss: 13.589291 eta: 1 day, 5:40:43 batch_cost: 0.5029 data_cost: 0.0013 ips: 7.9534 images/s [04/10 08:05:49] ppdet.engine INFO: Epoch: [56] [ 400/7329] learning_rate: 0.000100 loss_class: 0.501303 loss_bbox: 0.120705 loss_giou: 0.327943 loss_class_aux: 3.134107 loss_bbox_aux: 0.814337 loss_giou_aux: 2.110136 loss_class_dn: 0.281412 loss_bbox_dn: 0.127928 loss_giou_dn: 0.308215 loss_class_aux_dn: 1.521480 loss_bbox_aux_dn: 0.827808 loss_giou_aux_dn: 1.725173 loss: 12.132719 eta: 1 day, 5:39:48 batch_cost: 0.4664 data_cost: 0.0014 ips: 8.5759 images/s [04/10 08:06:43] ppdet.engine INFO: Epoch: [56] [ 500/7329] learning_rate: 0.000100 loss_class: 0.582984 loss_bbox: 0.138158 loss_giou: 0.385174 loss_class_aux: 3.673899 loss_bbox_aux: 0.890366 loss_giou_aux: 2.506358 loss_class_dn: 0.326561 loss_bbox_dn: 0.139406 loss_giou_dn: 0.358783 loss_class_aux_dn: 1.742051 loss_bbox_aux_dn: 0.821661 loss_giou_aux_dn: 2.047534 loss: 14.004839 eta: 1 day, 5:38:54 batch_cost: 0.4763 data_cost: 0.0012 ips: 8.3988 images/s [04/10 08:07:43] ppdet.engine INFO: Epoch: [56] [ 600/7329] learning_rate: 0.000100 loss_class: 0.574585 loss_bbox: 0.135778 loss_giou: 0.373225 loss_class_aux: 3.711601 loss_bbox_aux: 0.846376 loss_giou_aux: 2.359498 loss_class_dn: 0.345085 loss_bbox_dn: 0.130310 loss_giou_dn: 0.345301 loss_class_aux_dn: 1.828973 loss_bbox_aux_dn: 0.746352 loss_giou_aux_dn: 1.904933 loss: 14.022840 eta: 1 day, 5:38:03 batch_cost: 0.5429 data_cost: 0.0013 ips: 7.3673 images/s [04/10 08:08:44] ppdet.engine INFO: Epoch: [56] [ 700/7329] learning_rate: 0.000100 loss_class: 0.631425 loss_bbox: 0.137652 loss_giou: 0.459294 loss_class_aux: 4.058650 loss_bbox_aux: 0.894070 loss_giou_aux: 2.890226 loss_class_dn: 0.359443 loss_bbox_dn: 0.134655 loss_giou_dn: 0.408043 loss_class_aux_dn: 1.940036 loss_bbox_aux_dn: 0.801387 loss_giou_aux_dn: 2.219863 loss: 15.175528 eta: 1 day, 5:37:12 batch_cost: 0.5393 data_cost: 0.0015 ips: 7.4174 images/s [04/10 08:09:46] ppdet.engine INFO: Epoch: [56] [ 800/7329] learning_rate: 0.000100 loss_class: 0.574451 loss_bbox: 0.126285 loss_giou: 0.400270 loss_class_aux: 3.697856 loss_bbox_aux: 0.891153 loss_giou_aux: 2.469799 loss_class_dn: 0.310495 loss_bbox_dn: 0.115611 loss_giou_dn: 0.361021 loss_class_aux_dn: 1.669649 loss_bbox_aux_dn: 0.704254 loss_giou_aux_dn: 2.070880 loss: 13.446926 eta: 1 day, 5:36:22 batch_cost: 0.5625 data_cost: 0.0012 ips: 7.1114 images/s [04/10 08:10:42] ppdet.engine INFO: Epoch: [56] [ 900/7329] learning_rate: 0.000100 loss_class: 0.519509 loss_bbox: 0.114251 loss_giou: 0.337623 loss_class_aux: 3.204338 loss_bbox_aux: 0.754000 loss_giou_aux: 2.154235 loss_class_dn: 0.301461 loss_bbox_dn: 0.113286 loss_giou_dn: 0.312707 loss_class_aux_dn: 1.665104 loss_bbox_aux_dn: 0.695298 loss_giou_aux_dn: 1.761415 loss: 12.735981 eta: 1 day, 5:35:28 batch_cost: 0.4978 data_cost: 0.0012 ips: 8.0360 images/s [04/10 08:11:35] ppdet.engine INFO: Epoch: [56] [1000/7329] learning_rate: 0.000100 loss_class: 0.578245 loss_bbox: 0.144991 loss_giou: 0.378424 loss_class_aux: 3.646606 loss_bbox_aux: 0.970069 loss_giou_aux: 2.383370 loss_class_dn: 0.317829 loss_bbox_dn: 0.160192 loss_giou_dn: 0.362770 loss_class_aux_dn: 1.719558 loss_bbox_aux_dn: 0.932920 loss_giou_aux_dn: 1.969458 loss: 13.773115 eta: 1 day, 5:34:34 batch_cost: 0.4784 data_cost: 0.0014 ips: 8.3609 images/s [04/10 08:12:31] ppdet.engine INFO: Epoch: [56] [1100/7329] learning_rate: 0.000100 loss_class: 0.617596 loss_bbox: 0.150384 loss_giou: 0.415639 loss_class_aux: 3.983963 loss_bbox_aux: 0.966469 loss_giou_aux: 2.678395 loss_class_dn: 0.357881 loss_bbox_dn: 0.141827 loss_giou_dn: 0.388612 loss_class_aux_dn: 1.947177 loss_bbox_aux_dn: 0.846800 loss_giou_aux_dn: 2.182082 loss: 15.425266 eta: 1 day, 5:33:41 batch_cost: 0.4972 data_cost: 0.0012 ips: 8.0448 images/s [04/10 08:13:29] ppdet.engine INFO: Epoch: [56] [1200/7329] learning_rate: 0.000100 loss_class: 0.581220 loss_bbox: 0.142968 loss_giou: 0.469290 loss_class_aux: 3.606135 loss_bbox_aux: 0.949096 loss_giou_aux: 2.952023 loss_class_dn: 0.350842 loss_bbox_dn: 0.134780 loss_giou_dn: 0.421861 loss_class_aux_dn: 1.876773 loss_bbox_aux_dn: 0.814962 loss_giou_aux_dn: 2.278758 loss: 14.770300 eta: 1 day, 5:32:48 batch_cost: 0.5114 data_cost: 0.0013 ips: 7.8218 images/s [04/10 08:14:24] ppdet.engine INFO: Epoch: [56] [1300/7329] learning_rate: 0.000100 loss_class: 0.572084 loss_bbox: 0.144040 loss_giou: 0.370721 loss_class_aux: 3.771505 loss_bbox_aux: 0.927008 loss_giou_aux: 2.379420 loss_class_dn: 0.332697 loss_bbox_dn: 0.134725 loss_giou_dn: 0.345909 loss_class_aux_dn: 1.744630 loss_bbox_aux_dn: 0.847517 loss_giou_aux_dn: 1.930183 loss: 13.567335 eta: 1 day, 5:31:55 batch_cost: 0.4963 data_cost: 0.0012 ips: 8.0593 images/s [04/10 08:15:21] ppdet.engine INFO: Epoch: [56] [1400/7329] learning_rate: 0.000100 loss_class: 0.544513 loss_bbox: 0.132059 loss_giou: 0.362164 loss_class_aux: 3.475064 loss_bbox_aux: 0.837298 loss_giou_aux: 2.245510 loss_class_dn: 0.332307 loss_bbox_dn: 0.131163 loss_giou_dn: 0.336730 loss_class_aux_dn: 1.785998 loss_bbox_aux_dn: 0.778495 loss_giou_aux_dn: 1.891391 loss: 13.647972 eta: 1 day, 5:31:02 batch_cost: 0.5128 data_cost: 0.0012 ips: 7.7998 images/s [04/10 08:16:17] ppdet.engine INFO: Epoch: [56] [1500/7329] learning_rate: 0.000100 loss_class: 0.517104 loss_bbox: 0.126270 loss_giou: 0.340536 loss_class_aux: 3.434345 loss_bbox_aux: 0.819885 loss_giou_aux: 2.127341 loss_class_dn: 0.300566 loss_bbox_dn: 0.122136 loss_giou_dn: 0.310929 loss_class_aux_dn: 1.647782 loss_bbox_aux_dn: 0.714864 loss_giou_aux_dn: 1.779330 loss: 12.777142 eta: 1 day, 5:30:09 batch_cost: 0.4979 data_cost: 0.0013 ips: 8.0330 images/s [04/10 08:17:10] ppdet.engine INFO: Epoch: [56] [1600/7329] learning_rate: 0.000100 loss_class: 0.594259 loss_bbox: 0.143528 loss_giou: 0.353621 loss_class_aux: 3.811570 loss_bbox_aux: 0.910466 loss_giou_aux: 2.223576 loss_class_dn: 0.335903 loss_bbox_dn: 0.155327 loss_giou_dn: 0.313664 loss_class_aux_dn: 1.796629 loss_bbox_aux_dn: 0.923237 loss_giou_aux_dn: 1.793055 loss: 13.402603 eta: 1 day, 5:29:14 batch_cost: 0.4748 data_cost: 0.0012 ips: 8.4239 images/s [04/10 08:18:09] ppdet.engine INFO: Epoch: [56] [1700/7329] learning_rate: 0.000100 loss_class: 0.563697 loss_bbox: 0.128405 loss_giou: 0.363471 loss_class_aux: 3.593324 loss_bbox_aux: 0.873876 loss_giou_aux: 2.314956 loss_class_dn: 0.321840 loss_bbox_dn: 0.132289 loss_giou_dn: 0.345665 loss_class_aux_dn: 1.742363 loss_bbox_aux_dn: 0.796290 loss_giou_aux_dn: 1.937592 loss: 13.232051 eta: 1 day, 5:28:23 batch_cost: 0.5325 data_cost: 0.0012 ips: 7.5122 images/s [04/10 08:19:08] ppdet.engine INFO: Epoch: [56] [1800/7329] learning_rate: 0.000100 loss_class: 0.610270 loss_bbox: 0.126616 loss_giou: 0.424746 loss_class_aux: 3.749164 loss_bbox_aux: 0.795682 loss_giou_aux: 2.697745 loss_class_dn: 0.342637 loss_bbox_dn: 0.135439 loss_giou_dn: 0.393438 loss_class_aux_dn: 1.842336 loss_bbox_aux_dn: 0.784013 loss_giou_aux_dn: 2.219194 loss: 14.778765 eta: 1 day, 5:27:31 batch_cost: 0.5328 data_cost: 0.0012 ips: 7.5072 images/s [04/10 08:20:10] ppdet.engine INFO: Epoch: [56] [1900/7329] learning_rate: 0.000100 loss_class: 0.533220 loss_bbox: 0.134388 loss_giou: 0.360720 loss_class_aux: 3.307423 loss_bbox_aux: 0.883702 loss_giou_aux: 2.207082 loss_class_dn: 0.314330 loss_bbox_dn: 0.133505 loss_giou_dn: 0.302500 loss_class_aux_dn: 1.653341 loss_bbox_aux_dn: 0.795780 loss_giou_aux_dn: 1.741842 loss: 12.711534 eta: 1 day, 5:26:41 batch_cost: 0.5645 data_cost: 0.0012 ips: 7.0856 images/s [04/10 08:21:11] ppdet.engine INFO: Epoch: [56] [2000/7329] learning_rate: 0.000100 loss_class: 0.553895 loss_bbox: 0.129701 loss_giou: 0.342009 loss_class_aux: 3.489473 loss_bbox_aux: 0.866288 loss_giou_aux: 2.224583 loss_class_dn: 0.304553 loss_bbox_dn: 0.132764 loss_giou_dn: 0.317360 loss_class_aux_dn: 1.612160 loss_bbox_aux_dn: 0.872683 loss_giou_aux_dn: 1.836333 loss: 12.958971 eta: 1 day, 5:25:50 batch_cost: 0.5443 data_cost: 0.0012 ips: 7.3491 images/s [04/10 08:22:06] ppdet.engine INFO: Epoch: [56] [2100/7329] learning_rate: 0.000100 loss_class: 0.579367 loss_bbox: 0.117106 loss_giou: 0.390761 loss_class_aux: 3.625874 loss_bbox_aux: 0.818273 loss_giou_aux: 2.677799 loss_class_dn: 0.323707 loss_bbox_dn: 0.116127 loss_giou_dn: 0.385583 loss_class_aux_dn: 1.717952 loss_bbox_aux_dn: 0.749940 loss_giou_aux_dn: 2.135629 loss: 14.003998 eta: 1 day, 5:24:57 batch_cost: 0.4973 data_cost: 0.0013 ips: 8.0426 images/s [04/10 08:23:03] ppdet.engine INFO: Epoch: [56] [2200/7329] learning_rate: 0.000100 loss_class: 0.564305 loss_bbox: 0.125719 loss_giou: 0.328615 loss_class_aux: 3.608795 loss_bbox_aux: 0.849977 loss_giou_aux: 2.094835 loss_class_dn: 0.296133 loss_bbox_dn: 0.128533 loss_giou_dn: 0.282876 loss_class_aux_dn: 1.654278 loss_bbox_aux_dn: 0.766418 loss_giou_aux_dn: 1.605748 loss: 12.110039 eta: 1 day, 5:24:04 batch_cost: 0.4973 data_cost: 0.0014 ips: 8.0430 images/s [04/10 08:23:57] ppdet.engine INFO: Epoch: [56] [2300/7329] learning_rate: 0.000100 loss_class: 0.599408 loss_bbox: 0.128624 loss_giou: 0.380991 loss_class_aux: 3.735090 loss_bbox_aux: 0.795489 loss_giou_aux: 2.385345 loss_class_dn: 0.327522 loss_bbox_dn: 0.129916 loss_giou_dn: 0.360950 loss_class_aux_dn: 1.796462 loss_bbox_aux_dn: 0.817185 loss_giou_aux_dn: 2.015841 loss: 14.040749 eta: 1 day, 5:23:10 batch_cost: 0.4841 data_cost: 0.0013 ips: 8.2626 images/s [04/10 08:24:52] ppdet.engine INFO: Epoch: [56] [2400/7329] learning_rate: 0.000100 loss_class: 0.528112 loss_bbox: 0.128423 loss_giou: 0.377652 loss_class_aux: 3.424120 loss_bbox_aux: 0.860303 loss_giou_aux: 2.404655 loss_class_dn: 0.334828 loss_bbox_dn: 0.136949 loss_giou_dn: 0.353237 loss_class_aux_dn: 1.790968 loss_bbox_aux_dn: 0.821068 loss_giou_aux_dn: 1.958479 loss: 13.555290 eta: 1 day, 5:22:16 batch_cost: 0.4825 data_cost: 0.0013 ips: 8.2895 images/s [04/10 08:25:50] ppdet.engine INFO: Epoch: [56] [2500/7329] learning_rate: 0.000100 loss_class: 0.530388 loss_bbox: 0.126334 loss_giou: 0.348702 loss_class_aux: 3.403220 loss_bbox_aux: 0.792898 loss_giou_aux: 2.204618 loss_class_dn: 0.318866 loss_bbox_dn: 0.122758 loss_giou_dn: 0.333595 loss_class_aux_dn: 1.723526 loss_bbox_aux_dn: 0.730235 loss_giou_aux_dn: 1.847134 loss: 13.300713 eta: 1 day, 5:21:24 batch_cost: 0.5234 data_cost: 0.0012 ips: 7.6427 images/s [04/10 08:26:45] ppdet.engine INFO: Epoch: [56] [2600/7329] learning_rate: 0.000100 loss_class: 0.614561 loss_bbox: 0.137301 loss_giou: 0.362977 loss_class_aux: 4.047492 loss_bbox_aux: 0.892946 loss_giou_aux: 2.416370 loss_class_dn: 0.349240 loss_bbox_dn: 0.157276 loss_giou_dn: 0.365537 loss_class_aux_dn: 1.934429 loss_bbox_aux_dn: 0.918475 loss_giou_aux_dn: 2.047271 loss: 14.752897 eta: 1 day, 5:20:30 batch_cost: 0.4919 data_cost: 0.0013 ips: 8.1321 images/s [04/10 08:27:42] ppdet.engine INFO: Epoch: [56] [2700/7329] learning_rate: 0.000100 loss_class: 0.592215 loss_bbox: 0.136581 loss_giou: 0.412682 loss_class_aux: 3.804978 loss_bbox_aux: 0.910336 loss_giou_aux: 2.613131 loss_class_dn: 0.351184 loss_bbox_dn: 0.133686 loss_giou_dn: 0.355589 loss_class_aux_dn: 1.889882 loss_bbox_aux_dn: 0.800537 loss_giou_aux_dn: 1.988604 loss: 13.734506 eta: 1 day, 5:19:37 batch_cost: 0.5033 data_cost: 0.0012 ips: 7.9483 images/s [04/10 08:28:36] ppdet.engine INFO: Epoch: [56] [2800/7329] learning_rate: 0.000100 loss_class: 0.549721 loss_bbox: 0.121381 loss_giou: 0.345393 loss_class_aux: 3.539478 loss_bbox_aux: 0.769710 loss_giou_aux: 2.223383 loss_class_dn: 0.303898 loss_bbox_dn: 0.123895 loss_giou_dn: 0.334443 loss_class_aux_dn: 1.659790 loss_bbox_aux_dn: 0.778172 loss_giou_aux_dn: 1.884336 loss: 13.337840 eta: 1 day, 5:18:43 batch_cost: 0.4845 data_cost: 0.0013 ips: 8.2559 images/s [04/10 08:29:34] ppdet.engine INFO: Epoch: [56] [2900/7329] learning_rate: 0.000100 loss_class: 0.532541 loss_bbox: 0.126971 loss_giou: 0.351360 loss_class_aux: 3.535735 loss_bbox_aux: 0.827453 loss_giou_aux: 2.358683 loss_class_dn: 0.319645 loss_bbox_dn: 0.132370 loss_giou_dn: 0.351404 loss_class_aux_dn: 1.707324 loss_bbox_aux_dn: 0.795529 loss_giou_aux_dn: 1.951927 loss: 13.470304 eta: 1 day, 5:17:51 batch_cost: 0.5190 data_cost: 0.0012 ips: 7.7070 images/s [04/10 08:30:32] ppdet.engine INFO: Epoch: [56] [3000/7329] learning_rate: 0.000100 loss_class: 0.602004 loss_bbox: 0.147376 loss_giou: 0.352309 loss_class_aux: 3.734254 loss_bbox_aux: 0.952701 loss_giou_aux: 2.400027 loss_class_dn: 0.337216 loss_bbox_dn: 0.141313 loss_giou_dn: 0.375453 loss_class_aux_dn: 1.843007 loss_bbox_aux_dn: 0.807593 loss_giou_aux_dn: 2.127516 loss: 14.763665 eta: 1 day, 5:16:58 batch_cost: 0.5152 data_cost: 0.0013 ips: 7.7635 images/s [04/10 08:31:31] ppdet.engine INFO: Epoch: [56] [3100/7329] learning_rate: 0.000100 loss_class: 0.546645 loss_bbox: 0.118215 loss_giou: 0.336353 loss_class_aux: 3.530035 loss_bbox_aux: 0.802353 loss_giou_aux: 2.148271 loss_class_dn: 0.313204 loss_bbox_dn: 0.115217 loss_giou_dn: 0.319791 loss_class_aux_dn: 1.691946 loss_bbox_aux_dn: 0.726202 loss_giou_aux_dn: 1.828036 loss: 13.527746 eta: 1 day, 5:16:07 batch_cost: 0.5279 data_cost: 0.0015 ips: 7.5767 images/s [04/10 08:32:29] ppdet.engine INFO: Epoch: [56] [3200/7329] learning_rate: 0.000100 loss_class: 0.527447 loss_bbox: 0.141860 loss_giou: 0.361881 loss_class_aux: 3.238288 loss_bbox_aux: 0.909314 loss_giou_aux: 2.229150 loss_class_dn: 0.316774 loss_bbox_dn: 0.138869 loss_giou_dn: 0.320693 loss_class_aux_dn: 1.655439 loss_bbox_aux_dn: 0.811781 loss_giou_aux_dn: 1.778099 loss: 12.571293 eta: 1 day, 5:15:15 batch_cost: 0.5268 data_cost: 0.0013 ips: 7.5936 images/s [04/10 08:33:29] ppdet.engine INFO: Epoch: [56] [3300/7329] learning_rate: 0.000100 loss_class: 0.568055 loss_bbox: 0.129513 loss_giou: 0.381680 loss_class_aux: 3.560534 loss_bbox_aux: 0.829934 loss_giou_aux: 2.450260 loss_class_dn: 0.321824 loss_bbox_dn: 0.145681 loss_giou_dn: 0.345913 loss_class_aux_dn: 1.740379 loss_bbox_aux_dn: 0.846685 loss_giou_aux_dn: 1.951465 loss: 13.923887 eta: 1 day, 5:14:23 batch_cost: 0.5337 data_cost: 0.0012 ips: 7.4945 images/s [04/10 08:34:28] ppdet.engine INFO: Epoch: [56] [3400/7329] learning_rate: 0.000100 loss_class: 0.585418 loss_bbox: 0.129637 loss_giou: 0.390215 loss_class_aux: 3.666417 loss_bbox_aux: 0.843981 loss_giou_aux: 2.513126 loss_class_dn: 0.335625 loss_bbox_dn: 0.126671 loss_giou_dn: 0.380166 loss_class_aux_dn: 1.851703 loss_bbox_aux_dn: 0.754280 loss_giou_aux_dn: 2.106703 loss: 14.092282 eta: 1 day, 5:13:31 batch_cost: 0.5258 data_cost: 0.0013 ips: 7.6078 images/s [04/10 08:35:28] ppdet.engine INFO: Epoch: [56] [3500/7329] learning_rate: 0.000100 loss_class: 0.604751 loss_bbox: 0.134618 loss_giou: 0.397490 loss_class_aux: 3.811751 loss_bbox_aux: 0.870019 loss_giou_aux: 2.491675 loss_class_dn: 0.338491 loss_bbox_dn: 0.127132 loss_giou_dn: 0.362632 loss_class_aux_dn: 1.814294 loss_bbox_aux_dn: 0.779687 loss_giou_aux_dn: 2.083515 loss: 14.361553 eta: 1 day, 5:12:40 batch_cost: 0.5389 data_cost: 0.0016 ips: 7.4223 images/s [04/10 08:36:25] ppdet.engine INFO: Epoch: [56] [3600/7329] learning_rate: 0.000100 loss_class: 0.548184 loss_bbox: 0.144581 loss_giou: 0.382074 loss_class_aux: 3.598642 loss_bbox_aux: 0.956276 loss_giou_aux: 2.499667 loss_class_dn: 0.315276 loss_bbox_dn: 0.150671 loss_giou_dn: 0.379061 loss_class_aux_dn: 1.727900 loss_bbox_aux_dn: 0.959758 loss_giou_aux_dn: 2.107486 loss: 13.816690 eta: 1 day, 5:11:47 batch_cost: 0.5090 data_cost: 0.0015 ips: 7.8580 images/s [04/10 08:37:19] ppdet.engine INFO: Epoch: [56] [3700/7329] learning_rate: 0.000100 loss_class: 0.511020 loss_bbox: 0.136632 loss_giou: 0.333520 loss_class_aux: 3.272185 loss_bbox_aux: 0.879693 loss_giou_aux: 2.128080 loss_class_dn: 0.303347 loss_bbox_dn: 0.131127 loss_giou_dn: 0.335099 loss_class_aux_dn: 1.674673 loss_bbox_aux_dn: 0.783814 loss_giou_aux_dn: 1.829489 loss: 12.957695 eta: 1 day, 5:10:53 batch_cost: 0.4791 data_cost: 0.0013 ips: 8.3494 images/s [04/10 08:38:13] ppdet.engine INFO: Epoch: [56] [3800/7329] learning_rate: 0.000100 loss_class: 0.607517 loss_bbox: 0.137584 loss_giou: 0.360357 loss_class_aux: 3.751708 loss_bbox_aux: 0.932765 loss_giou_aux: 2.325775 loss_class_dn: 0.326087 loss_bbox_dn: 0.148904 loss_giou_dn: 0.380109 loss_class_aux_dn: 1.805834 loss_bbox_aux_dn: 0.904495 loss_giou_aux_dn: 2.176490 loss: 14.019186 eta: 1 day, 5:09:59 batch_cost: 0.4780 data_cost: 0.0013 ips: 8.3676 images/s [04/10 08:39:08] ppdet.engine INFO: Epoch: [56] [3900/7329] learning_rate: 0.000100 loss_class: 0.535479 loss_bbox: 0.144313 loss_giou: 0.379130 loss_class_aux: 3.644953 loss_bbox_aux: 0.892401 loss_giou_aux: 2.390907 loss_class_dn: 0.348733 loss_bbox_dn: 0.136981 loss_giou_dn: 0.354199 loss_class_aux_dn: 1.849757 loss_bbox_aux_dn: 0.838866 loss_giou_aux_dn: 1.934593 loss: 14.083385 eta: 1 day, 5:09:05 batch_cost: 0.4852 data_cost: 0.0013 ips: 8.2440 images/s [04/10 08:40:07] ppdet.engine INFO: Epoch: [56] [4000/7329] learning_rate: 0.000100 loss_class: 0.571236 loss_bbox: 0.129441 loss_giou: 0.466889 loss_class_aux: 3.606824 loss_bbox_aux: 0.863344 loss_giou_aux: 2.919902 loss_class_dn: 0.350326 loss_bbox_dn: 0.122691 loss_giou_dn: 0.400032 loss_class_aux_dn: 1.846968 loss_bbox_aux_dn: 0.739012 loss_giou_aux_dn: 2.222962 loss: 15.062536 eta: 1 day, 5:08:13 batch_cost: 0.5245 data_cost: 0.0017 ips: 7.6265 images/s [04/10 08:41:09] ppdet.engine INFO: Epoch: [56] [4100/7329] learning_rate: 0.000100 loss_class: 0.650604 loss_bbox: 0.141950 loss_giou: 0.409091 loss_class_aux: 3.860897 loss_bbox_aux: 0.926194 loss_giou_aux: 2.639481 loss_class_dn: 0.338083 loss_bbox_dn: 0.133639 loss_giou_dn: 0.346712 loss_class_aux_dn: 1.837985 loss_bbox_aux_dn: 0.787610 loss_giou_aux_dn: 1.946119 loss: 14.531422 eta: 1 day, 5:07:22 batch_cost: 0.5464 data_cost: 0.0016 ips: 7.3201 images/s [04/10 08:42:08] ppdet.engine INFO: Epoch: [56] [4200/7329] learning_rate: 0.000100 loss_class: 0.578378 loss_bbox: 0.152242 loss_giou: 0.316851 loss_class_aux: 3.656463 loss_bbox_aux: 0.990313 loss_giou_aux: 2.038033 loss_class_dn: 0.322611 loss_bbox_dn: 0.155883 loss_giou_dn: 0.304829 loss_class_aux_dn: 1.737144 loss_bbox_aux_dn: 0.934005 loss_giou_aux_dn: 1.755079 loss: 14.023422 eta: 1 day, 5:06:30 batch_cost: 0.5306 data_cost: 0.0014 ips: 7.5388 images/s [04/10 08:43:02] ppdet.engine INFO: Epoch: [56] [4300/7329] learning_rate: 0.000100 loss_class: 0.492990 loss_bbox: 0.120776 loss_giou: 0.342004 loss_class_aux: 3.205664 loss_bbox_aux: 0.793438 loss_giou_aux: 2.124264 loss_class_dn: 0.300437 loss_bbox_dn: 0.138900 loss_giou_dn: 0.333752 loss_class_aux_dn: 1.586257 loss_bbox_aux_dn: 0.823777 loss_giou_aux_dn: 1.855187 loss: 12.888780 eta: 1 day, 5:05:36 batch_cost: 0.4748 data_cost: 0.0012 ips: 8.4249 images/s [04/10 08:43:59] ppdet.engine INFO: Epoch: [56] [4400/7329] learning_rate: 0.000100 loss_class: 0.600699 loss_bbox: 0.145307 loss_giou: 0.412650 loss_class_aux: 3.748920 loss_bbox_aux: 0.931198 loss_giou_aux: 2.621728 loss_class_dn: 0.341136 loss_bbox_dn: 0.137487 loss_giou_dn: 0.405990 loss_class_aux_dn: 1.820694 loss_bbox_aux_dn: 0.822470 loss_giou_aux_dn: 2.223969 loss: 14.801382 eta: 1 day, 5:04:43 batch_cost: 0.5135 data_cost: 0.0012 ips: 7.7899 images/s [04/10 08:44:57] ppdet.engine INFO: Epoch: [56] [4500/7329] learning_rate: 0.000100 loss_class: 0.558423 loss_bbox: 0.136671 loss_giou: 0.378853 loss_class_aux: 3.560195 loss_bbox_aux: 0.912680 loss_giou_aux: 2.425160 loss_class_dn: 0.312614 loss_bbox_dn: 0.143166 loss_giou_dn: 0.361548 loss_class_aux_dn: 1.702124 loss_bbox_aux_dn: 0.856473 loss_giou_aux_dn: 2.016855 loss: 13.447907 eta: 1 day, 5:03:51 batch_cost: 0.5229 data_cost: 0.0013 ips: 7.6497 images/s [04/10 08:46:02] ppdet.engine INFO: Epoch: [56] [4600/7329] learning_rate: 0.000100 loss_class: 0.559186 loss_bbox: 0.137196 loss_giou: 0.408475 loss_class_aux: 3.492717 loss_bbox_aux: 0.922818 loss_giou_aux: 2.626840 loss_class_dn: 0.328694 loss_bbox_dn: 0.136546 loss_giou_dn: 0.363830 loss_class_aux_dn: 1.796770 loss_bbox_aux_dn: 0.829211 loss_giou_aux_dn: 2.029714 loss: 13.574900 eta: 1 day, 5:03:02 batch_cost: 0.5888 data_cost: 0.0012 ips: 6.7938 images/s [04/10 08:47:00] ppdet.engine INFO: Epoch: [56] [4700/7329] learning_rate: 0.000100 loss_class: 0.555088 loss_bbox: 0.145102 loss_giou: 0.424830 loss_class_aux: 3.675744 loss_bbox_aux: 0.920348 loss_giou_aux: 2.666036 loss_class_dn: 0.339103 loss_bbox_dn: 0.144063 loss_giou_dn: 0.390198 loss_class_aux_dn: 1.824904 loss_bbox_aux_dn: 0.907592 loss_giou_aux_dn: 2.174437 loss: 14.808083 eta: 1 day, 5:02:10 batch_cost: 0.5174 data_cost: 0.0013 ips: 7.7309 images/s [04/10 08:48:00] ppdet.engine INFO: Epoch: [56] [4800/7329] learning_rate: 0.000100 loss_class: 0.556546 loss_bbox: 0.118004 loss_giou: 0.343816 loss_class_aux: 3.638203 loss_bbox_aux: 0.811209 loss_giou_aux: 2.267299 loss_class_dn: 0.308405 loss_bbox_dn: 0.147136 loss_giou_dn: 0.332873 loss_class_aux_dn: 1.627968 loss_bbox_aux_dn: 0.900288 loss_giou_aux_dn: 1.870341 loss: 13.816891 eta: 1 day, 5:01:19 batch_cost: 0.5416 data_cost: 0.0019 ips: 7.3858 images/s [04/10 08:49:10] ppdet.engine INFO: Epoch: [56] [4900/7329] learning_rate: 0.000100 loss_class: 0.573274 loss_bbox: 0.145445 loss_giou: 0.373705 loss_class_aux: 3.637433 loss_bbox_aux: 0.927897 loss_giou_aux: 2.334290 loss_class_dn: 0.327979 loss_bbox_dn: 0.151879 loss_giou_dn: 0.332205 loss_class_aux_dn: 1.762956 loss_bbox_aux_dn: 0.885284 loss_giou_aux_dn: 1.861223 loss: 13.886471 eta: 1 day, 5:00:32 batch_cost: 0.6315 data_cost: 0.0014 ips: 6.3337 images/s [04/10 08:50:05] ppdet.engine INFO: Epoch: [56] [5000/7329] learning_rate: 0.000100 loss_class: 0.605141 loss_bbox: 0.133827 loss_giou: 0.389219 loss_class_aux: 3.731374 loss_bbox_aux: 0.892609 loss_giou_aux: 2.490479 loss_class_dn: 0.339622 loss_bbox_dn: 0.126612 loss_giou_dn: 0.362115 loss_class_aux_dn: 1.761142 loss_bbox_aux_dn: 0.746971 loss_giou_aux_dn: 2.059829 loss: 14.244986 eta: 1 day, 4:59:39 batch_cost: 0.4927 data_cost: 0.0014 ips: 8.1178 images/s [04/10 08:51:02] ppdet.engine INFO: Epoch: [56] [5100/7329] learning_rate: 0.000100 loss_class: 0.563518 loss_bbox: 0.148073 loss_giou: 0.366290 loss_class_aux: 3.668463 loss_bbox_aux: 0.911509 loss_giou_aux: 2.290148 loss_class_dn: 0.320105 loss_bbox_dn: 0.135113 loss_giou_dn: 0.327614 loss_class_aux_dn: 1.721426 loss_bbox_aux_dn: 0.823277 loss_giou_aux_dn: 1.864595 loss: 13.434853 eta: 1 day, 4:58:46 batch_cost: 0.5007 data_cost: 0.0013 ips: 7.9895 images/s [04/10 08:52:00] ppdet.engine INFO: Epoch: [56] [5200/7329] learning_rate: 0.000100 loss_class: 0.536585 loss_bbox: 0.131580 loss_giou: 0.340361 loss_class_aux: 3.461474 loss_bbox_aux: 0.803575 loss_giou_aux: 2.196214 loss_class_dn: 0.272691 loss_bbox_dn: 0.134711 loss_giou_dn: 0.293280 loss_class_aux_dn: 1.482738 loss_bbox_aux_dn: 0.764617 loss_giou_aux_dn: 1.662665 loss: 12.017986 eta: 1 day, 4:57:53 batch_cost: 0.5202 data_cost: 0.0013 ips: 7.6888 images/s [04/10 08:52:55] ppdet.engine INFO: Epoch: [56] [5300/7329] learning_rate: 0.000100 loss_class: 0.558624 loss_bbox: 0.137126 loss_giou: 0.432262 loss_class_aux: 3.449788 loss_bbox_aux: 0.882094 loss_giou_aux: 2.703543 loss_class_dn: 0.326809 loss_bbox_dn: 0.126813 loss_giou_dn: 0.363949 loss_class_aux_dn: 1.815900 loss_bbox_aux_dn: 0.747194 loss_giou_aux_dn: 2.067158 loss: 13.268373 eta: 1 day, 4:57:00 batch_cost: 0.4881 data_cost: 0.0013 ips: 8.1957 images/s [04/10 08:53:52] ppdet.engine INFO: Epoch: [56] [5400/7329] learning_rate: 0.000100 loss_class: 0.547203 loss_bbox: 0.131834 loss_giou: 0.305596 loss_class_aux: 3.528960 loss_bbox_aux: 0.852679 loss_giou_aux: 2.011011 loss_class_dn: 0.305429 loss_bbox_dn: 0.136851 loss_giou_dn: 0.300278 loss_class_aux_dn: 1.693671 loss_bbox_aux_dn: 0.784209 loss_giou_aux_dn: 1.691872 loss: 13.414782 eta: 1 day, 4:56:07 batch_cost: 0.5116 data_cost: 0.0014 ips: 7.8189 images/s [04/10 08:54:51] ppdet.engine INFO: Epoch: [56] [5500/7329] learning_rate: 0.000100 loss_class: 0.548337 loss_bbox: 0.112609 loss_giou: 0.332377 loss_class_aux: 3.437117 loss_bbox_aux: 0.777989 loss_giou_aux: 2.171839 loss_class_dn: 0.310882 loss_bbox_dn: 0.132989 loss_giou_dn: 0.308328 loss_class_aux_dn: 1.675838 loss_bbox_aux_dn: 0.780837 loss_giou_aux_dn: 1.765323 loss: 13.074739 eta: 1 day, 4:55:15 batch_cost: 0.5270 data_cost: 0.0012 ips: 7.5904 images/s [04/10 08:55:45] ppdet.engine INFO: Epoch: [56] [5600/7329] learning_rate: 0.000100 loss_class: 0.536975 loss_bbox: 0.142099 loss_giou: 0.352750 loss_class_aux: 3.409220 loss_bbox_aux: 0.904880 loss_giou_aux: 2.242956 loss_class_dn: 0.319919 loss_bbox_dn: 0.152122 loss_giou_dn: 0.342488 loss_class_aux_dn: 1.714644 loss_bbox_aux_dn: 0.894292 loss_giou_aux_dn: 1.937176 loss: 13.492628 eta: 1 day, 4:54:21 batch_cost: 0.4845 data_cost: 0.0014 ips: 8.2566 images/s [04/10 08:56:38] ppdet.engine INFO: Epoch: [56] [5700/7329] learning_rate: 0.000100 loss_class: 0.576328 loss_bbox: 0.141021 loss_giou: 0.431551 loss_class_aux: 3.644765 loss_bbox_aux: 0.870274 loss_giou_aux: 2.741002 loss_class_dn: 0.335518 loss_bbox_dn: 0.138321 loss_giou_dn: 0.383135 loss_class_aux_dn: 1.786488 loss_bbox_aux_dn: 0.839020 loss_giou_aux_dn: 2.105816 loss: 14.747367 eta: 1 day, 4:53:27 batch_cost: 0.4680 data_cost: 0.0013 ips: 8.5472 images/s [04/10 08:57:31] ppdet.engine INFO: Epoch: [56] [5800/7329] learning_rate: 0.000100 loss_class: 0.576296 loss_bbox: 0.136260 loss_giou: 0.366679 loss_class_aux: 3.617121 loss_bbox_aux: 0.875942 loss_giou_aux: 2.411599 loss_class_dn: 0.323322 loss_bbox_dn: 0.140780 loss_giou_dn: 0.347346 loss_class_aux_dn: 1.761451 loss_bbox_aux_dn: 0.832460 loss_giou_aux_dn: 1.992204 loss: 13.816824 eta: 1 day, 4:52:32 batch_cost: 0.4767 data_cost: 0.0013 ips: 8.3914 images/s [04/10 08:58:28] ppdet.engine INFO: Epoch: [56] [5900/7329] learning_rate: 0.000100 loss_class: 0.617526 loss_bbox: 0.139158 loss_giou: 0.392782 loss_class_aux: 3.808368 loss_bbox_aux: 0.945847 loss_giou_aux: 2.594153 loss_class_dn: 0.333583 loss_bbox_dn: 0.132527 loss_giou_dn: 0.365449 loss_class_aux_dn: 1.809131 loss_bbox_aux_dn: 0.819072 loss_giou_aux_dn: 2.082237 loss: 14.037874 eta: 1 day, 4:51:39 batch_cost: 0.4996 data_cost: 0.0013 ips: 8.0056 images/s [04/10 08:59:25] ppdet.engine INFO: Epoch: [56] [6000/7329] learning_rate: 0.000100 loss_class: 0.588699 loss_bbox: 0.151191 loss_giou: 0.404642 loss_class_aux: 3.701581 loss_bbox_aux: 0.970810 loss_giou_aux: 2.531938 loss_class_dn: 0.340468 loss_bbox_dn: 0.142181 loss_giou_dn: 0.370918 loss_class_aux_dn: 1.866870 loss_bbox_aux_dn: 0.846922 loss_giou_aux_dn: 2.097247 loss: 14.281626 eta: 1 day, 4:50:46 batch_cost: 0.5060 data_cost: 0.0017 ips: 7.9053 images/s [04/10 09:00:21] ppdet.engine INFO: Epoch: [56] [6100/7329] learning_rate: 0.000100 loss_class: 0.595185 loss_bbox: 0.136270 loss_giou: 0.380767 loss_class_aux: 3.681014 loss_bbox_aux: 0.945192 loss_giou_aux: 2.458494 loss_class_dn: 0.339600 loss_bbox_dn: 0.143584 loss_giou_dn: 0.370655 loss_class_aux_dn: 1.836811 loss_bbox_aux_dn: 0.873976 loss_giou_aux_dn: 2.056654 loss: 14.321398 eta: 1 day, 4:49:53 batch_cost: 0.4998 data_cost: 0.0013 ips: 8.0031 images/s [04/10 09:01:15] ppdet.engine INFO: Epoch: [56] [6200/7329] learning_rate: 0.000100 loss_class: 0.559571 loss_bbox: 0.147386 loss_giou: 0.424150 loss_class_aux: 3.540857 loss_bbox_aux: 0.953899 loss_giou_aux: 2.620836 loss_class_dn: 0.331479 loss_bbox_dn: 0.144612 loss_giou_dn: 0.383726 loss_class_aux_dn: 1.794966 loss_bbox_aux_dn: 0.868510 loss_giou_aux_dn: 2.109034 loss: 13.388983 eta: 1 day, 4:48:59 batch_cost: 0.4828 data_cost: 0.0012 ips: 8.2847 images/s [04/10 09:02:11] ppdet.engine INFO: Epoch: [56] [6300/7329] learning_rate: 0.000100 loss_class: 0.574022 loss_bbox: 0.142044 loss_giou: 0.392741 loss_class_aux: 3.859727 loss_bbox_aux: 0.992841 loss_giou_aux: 2.498582 loss_class_dn: 0.334575 loss_bbox_dn: 0.142294 loss_giou_dn: 0.350218 loss_class_aux_dn: 1.795977 loss_bbox_aux_dn: 0.876732 loss_giou_aux_dn: 1.985025 loss: 14.131269 eta: 1 day, 4:48:06 batch_cost: 0.4917 data_cost: 0.0014 ips: 8.1350 images/s [04/10 09:03:05] ppdet.engine INFO: Epoch: [56] [6400/7329] learning_rate: 0.000100 loss_class: 0.547833 loss_bbox: 0.126807 loss_giou: 0.345803 loss_class_aux: 3.438397 loss_bbox_aux: 0.834274 loss_giou_aux: 2.220825 loss_class_dn: 0.313958 loss_bbox_dn: 0.137595 loss_giou_dn: 0.319180 loss_class_aux_dn: 1.684932 loss_bbox_aux_dn: 0.841833 loss_giou_aux_dn: 1.827724 loss: 13.422265 eta: 1 day, 4:47:12 batch_cost: 0.4809 data_cost: 0.0013 ips: 8.3174 images/s [04/10 09:04:00] ppdet.engine INFO: Epoch: [56] [6500/7329] learning_rate: 0.000100 loss_class: 0.524794 loss_bbox: 0.150147 loss_giou: 0.349357 loss_class_aux: 3.495251 loss_bbox_aux: 0.970641 loss_giou_aux: 2.200368 loss_class_dn: 0.301982 loss_bbox_dn: 0.143979 loss_giou_dn: 0.337702 loss_class_aux_dn: 1.614120 loss_bbox_aux_dn: 0.837249 loss_giou_aux_dn: 1.848547 loss: 13.513214 eta: 1 day, 4:46:18 batch_cost: 0.4897 data_cost: 0.0012 ips: 8.1683 images/s [04/10 09:04:52] ppdet.engine INFO: Epoch: [56] [6600/7329] learning_rate: 0.000100 loss_class: 0.479461 loss_bbox: 0.119827 loss_giou: 0.302482 loss_class_aux: 3.061019 loss_bbox_aux: 0.799634 loss_giou_aux: 1.852454 loss_class_dn: 0.258578 loss_bbox_dn: 0.138426 loss_giou_dn: 0.280782 loss_class_aux_dn: 1.432423 loss_bbox_aux_dn: 0.838773 loss_giou_aux_dn: 1.588487 loss: 11.527410 eta: 1 day, 4:45:23 batch_cost: 0.4664 data_cost: 0.0013 ips: 8.5761 images/s [04/10 09:05:46] ppdet.engine INFO: Epoch: [56] [6700/7329] learning_rate: 0.000100 loss_class: 0.538388 loss_bbox: 0.134251 loss_giou: 0.421263 loss_class_aux: 3.481628 loss_bbox_aux: 0.899505 loss_giou_aux: 2.678943 loss_class_dn: 0.343564 loss_bbox_dn: 0.138481 loss_giou_dn: 0.390138 loss_class_aux_dn: 1.857794 loss_bbox_aux_dn: 0.844365 loss_giou_aux_dn: 2.184072 loss: 14.522034 eta: 1 day, 4:44:29 batch_cost: 0.4765 data_cost: 0.0013 ips: 8.3954 images/s [04/10 09:06:42] ppdet.engine INFO: Epoch: [56] [6800/7329] learning_rate: 0.000100 loss_class: 0.620218 loss_bbox: 0.128825 loss_giou: 0.446796 loss_class_aux: 3.879215 loss_bbox_aux: 0.868375 loss_giou_aux: 2.851500 loss_class_dn: 0.374751 loss_bbox_dn: 0.138562 loss_giou_dn: 0.426856 loss_class_aux_dn: 1.998888 loss_bbox_aux_dn: 0.838029 loss_giou_aux_dn: 2.386980 loss: 15.389644 eta: 1 day, 4:43:36 batch_cost: 0.4969 data_cost: 0.0014 ips: 8.0496 images/s [04/10 09:07:39] ppdet.engine INFO: Epoch: [56] [6900/7329] learning_rate: 0.000100 loss_class: 0.557643 loss_bbox: 0.121888 loss_giou: 0.328905 loss_class_aux: 3.380952 loss_bbox_aux: 0.825014 loss_giou_aux: 2.082489 loss_class_dn: 0.301016 loss_bbox_dn: 0.129892 loss_giou_dn: 0.310766 loss_class_aux_dn: 1.638927 loss_bbox_aux_dn: 0.808888 loss_giou_aux_dn: 1.744540 loss: 12.829740 eta: 1 day, 4:42:43 batch_cost: 0.5125 data_cost: 0.0015 ips: 7.8043 images/s [04/10 09:08:38] ppdet.engine INFO: Epoch: [56] [7000/7329] learning_rate: 0.000100 loss_class: 0.581936 loss_bbox: 0.138116 loss_giou: 0.365613 loss_class_aux: 3.821949 loss_bbox_aux: 0.892070 loss_giou_aux: 2.379448 loss_class_dn: 0.334155 loss_bbox_dn: 0.126610 loss_giou_dn: 0.352084 loss_class_aux_dn: 1.803694 loss_bbox_aux_dn: 0.813568 loss_giou_aux_dn: 1.979123 loss: 14.155853 eta: 1 day, 4:41:51 batch_cost: 0.5300 data_cost: 0.0012 ips: 7.5476 images/s [04/10 09:09:35] ppdet.engine INFO: Epoch: [56] [7100/7329] learning_rate: 0.000100 loss_class: 0.524784 loss_bbox: 0.134085 loss_giou: 0.338116 loss_class_aux: 3.448550 loss_bbox_aux: 0.903312 loss_giou_aux: 2.160943 loss_class_dn: 0.298384 loss_bbox_dn: 0.134920 loss_giou_dn: 0.323875 loss_class_aux_dn: 1.650537 loss_bbox_aux_dn: 0.829183 loss_giou_aux_dn: 1.865470 loss: 12.881414 eta: 1 day, 4:40:59 batch_cost: 0.5059 data_cost: 0.0012 ips: 7.9074 images/s [04/10 09:10:35] ppdet.engine INFO: Epoch: [56] [7200/7329] learning_rate: 0.000100 loss_class: 0.568026 loss_bbox: 0.143314 loss_giou: 0.392489 loss_class_aux: 3.769543 loss_bbox_aux: 0.942858 loss_giou_aux: 2.510552 loss_class_dn: 0.347202 loss_bbox_dn: 0.143093 loss_giou_dn: 0.383501 loss_class_aux_dn: 1.808552 loss_bbox_aux_dn: 0.859497 loss_giou_aux_dn: 2.176811 loss: 14.415779 eta: 1 day, 4:40:07 batch_cost: 0.5397 data_cost: 0.0012 ips: 7.4122 images/s [04/10 09:11:28] ppdet.engine INFO: Epoch: [56] [7300/7329] learning_rate: 0.000100 loss_class: 0.519488 loss_bbox: 0.135417 loss_giou: 0.343936 loss_class_aux: 3.393509 loss_bbox_aux: 0.904105 loss_giou_aux: 2.298512 loss_class_dn: 0.299032 loss_bbox_dn: 0.135507 loss_giou_dn: 0.322099 loss_class_aux_dn: 1.591315 loss_bbox_aux_dn: 0.811141 loss_giou_aux_dn: 1.802894 loss: 13.067122 eta: 1 day, 4:39:13 batch_cost: 0.4781 data_cost: 0.0013 ips: 8.3664 images/s [04/10 09:11:50] ppdet.engine INFO: Eval iter: 0 [04/10 09:12:15] ppdet.engine INFO: Eval iter: 100 [04/10 09:12:41] ppdet.engine INFO: Eval iter: 200 [04/10 09:13:06] ppdet.engine INFO: Eval iter: 300 [04/10 09:13:32] ppdet.engine INFO: Eval iter: 400 [04/10 09:13:57] ppdet.engine INFO: Eval iter: 500 [04/10 09:14:24] ppdet.engine INFO: Eval iter: 600 [04/10 09:14:53] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.78s) creating index... index created! [04/10 09:14:55] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.20s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=111.58s). Accumulating evaluation results... DONE (t=26.24s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.338 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.543 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/10 09:17:35] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.918551798794926 [04/10 09:17:35] ppdet.engine INFO: Best test bbox ap is 0.527. [04/10 09:17:38] ppdet.engine INFO: Epoch: [57] [ 0/7329] learning_rate: 0.000100 loss_class: 0.482621 loss_bbox: 0.132693 loss_giou: 0.333163 loss_class_aux: 3.179495 loss_bbox_aux: 0.863305 loss_giou_aux: 2.332136 loss_class_dn: 0.290495 loss_bbox_dn: 0.135694 loss_giou_dn: 0.318612 loss_class_aux_dn: 1.549797 loss_bbox_aux_dn: 0.802498 loss_giou_aux_dn: 1.789611 loss: 12.629953 eta: 1 day, 4:38:58 batch_cost: 0.4857 data_cost: 0.0013 ips: 8.2364 images/s [04/10 09:18:33] ppdet.engine INFO: Epoch: [57] [ 100/7329] learning_rate: 0.000100 loss_class: 0.591926 loss_bbox: 0.142407 loss_giou: 0.326921 loss_class_aux: 3.841290 loss_bbox_aux: 0.959396 loss_giou_aux: 2.153130 loss_class_dn: 0.299881 loss_bbox_dn: 0.140134 loss_giou_dn: 0.309111 loss_class_aux_dn: 1.646628 loss_bbox_aux_dn: 0.831277 loss_giou_aux_dn: 1.711712 loss: 13.157771 eta: 1 day, 4:38:05 batch_cost: 0.4954 data_cost: 0.0012 ips: 8.0747 images/s [04/10 09:19:26] ppdet.engine INFO: Epoch: [57] [ 200/7329] learning_rate: 0.000100 loss_class: 0.596388 loss_bbox: 0.129556 loss_giou: 0.394513 loss_class_aux: 3.778415 loss_bbox_aux: 0.797189 loss_giou_aux: 2.511596 loss_class_dn: 0.336055 loss_bbox_dn: 0.122860 loss_giou_dn: 0.357417 loss_class_aux_dn: 1.803032 loss_bbox_aux_dn: 0.757559 loss_giou_aux_dn: 2.061683 loss: 13.641665 eta: 1 day, 4:37:10 batch_cost: 0.4698 data_cost: 0.0012 ips: 8.5144 images/s [04/10 09:20:20] ppdet.engine INFO: Epoch: [57] [ 300/7329] learning_rate: 0.000100 loss_class: 0.529062 loss_bbox: 0.124763 loss_giou: 0.334631 loss_class_aux: 3.331701 loss_bbox_aux: 0.850355 loss_giou_aux: 2.149578 loss_class_dn: 0.311335 loss_bbox_dn: 0.118689 loss_giou_dn: 0.312540 loss_class_aux_dn: 1.690598 loss_bbox_aux_dn: 0.756903 loss_giou_aux_dn: 1.813037 loss: 13.056614 eta: 1 day, 4:36:16 batch_cost: 0.4766 data_cost: 0.0013 ips: 8.3936 images/s [04/10 09:21:13] ppdet.engine INFO: Epoch: [57] [ 400/7329] learning_rate: 0.000100 loss_class: 0.570267 loss_bbox: 0.145797 loss_giou: 0.352542 loss_class_aux: 3.791064 loss_bbox_aux: 0.910539 loss_giou_aux: 2.318767 loss_class_dn: 0.314848 loss_bbox_dn: 0.145259 loss_giou_dn: 0.350914 loss_class_aux_dn: 1.708138 loss_bbox_aux_dn: 0.841026 loss_giou_aux_dn: 1.975091 loss: 13.837303 eta: 1 day, 4:35:22 batch_cost: 0.4762 data_cost: 0.0012 ips: 8.3998 images/s [04/10 09:22:11] ppdet.engine INFO: Epoch: [57] [ 500/7329] learning_rate: 0.000100 loss_class: 0.568415 loss_bbox: 0.129352 loss_giou: 0.423147 loss_class_aux: 3.689944 loss_bbox_aux: 0.843423 loss_giou_aux: 2.692718 loss_class_dn: 0.328862 loss_bbox_dn: 0.136745 loss_giou_dn: 0.378951 loss_class_aux_dn: 1.771112 loss_bbox_aux_dn: 0.818509 loss_giou_aux_dn: 2.128093 loss: 14.158468 eta: 1 day, 4:34:29 batch_cost: 0.5141 data_cost: 0.0012 ips: 7.7808 images/s [04/10 09:23:06] ppdet.engine INFO: Epoch: [57] [ 600/7329] learning_rate: 0.000100 loss_class: 0.578266 loss_bbox: 0.129350 loss_giou: 0.414402 loss_class_aux: 3.720207 loss_bbox_aux: 0.847290 loss_giou_aux: 2.629745 loss_class_dn: 0.327303 loss_bbox_dn: 0.123797 loss_giou_dn: 0.362271 loss_class_aux_dn: 1.740638 loss_bbox_aux_dn: 0.758715 loss_giou_aux_dn: 2.008155 loss: 14.108914 eta: 1 day, 4:33:36 batch_cost: 0.4931 data_cost: 0.0013 ips: 8.1114 images/s [04/10 09:24:02] ppdet.engine INFO: Epoch: [57] [ 700/7329] learning_rate: 0.000100 loss_class: 0.481849 loss_bbox: 0.125440 loss_giou: 0.310178 loss_class_aux: 3.165727 loss_bbox_aux: 0.810584 loss_giou_aux: 2.083685 loss_class_dn: 0.287894 loss_bbox_dn: 0.130731 loss_giou_dn: 0.313479 loss_class_aux_dn: 1.562290 loss_bbox_aux_dn: 0.773309 loss_giou_aux_dn: 1.763389 loss: 11.998238 eta: 1 day, 4:32:43 batch_cost: 0.4990 data_cost: 0.0012 ips: 8.0168 images/s [04/10 09:25:04] ppdet.engine INFO: Epoch: [57] [ 800/7329] learning_rate: 0.000100 loss_class: 0.534734 loss_bbox: 0.122238 loss_giou: 0.297240 loss_class_aux: 3.372850 loss_bbox_aux: 0.806373 loss_giou_aux: 2.045167 loss_class_dn: 0.303637 loss_bbox_dn: 0.124221 loss_giou_dn: 0.288150 loss_class_aux_dn: 1.601711 loss_bbox_aux_dn: 0.760024 loss_giou_aux_dn: 1.649038 loss: 12.507771 eta: 1 day, 4:31:52 batch_cost: 0.5529 data_cost: 0.0014 ips: 7.2348 images/s [04/10 09:25:59] ppdet.engine INFO: Epoch: [57] [ 900/7329] learning_rate: 0.000100 loss_class: 0.514338 loss_bbox: 0.125786 loss_giou: 0.364479 loss_class_aux: 3.379138 loss_bbox_aux: 0.829105 loss_giou_aux: 2.326201 loss_class_dn: 0.315731 loss_bbox_dn: 0.116929 loss_giou_dn: 0.327034 loss_class_aux_dn: 1.686007 loss_bbox_aux_dn: 0.688033 loss_giou_aux_dn: 1.912517 loss: 13.015572 eta: 1 day, 4:30:58 batch_cost: 0.4855 data_cost: 0.0014 ips: 8.2392 images/s [04/10 09:26:53] ppdet.engine INFO: Epoch: [57] [1000/7329] learning_rate: 0.000100 loss_class: 0.522871 loss_bbox: 0.117761 loss_giou: 0.316632 loss_class_aux: 3.269197 loss_bbox_aux: 0.791626 loss_giou_aux: 2.046246 loss_class_dn: 0.297162 loss_bbox_dn: 0.123393 loss_giou_dn: 0.322994 loss_class_aux_dn: 1.623816 loss_bbox_aux_dn: 0.729344 loss_giou_aux_dn: 1.855316 loss: 12.654987 eta: 1 day, 4:30:04 batch_cost: 0.4808 data_cost: 0.0012 ips: 8.3191 images/s [04/10 09:27:47] ppdet.engine INFO: Epoch: [57] [1100/7329] learning_rate: 0.000100 loss_class: 0.569211 loss_bbox: 0.139785 loss_giou: 0.360256 loss_class_aux: 3.645734 loss_bbox_aux: 0.910680 loss_giou_aux: 2.288983 loss_class_dn: 0.317675 loss_bbox_dn: 0.128592 loss_giou_dn: 0.351495 loss_class_aux_dn: 1.685041 loss_bbox_aux_dn: 0.753866 loss_giou_aux_dn: 1.963900 loss: 13.371115 eta: 1 day, 4:29:11 batch_cost: 0.4912 data_cost: 0.0012 ips: 8.1439 images/s [04/10 09:28:46] ppdet.engine INFO: Epoch: [57] [1200/7329] learning_rate: 0.000100 loss_class: 0.496637 loss_bbox: 0.125676 loss_giou: 0.326482 loss_class_aux: 3.194150 loss_bbox_aux: 0.852389 loss_giou_aux: 2.103217 loss_class_dn: 0.292012 loss_bbox_dn: 0.128958 loss_giou_dn: 0.293905 loss_class_aux_dn: 1.579524 loss_bbox_aux_dn: 0.754465 loss_giou_aux_dn: 1.645009 loss: 12.054689 eta: 1 day, 4:28:19 batch_cost: 0.5317 data_cost: 0.0013 ips: 7.5230 images/s [04/10 09:29:49] ppdet.engine INFO: Epoch: [57] [1300/7329] learning_rate: 0.000100 loss_class: 0.607218 loss_bbox: 0.161046 loss_giou: 0.397949 loss_class_aux: 3.779191 loss_bbox_aux: 1.010011 loss_giou_aux: 2.460078 loss_class_dn: 0.335308 loss_bbox_dn: 0.167139 loss_giou_dn: 0.352909 loss_class_aux_dn: 1.800860 loss_bbox_aux_dn: 0.966836 loss_giou_aux_dn: 2.080627 loss: 14.963800 eta: 1 day, 4:27:29 batch_cost: 0.5623 data_cost: 0.0012 ips: 7.1136 images/s [04/10 09:30:47] ppdet.engine INFO: Epoch: [57] [1400/7329] learning_rate: 0.000100 loss_class: 0.545363 loss_bbox: 0.132314 loss_giou: 0.399227 loss_class_aux: 3.419656 loss_bbox_aux: 0.860737 loss_giou_aux: 2.470745 loss_class_dn: 0.308605 loss_bbox_dn: 0.135702 loss_giou_dn: 0.350030 loss_class_aux_dn: 1.661244 loss_bbox_aux_dn: 0.768289 loss_giou_aux_dn: 1.984055 loss: 13.179259 eta: 1 day, 4:26:37 batch_cost: 0.5272 data_cost: 0.0012 ips: 7.5878 images/s [04/10 09:31:43] ppdet.engine INFO: Epoch: [57] [1500/7329] learning_rate: 0.000100 loss_class: 0.523334 loss_bbox: 0.117063 loss_giou: 0.356593 loss_class_aux: 3.192028 loss_bbox_aux: 0.826400 loss_giou_aux: 2.183995 loss_class_dn: 0.285026 loss_bbox_dn: 0.124128 loss_giou_dn: 0.344204 loss_class_aux_dn: 1.564177 loss_bbox_aux_dn: 0.746632 loss_giou_aux_dn: 1.934980 loss: 12.830860 eta: 1 day, 4:25:44 batch_cost: 0.5016 data_cost: 0.0013 ips: 7.9739 images/s [04/10 09:32:39] ppdet.engine INFO: Epoch: [57] [1600/7329] learning_rate: 0.000100 loss_class: 0.585286 loss_bbox: 0.130619 loss_giou: 0.348238 loss_class_aux: 3.800272 loss_bbox_aux: 0.866369 loss_giou_aux: 2.194659 loss_class_dn: 0.308904 loss_bbox_dn: 0.142898 loss_giou_dn: 0.332114 loss_class_aux_dn: 1.678716 loss_bbox_aux_dn: 0.873060 loss_giou_aux_dn: 1.862465 loss: 13.605120 eta: 1 day, 4:24:51 batch_cost: 0.4954 data_cost: 0.0014 ips: 8.0736 images/s [04/10 09:33:33] ppdet.engine INFO: Epoch: [57] [1700/7329] learning_rate: 0.000100 loss_class: 0.532503 loss_bbox: 0.125932 loss_giou: 0.351479 loss_class_aux: 3.563070 loss_bbox_aux: 0.783577 loss_giou_aux: 2.319936 loss_class_dn: 0.318516 loss_bbox_dn: 0.120462 loss_giou_dn: 0.334986 loss_class_aux_dn: 1.751671 loss_bbox_aux_dn: 0.709708 loss_giou_aux_dn: 1.941672 loss: 13.067678 eta: 1 day, 4:23:57 batch_cost: 0.4877 data_cost: 0.0014 ips: 8.2022 images/s [04/10 09:34:32] ppdet.engine INFO: Epoch: [57] [1800/7329] learning_rate: 0.000100 loss_class: 0.526140 loss_bbox: 0.149395 loss_giou: 0.393431 loss_class_aux: 3.333467 loss_bbox_aux: 0.951500 loss_giou_aux: 2.401334 loss_class_dn: 0.312614 loss_bbox_dn: 0.128631 loss_giou_dn: 0.353618 loss_class_aux_dn: 1.642133 loss_bbox_aux_dn: 0.757618 loss_giou_aux_dn: 1.991071 loss: 13.419386 eta: 1 day, 4:23:05 batch_cost: 0.5263 data_cost: 0.0013 ips: 7.5996 images/s [04/10 09:35:30] ppdet.engine INFO: Epoch: [57] [1900/7329] learning_rate: 0.000100 loss_class: 0.583820 loss_bbox: 0.137086 loss_giou: 0.398610 loss_class_aux: 3.603910 loss_bbox_aux: 0.918607 loss_giou_aux: 2.441569 loss_class_dn: 0.345896 loss_bbox_dn: 0.143823 loss_giou_dn: 0.370205 loss_class_aux_dn: 1.842643 loss_bbox_aux_dn: 0.870607 loss_giou_aux_dn: 2.087458 loss: 13.995131 eta: 1 day, 4:22:13 batch_cost: 0.5220 data_cost: 0.0013 ips: 7.6635 images/s [04/10 09:36:27] ppdet.engine INFO: Epoch: [57] [2000/7329] learning_rate: 0.000100 loss_class: 0.550524 loss_bbox: 0.129339 loss_giou: 0.363477 loss_class_aux: 3.383804 loss_bbox_aux: 0.861339 loss_giou_aux: 2.269239 loss_class_dn: 0.293252 loss_bbox_dn: 0.127799 loss_giou_dn: 0.327945 loss_class_aux_dn: 1.608502 loss_bbox_aux_dn: 0.817867 loss_giou_aux_dn: 1.876171 loss: 12.922337 eta: 1 day, 4:21:20 batch_cost: 0.5073 data_cost: 0.0014 ips: 7.8844 images/s [04/10 09:37:21] ppdet.engine INFO: Epoch: [57] [2100/7329] learning_rate: 0.000100 loss_class: 0.555960 loss_bbox: 0.152882 loss_giou: 0.436194 loss_class_aux: 3.448036 loss_bbox_aux: 0.924890 loss_giou_aux: 2.646833 loss_class_dn: 0.348064 loss_bbox_dn: 0.146653 loss_giou_dn: 0.380047 loss_class_aux_dn: 1.863361 loss_bbox_aux_dn: 0.854365 loss_giou_aux_dn: 2.188255 loss: 14.870860 eta: 1 day, 4:20:26 batch_cost: 0.4815 data_cost: 0.0012 ips: 8.3070 images/s [04/10 09:38:30] ppdet.engine INFO: Epoch: [57] [2200/7329] learning_rate: 0.000100 loss_class: 0.518293 loss_bbox: 0.119865 loss_giou: 0.307968 loss_class_aux: 3.315963 loss_bbox_aux: 0.781253 loss_giou_aux: 1.944297 loss_class_dn: 0.294218 loss_bbox_dn: 0.124434 loss_giou_dn: 0.304532 loss_class_aux_dn: 1.595552 loss_bbox_aux_dn: 0.761801 loss_giou_aux_dn: 1.664659 loss: 11.983318 eta: 1 day, 4:19:39 batch_cost: 0.6244 data_cost: 0.0012 ips: 6.4062 images/s [04/10 09:39:26] ppdet.engine INFO: Epoch: [57] [2300/7329] learning_rate: 0.000100 loss_class: 0.557429 loss_bbox: 0.133632 loss_giou: 0.394624 loss_class_aux: 3.549967 loss_bbox_aux: 0.932496 loss_giou_aux: 2.476142 loss_class_dn: 0.333201 loss_bbox_dn: 0.119605 loss_giou_dn: 0.343268 loss_class_aux_dn: 1.779580 loss_bbox_aux_dn: 0.712832 loss_giou_aux_dn: 1.927854 loss: 13.469889 eta: 1 day, 4:18:46 batch_cost: 0.5036 data_cost: 0.0012 ips: 7.9426 images/s [04/10 09:40:24] ppdet.engine INFO: Epoch: [57] [2400/7329] learning_rate: 0.000100 loss_class: 0.536983 loss_bbox: 0.127005 loss_giou: 0.342828 loss_class_aux: 3.405124 loss_bbox_aux: 0.799794 loss_giou_aux: 2.151145 loss_class_dn: 0.309675 loss_bbox_dn: 0.126889 loss_giou_dn: 0.325661 loss_class_aux_dn: 1.712506 loss_bbox_aux_dn: 0.777340 loss_giou_aux_dn: 1.821883 loss: 13.124515 eta: 1 day, 4:17:53 batch_cost: 0.5096 data_cost: 0.0016 ips: 7.8491 images/s [04/10 09:41:19] ppdet.engine INFO: Epoch: [57] [2500/7329] learning_rate: 0.000100 loss_class: 0.577888 loss_bbox: 0.128076 loss_giou: 0.346046 loss_class_aux: 3.709967 loss_bbox_aux: 0.854942 loss_giou_aux: 2.218338 loss_class_dn: 0.330569 loss_bbox_dn: 0.155094 loss_giou_dn: 0.330987 loss_class_aux_dn: 1.745983 loss_bbox_aux_dn: 0.878403 loss_giou_aux_dn: 1.833431 loss: 13.760544 eta: 1 day, 4:17:00 batch_cost: 0.4858 data_cost: 0.0014 ips: 8.2346 images/s [04/10 09:42:14] ppdet.engine INFO: Epoch: [57] [2600/7329] learning_rate: 0.000100 loss_class: 0.594921 loss_bbox: 0.141448 loss_giou: 0.458773 loss_class_aux: 3.865120 loss_bbox_aux: 0.891180 loss_giou_aux: 3.009977 loss_class_dn: 0.334759 loss_bbox_dn: 0.147750 loss_giou_dn: 0.394274 loss_class_aux_dn: 1.791789 loss_bbox_aux_dn: 0.849068 loss_giou_aux_dn: 2.194080 loss: 14.326267 eta: 1 day, 4:16:06 batch_cost: 0.4937 data_cost: 0.0012 ips: 8.1013 images/s [04/10 09:43:11] ppdet.engine INFO: Epoch: [57] [2700/7329] learning_rate: 0.000100 loss_class: 0.579436 loss_bbox: 0.128772 loss_giou: 0.399291 loss_class_aux: 3.628869 loss_bbox_aux: 0.868604 loss_giou_aux: 2.550058 loss_class_dn: 0.324668 loss_bbox_dn: 0.138116 loss_giou_dn: 0.363870 loss_class_aux_dn: 1.703649 loss_bbox_aux_dn: 0.794698 loss_giou_aux_dn: 2.061374 loss: 14.007467 eta: 1 day, 4:15:14 batch_cost: 0.5102 data_cost: 0.0013 ips: 7.8401 images/s [04/10 09:44:06] ppdet.engine INFO: Epoch: [57] [2800/7329] learning_rate: 0.000100 loss_class: 0.605524 loss_bbox: 0.139592 loss_giou: 0.400672 loss_class_aux: 3.777660 loss_bbox_aux: 0.876066 loss_giou_aux: 2.517139 loss_class_dn: 0.345075 loss_bbox_dn: 0.142247 loss_giou_dn: 0.373139 loss_class_aux_dn: 1.828560 loss_bbox_aux_dn: 0.842735 loss_giou_aux_dn: 2.058884 loss: 13.965633 eta: 1 day, 4:14:20 batch_cost: 0.4965 data_cost: 0.0012 ips: 8.0559 images/s [04/10 09:44:59] ppdet.engine INFO: Epoch: [57] [2900/7329] learning_rate: 0.000100 loss_class: 0.674976 loss_bbox: 0.151380 loss_giou: 0.497974 loss_class_aux: 4.290414 loss_bbox_aux: 1.052909 loss_giou_aux: 3.152403 loss_class_dn: 0.390731 loss_bbox_dn: 0.154986 loss_giou_dn: 0.442367 loss_class_aux_dn: 2.117639 loss_bbox_aux_dn: 0.916640 loss_giou_aux_dn: 2.435886 loss: 16.992992 eta: 1 day, 4:13:26 batch_cost: 0.4674 data_cost: 0.0013 ips: 8.5586 images/s [04/10 09:45:53] ppdet.engine INFO: Epoch: [57] [3000/7329] learning_rate: 0.000100 loss_class: 0.598798 loss_bbox: 0.135941 loss_giou: 0.407945 loss_class_aux: 3.798213 loss_bbox_aux: 0.893622 loss_giou_aux: 2.567450 loss_class_dn: 0.340196 loss_bbox_dn: 0.152027 loss_giou_dn: 0.382621 loss_class_aux_dn: 1.813820 loss_bbox_aux_dn: 0.918868 loss_giou_aux_dn: 2.147860 loss: 14.196733 eta: 1 day, 4:12:32 batch_cost: 0.4789 data_cost: 0.0012 ips: 8.3524 images/s [04/10 09:46:52] ppdet.engine INFO: Epoch: [57] [3100/7329] learning_rate: 0.000100 loss_class: 0.561063 loss_bbox: 0.135343 loss_giou: 0.385490 loss_class_aux: 3.618828 loss_bbox_aux: 0.837813 loss_giou_aux: 2.412186 loss_class_dn: 0.334588 loss_bbox_dn: 0.124657 loss_giou_dn: 0.366918 loss_class_aux_dn: 1.779025 loss_bbox_aux_dn: 0.742187 loss_giou_aux_dn: 2.019114 loss: 14.206178 eta: 1 day, 4:11:40 batch_cost: 0.5219 data_cost: 0.0014 ips: 7.6640 images/s [04/10 09:47:54] ppdet.engine INFO: Epoch: [57] [3200/7329] learning_rate: 0.000100 loss_class: 0.548980 loss_bbox: 0.117237 loss_giou: 0.332106 loss_class_aux: 3.444574 loss_bbox_aux: 0.838251 loss_giou_aux: 2.152095 loss_class_dn: 0.317998 loss_bbox_dn: 0.123604 loss_giou_dn: 0.333757 loss_class_aux_dn: 1.704473 loss_bbox_aux_dn: 0.766074 loss_giou_aux_dn: 1.912633 loss: 12.983216 eta: 1 day, 4:10:48 batch_cost: 0.5387 data_cost: 0.0015 ips: 7.4249 images/s [04/10 09:48:54] ppdet.engine INFO: Epoch: [57] [3300/7329] learning_rate: 0.000100 loss_class: 0.637040 loss_bbox: 0.137304 loss_giou: 0.430894 loss_class_aux: 3.919721 loss_bbox_aux: 0.866293 loss_giou_aux: 2.738257 loss_class_dn: 0.350366 loss_bbox_dn: 0.139911 loss_giou_dn: 0.370608 loss_class_aux_dn: 1.912209 loss_bbox_aux_dn: 0.809704 loss_giou_aux_dn: 2.079655 loss: 14.742016 eta: 1 day, 4:09:56 batch_cost: 0.5226 data_cost: 0.0014 ips: 7.6534 images/s [04/10 09:49:53] ppdet.engine INFO: Epoch: [57] [3400/7329] learning_rate: 0.000100 loss_class: 0.571919 loss_bbox: 0.141816 loss_giou: 0.370773 loss_class_aux: 3.590562 loss_bbox_aux: 0.915309 loss_giou_aux: 2.313384 loss_class_dn: 0.333409 loss_bbox_dn: 0.132344 loss_giou_dn: 0.345669 loss_class_aux_dn: 1.756450 loss_bbox_aux_dn: 0.826321 loss_giou_aux_dn: 1.979567 loss: 13.927164 eta: 1 day, 4:09:04 batch_cost: 0.5167 data_cost: 0.0015 ips: 7.7410 images/s [04/10 09:50:46] ppdet.engine INFO: Epoch: [57] [3500/7329] learning_rate: 0.000100 loss_class: 0.518319 loss_bbox: 0.128053 loss_giou: 0.300670 loss_class_aux: 3.393410 loss_bbox_aux: 0.828187 loss_giou_aux: 2.003042 loss_class_dn: 0.309019 loss_bbox_dn: 0.127610 loss_giou_dn: 0.313379 loss_class_aux_dn: 1.647383 loss_bbox_aux_dn: 0.777095 loss_giou_aux_dn: 1.783920 loss: 12.573782 eta: 1 day, 4:08:10 batch_cost: 0.4692 data_cost: 0.0013 ips: 8.5248 images/s [04/10 09:51:44] ppdet.engine INFO: Epoch: [57] [3600/7329] learning_rate: 0.000100 loss_class: 0.598880 loss_bbox: 0.142582 loss_giou: 0.448344 loss_class_aux: 3.620842 loss_bbox_aux: 0.912014 loss_giou_aux: 2.862649 loss_class_dn: 0.352404 loss_bbox_dn: 0.127800 loss_giou_dn: 0.404181 loss_class_aux_dn: 1.827417 loss_bbox_aux_dn: 0.734479 loss_giou_aux_dn: 2.272387 loss: 15.271478 eta: 1 day, 4:07:17 batch_cost: 0.5161 data_cost: 0.0012 ips: 7.7510 images/s [04/10 09:52:41] ppdet.engine INFO: Epoch: [57] [3700/7329] learning_rate: 0.000100 loss_class: 0.549601 loss_bbox: 0.131233 loss_giou: 0.349385 loss_class_aux: 3.576272 loss_bbox_aux: 0.907440 loss_giou_aux: 2.185001 loss_class_dn: 0.293218 loss_bbox_dn: 0.131241 loss_giou_dn: 0.334091 loss_class_aux_dn: 1.592377 loss_bbox_aux_dn: 0.796735 loss_giou_aux_dn: 1.833561 loss: 12.683277 eta: 1 day, 4:06:25 batch_cost: 0.5185 data_cost: 0.0013 ips: 7.7149 images/s [04/10 09:53:39] ppdet.engine INFO: Epoch: [57] [3800/7329] learning_rate: 0.000100 loss_class: 0.551266 loss_bbox: 0.138192 loss_giou: 0.387534 loss_class_aux: 3.469144 loss_bbox_aux: 0.925710 loss_giou_aux: 2.467810 loss_class_dn: 0.315835 loss_bbox_dn: 0.148143 loss_giou_dn: 0.357346 loss_class_aux_dn: 1.718914 loss_bbox_aux_dn: 0.875893 loss_giou_aux_dn: 1.976046 loss: 13.958937 eta: 1 day, 4:05:32 batch_cost: 0.5115 data_cost: 0.0014 ips: 7.8199 images/s [04/10 09:54:33] ppdet.engine INFO: Epoch: [57] [3900/7329] learning_rate: 0.000100 loss_class: 0.564916 loss_bbox: 0.139674 loss_giou: 0.367861 loss_class_aux: 3.557116 loss_bbox_aux: 0.908674 loss_giou_aux: 2.366672 loss_class_dn: 0.312633 loss_bbox_dn: 0.139431 loss_giou_dn: 0.344710 loss_class_aux_dn: 1.654822 loss_bbox_aux_dn: 0.868271 loss_giou_aux_dn: 1.895943 loss: 13.256448 eta: 1 day, 4:04:38 batch_cost: 0.4749 data_cost: 0.0014 ips: 8.4222 images/s [04/10 09:55:26] ppdet.engine INFO: Epoch: [57] [4000/7329] learning_rate: 0.000100 loss_class: 0.540575 loss_bbox: 0.120918 loss_giou: 0.350504 loss_class_aux: 3.405058 loss_bbox_aux: 0.801700 loss_giou_aux: 2.164754 loss_class_dn: 0.302649 loss_bbox_dn: 0.123389 loss_giou_dn: 0.326910 loss_class_aux_dn: 1.646444 loss_bbox_aux_dn: 0.731360 loss_giou_aux_dn: 1.842021 loss: 12.317959 eta: 1 day, 4:03:44 batch_cost: 0.4751 data_cost: 0.0013 ips: 8.4185 images/s [04/10 09:56:21] ppdet.engine INFO: Epoch: [57] [4100/7329] learning_rate: 0.000100 loss_class: 0.528373 loss_bbox: 0.137779 loss_giou: 0.353790 loss_class_aux: 3.467080 loss_bbox_aux: 0.931784 loss_giou_aux: 2.218399 loss_class_dn: 0.306895 loss_bbox_dn: 0.144269 loss_giou_dn: 0.339955 loss_class_aux_dn: 1.633516 loss_bbox_aux_dn: 0.880966 loss_giou_aux_dn: 1.880597 loss: 13.196033 eta: 1 day, 4:02:50 batch_cost: 0.4872 data_cost: 0.0013 ips: 8.2108 images/s [04/10 09:57:20] ppdet.engine INFO: Epoch: [57] [4200/7329] learning_rate: 0.000100 loss_class: 0.617824 loss_bbox: 0.159631 loss_giou: 0.445941 loss_class_aux: 3.941788 loss_bbox_aux: 1.084270 loss_giou_aux: 2.782250 loss_class_dn: 0.350149 loss_bbox_dn: 0.168561 loss_giou_dn: 0.400212 loss_class_aux_dn: 1.888940 loss_bbox_aux_dn: 0.988118 loss_giou_aux_dn: 2.266892 loss: 15.347269 eta: 1 day, 4:01:59 batch_cost: 0.5304 data_cost: 0.0015 ips: 7.5415 images/s [04/10 09:58:22] ppdet.engine INFO: Epoch: [57] [4300/7329] learning_rate: 0.000100 loss_class: 0.516452 loss_bbox: 0.121120 loss_giou: 0.329547 loss_class_aux: 3.306423 loss_bbox_aux: 0.779748 loss_giou_aux: 2.009029 loss_class_dn: 0.290295 loss_bbox_dn: 0.126271 loss_giou_dn: 0.300807 loss_class_aux_dn: 1.573410 loss_bbox_aux_dn: 0.770270 loss_giou_aux_dn: 1.676742 loss: 12.002617 eta: 1 day, 4:01:08 batch_cost: 0.5565 data_cost: 0.0013 ips: 7.1876 images/s [04/10 09:59:21] ppdet.engine INFO: Epoch: [57] [4400/7329] learning_rate: 0.000100 loss_class: 0.513941 loss_bbox: 0.129905 loss_giou: 0.365734 loss_class_aux: 3.231305 loss_bbox_aux: 0.870686 loss_giou_aux: 2.329824 loss_class_dn: 0.304712 loss_bbox_dn: 0.146100 loss_giou_dn: 0.338618 loss_class_aux_dn: 1.589214 loss_bbox_aux_dn: 0.852216 loss_giou_aux_dn: 1.864072 loss: 12.833218 eta: 1 day, 4:00:17 batch_cost: 0.5355 data_cost: 0.0012 ips: 7.4703 images/s [04/10 10:00:20] ppdet.engine INFO: Epoch: [57] [4500/7329] learning_rate: 0.000100 loss_class: 0.491871 loss_bbox: 0.129083 loss_giou: 0.347419 loss_class_aux: 3.112909 loss_bbox_aux: 0.796089 loss_giou_aux: 2.176683 loss_class_dn: 0.302584 loss_bbox_dn: 0.127119 loss_giou_dn: 0.303350 loss_class_aux_dn: 1.613275 loss_bbox_aux_dn: 0.751956 loss_giou_aux_dn: 1.716837 loss: 12.261082 eta: 1 day, 3:59:25 batch_cost: 0.5270 data_cost: 0.0013 ips: 7.5908 images/s [04/10 10:01:15] ppdet.engine INFO: Epoch: [57] [4600/7329] learning_rate: 0.000100 loss_class: 0.592598 loss_bbox: 0.133671 loss_giou: 0.413226 loss_class_aux: 3.931105 loss_bbox_aux: 0.882497 loss_giou_aux: 2.709332 loss_class_dn: 0.354364 loss_bbox_dn: 0.137160 loss_giou_dn: 0.380718 loss_class_aux_dn: 1.851663 loss_bbox_aux_dn: 0.815705 loss_giou_aux_dn: 2.152028 loss: 15.395675 eta: 1 day, 3:58:31 batch_cost: 0.4855 data_cost: 0.0012 ips: 8.2386 images/s [04/10 10:02:09] ppdet.engine INFO: Epoch: [57] [4700/7329] learning_rate: 0.000100 loss_class: 0.582061 loss_bbox: 0.150200 loss_giou: 0.416696 loss_class_aux: 3.698471 loss_bbox_aux: 0.957756 loss_giou_aux: 2.566370 loss_class_dn: 0.324146 loss_bbox_dn: 0.134852 loss_giou_dn: 0.358796 loss_class_aux_dn: 1.762110 loss_bbox_aux_dn: 0.813503 loss_giou_aux_dn: 2.039794 loss: 14.529228 eta: 1 day, 3:57:38 batch_cost: 0.4883 data_cost: 0.0012 ips: 8.1909 images/s [04/10 10:03:05] ppdet.engine INFO: Epoch: [57] [4800/7329] learning_rate: 0.000100 loss_class: 0.603128 loss_bbox: 0.147344 loss_giou: 0.449791 loss_class_aux: 3.869742 loss_bbox_aux: 0.928290 loss_giou_aux: 2.896514 loss_class_dn: 0.370962 loss_bbox_dn: 0.135811 loss_giou_dn: 0.399916 loss_class_aux_dn: 1.954291 loss_bbox_aux_dn: 0.777373 loss_giou_aux_dn: 2.270316 loss: 14.886501 eta: 1 day, 3:56:44 batch_cost: 0.4980 data_cost: 0.0013 ips: 8.0316 images/s [04/10 10:04:00] ppdet.engine INFO: Epoch: [57] [4900/7329] learning_rate: 0.000100 loss_class: 0.557053 loss_bbox: 0.128689 loss_giou: 0.404759 loss_class_aux: 3.598244 loss_bbox_aux: 0.835605 loss_giou_aux: 2.611711 loss_class_dn: 0.349149 loss_bbox_dn: 0.124355 loss_giou_dn: 0.374542 loss_class_aux_dn: 1.817879 loss_bbox_aux_dn: 0.758222 loss_giou_aux_dn: 2.114037 loss: 13.726936 eta: 1 day, 3:55:51 batch_cost: 0.4841 data_cost: 0.0013 ips: 8.2626 images/s [04/10 10:04:54] ppdet.engine INFO: Epoch: [57] [5000/7329] learning_rate: 0.000100 loss_class: 0.518232 loss_bbox: 0.128729 loss_giou: 0.342333 loss_class_aux: 3.408048 loss_bbox_aux: 0.875132 loss_giou_aux: 2.263607 loss_class_dn: 0.302650 loss_bbox_dn: 0.122766 loss_giou_dn: 0.315978 loss_class_aux_dn: 1.612581 loss_bbox_aux_dn: 0.740278 loss_giou_aux_dn: 1.765991 loss: 13.000818 eta: 1 day, 3:54:57 batch_cost: 0.4873 data_cost: 0.0012 ips: 8.2079 images/s [04/10 10:05:48] ppdet.engine INFO: Epoch: [57] [5100/7329] learning_rate: 0.000100 loss_class: 0.593440 loss_bbox: 0.146283 loss_giou: 0.338381 loss_class_aux: 3.765106 loss_bbox_aux: 0.983807 loss_giou_aux: 2.088482 loss_class_dn: 0.324042 loss_bbox_dn: 0.169942 loss_giou_dn: 0.322292 loss_class_aux_dn: 1.809131 loss_bbox_aux_dn: 0.978279 loss_giou_aux_dn: 1.815747 loss: 14.135319 eta: 1 day, 3:54:03 batch_cost: 0.4771 data_cost: 0.0013 ips: 8.3844 images/s [04/10 10:06:43] ppdet.engine INFO: Epoch: [57] [5200/7329] learning_rate: 0.000100 loss_class: 0.583655 loss_bbox: 0.132846 loss_giou: 0.358397 loss_class_aux: 3.593014 loss_bbox_aux: 0.868398 loss_giou_aux: 2.329327 loss_class_dn: 0.337622 loss_bbox_dn: 0.133695 loss_giou_dn: 0.355764 loss_class_aux_dn: 1.830496 loss_bbox_aux_dn: 0.790586 loss_giou_aux_dn: 2.015286 loss: 14.368401 eta: 1 day, 3:53:10 batch_cost: 0.4940 data_cost: 0.0012 ips: 8.0965 images/s [04/10 10:07:36] ppdet.engine INFO: Epoch: [57] [5300/7329] learning_rate: 0.000100 loss_class: 0.614929 loss_bbox: 0.154133 loss_giou: 0.484392 loss_class_aux: 3.934862 loss_bbox_aux: 0.986865 loss_giou_aux: 2.980681 loss_class_dn: 0.389138 loss_bbox_dn: 0.147322 loss_giou_dn: 0.425647 loss_class_aux_dn: 2.080563 loss_bbox_aux_dn: 0.881391 loss_giou_aux_dn: 2.395992 loss: 16.340199 eta: 1 day, 3:52:15 batch_cost: 0.4739 data_cost: 0.0013 ips: 8.4397 images/s [04/10 10:08:38] ppdet.engine INFO: Epoch: [57] [5400/7329] learning_rate: 0.000100 loss_class: 0.540678 loss_bbox: 0.121720 loss_giou: 0.394987 loss_class_aux: 3.478498 loss_bbox_aux: 0.799609 loss_giou_aux: 2.556859 loss_class_dn: 0.339165 loss_bbox_dn: 0.123922 loss_giou_dn: 0.375055 loss_class_aux_dn: 1.781082 loss_bbox_aux_dn: 0.749004 loss_giou_aux_dn: 2.098670 loss: 14.164555 eta: 1 day, 3:51:25 batch_cost: 0.5563 data_cost: 0.0013 ips: 7.1905 images/s [04/10 10:09:37] ppdet.engine INFO: Epoch: [57] [5500/7329] learning_rate: 0.000100 loss_class: 0.493131 loss_bbox: 0.135479 loss_giou: 0.429838 loss_class_aux: 3.363551 loss_bbox_aux: 0.888852 loss_giou_aux: 2.593162 loss_class_dn: 0.318576 loss_bbox_dn: 0.136012 loss_giou_dn: 0.357099 loss_class_aux_dn: 1.691013 loss_bbox_aux_dn: 0.803368 loss_giou_aux_dn: 1.958923 loss: 12.957553 eta: 1 day, 3:50:33 batch_cost: 0.5215 data_cost: 0.0014 ips: 7.6702 images/s [04/10 10:10:32] ppdet.engine INFO: Epoch: [57] [5600/7329] learning_rate: 0.000100 loss_class: 0.627941 loss_bbox: 0.141706 loss_giou: 0.409849 loss_class_aux: 3.853459 loss_bbox_aux: 0.949440 loss_giou_aux: 2.564497 loss_class_dn: 0.348136 loss_bbox_dn: 0.140593 loss_giou_dn: 0.374479 loss_class_aux_dn: 1.880352 loss_bbox_aux_dn: 0.825187 loss_giou_aux_dn: 2.048063 loss: 14.203424 eta: 1 day, 3:49:39 batch_cost: 0.4898 data_cost: 0.0014 ips: 8.1673 images/s [04/10 10:11:26] ppdet.engine INFO: Epoch: [57] [5700/7329] learning_rate: 0.000100 loss_class: 0.523666 loss_bbox: 0.121836 loss_giou: 0.358372 loss_class_aux: 3.279756 loss_bbox_aux: 0.794704 loss_giou_aux: 2.209714 loss_class_dn: 0.302554 loss_bbox_dn: 0.126905 loss_giou_dn: 0.313976 loss_class_aux_dn: 1.626499 loss_bbox_aux_dn: 0.786617 loss_giou_aux_dn: 1.819771 loss: 13.063751 eta: 1 day, 3:48:45 batch_cost: 0.4736 data_cost: 0.0012 ips: 8.4452 images/s [04/10 10:12:19] ppdet.engine INFO: Epoch: [57] [5800/7329] learning_rate: 0.000100 loss_class: 0.531830 loss_bbox: 0.131716 loss_giou: 0.353727 loss_class_aux: 3.392885 loss_bbox_aux: 0.835026 loss_giou_aux: 2.187940 loss_class_dn: 0.322276 loss_bbox_dn: 0.122225 loss_giou_dn: 0.329995 loss_class_aux_dn: 1.779511 loss_bbox_aux_dn: 0.725696 loss_giou_aux_dn: 1.882705 loss: 13.493074 eta: 1 day, 3:47:51 batch_cost: 0.4739 data_cost: 0.0012 ips: 8.4400 images/s [04/10 10:13:16] ppdet.engine INFO: Epoch: [57] [5900/7329] learning_rate: 0.000100 loss_class: 0.524604 loss_bbox: 0.122310 loss_giou: 0.361787 loss_class_aux: 3.356672 loss_bbox_aux: 0.803051 loss_giou_aux: 2.281686 loss_class_dn: 0.276656 loss_bbox_dn: 0.124709 loss_giou_dn: 0.309451 loss_class_aux_dn: 1.557143 loss_bbox_aux_dn: 0.803962 loss_giou_aux_dn: 1.785295 loss: 11.958606 eta: 1 day, 3:46:58 batch_cost: 0.5079 data_cost: 0.0013 ips: 7.8748 images/s [04/10 10:14:12] ppdet.engine INFO: Epoch: [57] [6000/7329] learning_rate: 0.000100 loss_class: 0.522429 loss_bbox: 0.137016 loss_giou: 0.329656 loss_class_aux: 3.334685 loss_bbox_aux: 0.873444 loss_giou_aux: 2.215673 loss_class_dn: 0.307543 loss_bbox_dn: 0.140869 loss_giou_dn: 0.322667 loss_class_aux_dn: 1.681128 loss_bbox_aux_dn: 0.835350 loss_giou_aux_dn: 1.815270 loss: 12.622198 eta: 1 day, 3:46:05 batch_cost: 0.5040 data_cost: 0.0012 ips: 7.9372 images/s [04/10 10:15:11] ppdet.engine INFO: Epoch: [57] [6100/7329] learning_rate: 0.000100 loss_class: 0.575482 loss_bbox: 0.130548 loss_giou: 0.385936 loss_class_aux: 3.663189 loss_bbox_aux: 0.877071 loss_giou_aux: 2.518957 loss_class_dn: 0.331740 loss_bbox_dn: 0.139438 loss_giou_dn: 0.355339 loss_class_aux_dn: 1.802382 loss_bbox_aux_dn: 0.873300 loss_giou_aux_dn: 1.997748 loss: 13.763556 eta: 1 day, 3:45:13 batch_cost: 0.5256 data_cost: 0.0014 ips: 7.6107 images/s [04/10 10:16:08] ppdet.engine INFO: Epoch: [57] [6200/7329] learning_rate: 0.000100 loss_class: 0.583200 loss_bbox: 0.131373 loss_giou: 0.402177 loss_class_aux: 3.662996 loss_bbox_aux: 0.871714 loss_giou_aux: 2.511894 loss_class_dn: 0.333476 loss_bbox_dn: 0.134763 loss_giou_dn: 0.347100 loss_class_aux_dn: 1.851245 loss_bbox_aux_dn: 0.821229 loss_giou_aux_dn: 1.944075 loss: 14.030785 eta: 1 day, 3:44:21 batch_cost: 0.5118 data_cost: 0.0012 ips: 7.8153 images/s [04/10 10:17:01] ppdet.engine INFO: Epoch: [57] [6300/7329] learning_rate: 0.000100 loss_class: 0.641400 loss_bbox: 0.151859 loss_giou: 0.468335 loss_class_aux: 4.168087 loss_bbox_aux: 0.994841 loss_giou_aux: 2.843497 loss_class_dn: 0.381010 loss_bbox_dn: 0.152855 loss_giou_dn: 0.409263 loss_class_aux_dn: 2.039140 loss_bbox_aux_dn: 0.935355 loss_giou_aux_dn: 2.322868 loss: 16.336330 eta: 1 day, 3:43:27 batch_cost: 0.4744 data_cost: 0.0012 ips: 8.4324 images/s [04/10 10:17:58] ppdet.engine INFO: Epoch: [57] [6400/7329] learning_rate: 0.000100 loss_class: 0.557645 loss_bbox: 0.140766 loss_giou: 0.380393 loss_class_aux: 3.385026 loss_bbox_aux: 0.938824 loss_giou_aux: 2.452022 loss_class_dn: 0.317237 loss_bbox_dn: 0.132985 loss_giou_dn: 0.332528 loss_class_aux_dn: 1.710165 loss_bbox_aux_dn: 0.799597 loss_giou_aux_dn: 1.865673 loss: 13.397364 eta: 1 day, 3:42:34 batch_cost: 0.5043 data_cost: 0.0013 ips: 7.9323 images/s [04/10 10:18:54] ppdet.engine INFO: Epoch: [57] [6500/7329] learning_rate: 0.000100 loss_class: 0.607265 loss_bbox: 0.147978 loss_giou: 0.394532 loss_class_aux: 3.745520 loss_bbox_aux: 0.985936 loss_giou_aux: 2.547871 loss_class_dn: 0.343142 loss_bbox_dn: 0.144984 loss_giou_dn: 0.357212 loss_class_aux_dn: 1.841763 loss_bbox_aux_dn: 0.843047 loss_giou_aux_dn: 2.082049 loss: 15.117355 eta: 1 day, 3:41:40 batch_cost: 0.4947 data_cost: 0.0015 ips: 8.0856 images/s [04/10 10:19:48] ppdet.engine INFO: Epoch: [57] [6600/7329] learning_rate: 0.000100 loss_class: 0.581169 loss_bbox: 0.132210 loss_giou: 0.383296 loss_class_aux: 3.779417 loss_bbox_aux: 0.856858 loss_giou_aux: 2.400938 loss_class_dn: 0.338332 loss_bbox_dn: 0.141215 loss_giou_dn: 0.340746 loss_class_aux_dn: 1.844825 loss_bbox_aux_dn: 0.838293 loss_giou_aux_dn: 1.874694 loss: 14.022507 eta: 1 day, 3:40:47 batch_cost: 0.4874 data_cost: 0.0012 ips: 8.2067 images/s [04/10 10:20:41] ppdet.engine INFO: Epoch: [57] [6700/7329] learning_rate: 0.000100 loss_class: 0.522223 loss_bbox: 0.133100 loss_giou: 0.336003 loss_class_aux: 3.351014 loss_bbox_aux: 0.967201 loss_giou_aux: 2.162970 loss_class_dn: 0.297487 loss_bbox_dn: 0.129704 loss_giou_dn: 0.311292 loss_class_aux_dn: 1.600248 loss_bbox_aux_dn: 0.783821 loss_giou_aux_dn: 1.737213 loss: 12.620737 eta: 1 day, 3:39:52 batch_cost: 0.4655 data_cost: 0.0013 ips: 8.5938 images/s [04/10 10:21:34] ppdet.engine INFO: Epoch: [57] [6800/7329] learning_rate: 0.000100 loss_class: 0.615317 loss_bbox: 0.157148 loss_giou: 0.393543 loss_class_aux: 3.859373 loss_bbox_aux: 1.003249 loss_giou_aux: 2.468243 loss_class_dn: 0.333680 loss_bbox_dn: 0.149034 loss_giou_dn: 0.373407 loss_class_aux_dn: 1.782902 loss_bbox_aux_dn: 0.848386 loss_giou_aux_dn: 2.084196 loss: 14.638918 eta: 1 day, 3:38:58 batch_cost: 0.4718 data_cost: 0.0012 ips: 8.4773 images/s [04/10 10:22:28] ppdet.engine INFO: Epoch: [57] [6900/7329] learning_rate: 0.000100 loss_class: 0.604668 loss_bbox: 0.140680 loss_giou: 0.385066 loss_class_aux: 3.805525 loss_bbox_aux: 0.912157 loss_giou_aux: 2.395947 loss_class_dn: 0.349315 loss_bbox_dn: 0.143026 loss_giou_dn: 0.375419 loss_class_aux_dn: 1.913703 loss_bbox_aux_dn: 0.863808 loss_giou_aux_dn: 2.128328 loss: 14.785936 eta: 1 day, 3:38:04 batch_cost: 0.4811 data_cost: 0.0013 ips: 8.3140 images/s [04/10 10:23:29] ppdet.engine INFO: Epoch: [57] [7000/7329] learning_rate: 0.000100 loss_class: 0.622689 loss_bbox: 0.149714 loss_giou: 0.436499 loss_class_aux: 4.011588 loss_bbox_aux: 0.928551 loss_giou_aux: 2.680666 loss_class_dn: 0.346721 loss_bbox_dn: 0.139044 loss_giou_dn: 0.410298 loss_class_aux_dn: 1.822262 loss_bbox_aux_dn: 0.849496 loss_giou_aux_dn: 2.320532 loss: 15.310003 eta: 1 day, 3:37:13 batch_cost: 0.5548 data_cost: 0.0013 ips: 7.2095 images/s [04/10 10:24:28] ppdet.engine INFO: Epoch: [57] [7100/7329] learning_rate: 0.000100 loss_class: 0.506467 loss_bbox: 0.120856 loss_giou: 0.325542 loss_class_aux: 3.232214 loss_bbox_aux: 0.758595 loss_giou_aux: 2.070044 loss_class_dn: 0.287978 loss_bbox_dn: 0.123784 loss_giou_dn: 0.320575 loss_class_aux_dn: 1.583433 loss_bbox_aux_dn: 0.752763 loss_giou_aux_dn: 1.748105 loss: 12.323149 eta: 1 day, 3:36:22 batch_cost: 0.5262 data_cost: 0.0012 ips: 7.6017 images/s [04/10 10:25:25] ppdet.engine INFO: Epoch: [57] [7200/7329] learning_rate: 0.000100 loss_class: 0.577009 loss_bbox: 0.145614 loss_giou: 0.400179 loss_class_aux: 3.706283 loss_bbox_aux: 0.881110 loss_giou_aux: 2.566543 loss_class_dn: 0.345035 loss_bbox_dn: 0.141654 loss_giou_dn: 0.369418 loss_class_aux_dn: 1.831313 loss_bbox_aux_dn: 0.842416 loss_giou_aux_dn: 2.053105 loss: 14.508780 eta: 1 day, 3:35:29 batch_cost: 0.5123 data_cost: 0.0015 ips: 7.8084 images/s [04/10 10:26:18] ppdet.engine INFO: Epoch: [57] [7300/7329] learning_rate: 0.000100 loss_class: 0.539262 loss_bbox: 0.129109 loss_giou: 0.381436 loss_class_aux: 3.481525 loss_bbox_aux: 0.874398 loss_giou_aux: 2.372622 loss_class_dn: 0.305543 loss_bbox_dn: 0.125146 loss_giou_dn: 0.312317 loss_class_aux_dn: 1.634225 loss_bbox_aux_dn: 0.765557 loss_giou_aux_dn: 1.797316 loss: 13.030724 eta: 1 day, 3:34:35 batch_cost: 0.4731 data_cost: 0.0012 ips: 8.4547 images/s [04/10 10:26:39] ppdet.engine INFO: Eval iter: 0 [04/10 10:27:05] ppdet.engine INFO: Eval iter: 100 [04/10 10:27:29] ppdet.engine INFO: Eval iter: 200 [04/10 10:27:54] ppdet.engine INFO: Eval iter: 300 [04/10 10:28:18] ppdet.engine INFO: Eval iter: 400 [04/10 10:28:43] ppdet.engine INFO: Eval iter: 500 [04/10 10:29:08] ppdet.engine INFO: Eval iter: 600 [04/10 10:29:36] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 10:29:37] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.77s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=105.73s). Accumulating evaluation results... DONE (t=26.35s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.715 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.546 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/10 10:32:13] ppdet.engine INFO: Total sample number: 5000, average FPS: 32.15760410564541 [04/10 10:32:13] ppdet.engine INFO: Best test bbox ap is 0.529. [04/10 10:32:15] ppdet.engine INFO: Epoch: [58] [ 0/7329] learning_rate: 0.000100 loss_class: 0.541644 loss_bbox: 0.136463 loss_giou: 0.414309 loss_class_aux: 3.467628 loss_bbox_aux: 0.902787 loss_giou_aux: 2.636096 loss_class_dn: 0.332883 loss_bbox_dn: 0.142186 loss_giou_dn: 0.361131 loss_class_aux_dn: 1.786164 loss_bbox_aux_dn: 0.822034 loss_giou_aux_dn: 2.005773 loss: 14.002583 eta: 1 day, 3:34:20 batch_cost: 0.4848 data_cost: 0.0013 ips: 8.2504 images/s [04/10 10:33:09] ppdet.engine INFO: Epoch: [58] [ 100/7329] learning_rate: 0.000100 loss_class: 0.551169 loss_bbox: 0.136154 loss_giou: 0.340792 loss_class_aux: 3.545821 loss_bbox_aux: 0.899622 loss_giou_aux: 2.194796 loss_class_dn: 0.310834 loss_bbox_dn: 0.139663 loss_giou_dn: 0.350281 loss_class_aux_dn: 1.720348 loss_bbox_aux_dn: 0.859845 loss_giou_aux_dn: 1.956357 loss: 13.734919 eta: 1 day, 3:33:26 batch_cost: 0.4735 data_cost: 0.0014 ips: 8.4473 images/s [04/10 10:34:04] ppdet.engine INFO: Epoch: [58] [ 200/7329] learning_rate: 0.000100 loss_class: 0.570276 loss_bbox: 0.137906 loss_giou: 0.401162 loss_class_aux: 3.601840 loss_bbox_aux: 0.918425 loss_giou_aux: 2.569467 loss_class_dn: 0.333632 loss_bbox_dn: 0.143861 loss_giou_dn: 0.366026 loss_class_aux_dn: 1.726257 loss_bbox_aux_dn: 0.825223 loss_giou_aux_dn: 2.068079 loss: 13.886623 eta: 1 day, 3:32:33 batch_cost: 0.4992 data_cost: 0.0012 ips: 8.0133 images/s [04/10 10:35:04] ppdet.engine INFO: Epoch: [58] [ 300/7329] learning_rate: 0.000100 loss_class: 0.640337 loss_bbox: 0.146955 loss_giou: 0.349379 loss_class_aux: 3.829782 loss_bbox_aux: 0.912940 loss_giou_aux: 2.249663 loss_class_dn: 0.302329 loss_bbox_dn: 0.154571 loss_giou_dn: 0.335491 loss_class_aux_dn: 1.647819 loss_bbox_aux_dn: 0.895059 loss_giou_aux_dn: 1.865643 loss: 13.916890 eta: 1 day, 3:31:41 batch_cost: 0.5345 data_cost: 0.0013 ips: 7.4833 images/s [04/10 10:35:59] ppdet.engine INFO: Epoch: [58] [ 400/7329] learning_rate: 0.000100 loss_class: 0.537611 loss_bbox: 0.134874 loss_giou: 0.364504 loss_class_aux: 3.515975 loss_bbox_aux: 0.861474 loss_giou_aux: 2.351476 loss_class_dn: 0.308998 loss_bbox_dn: 0.125306 loss_giou_dn: 0.359156 loss_class_aux_dn: 1.646882 loss_bbox_aux_dn: 0.813375 loss_giou_aux_dn: 2.029519 loss: 13.262147 eta: 1 day, 3:30:48 batch_cost: 0.4904 data_cost: 0.0012 ips: 8.1564 images/s [04/10 10:36:54] ppdet.engine INFO: Epoch: [58] [ 500/7329] learning_rate: 0.000100 loss_class: 0.526583 loss_bbox: 0.125475 loss_giou: 0.378445 loss_class_aux: 3.391078 loss_bbox_aux: 0.833940 loss_giou_aux: 2.359634 loss_class_dn: 0.311078 loss_bbox_dn: 0.126197 loss_giou_dn: 0.337943 loss_class_aux_dn: 1.682440 loss_bbox_aux_dn: 0.773576 loss_giou_aux_dn: 1.896444 loss: 12.576136 eta: 1 day, 3:29:55 batch_cost: 0.4997 data_cost: 0.0011 ips: 8.0049 images/s [04/10 10:37:53] ppdet.engine INFO: Epoch: [58] [ 600/7329] learning_rate: 0.000100 loss_class: 0.536408 loss_bbox: 0.126317 loss_giou: 0.358462 loss_class_aux: 3.316772 loss_bbox_aux: 0.837148 loss_giou_aux: 2.259589 loss_class_dn: 0.280434 loss_bbox_dn: 0.124937 loss_giou_dn: 0.309300 loss_class_aux_dn: 1.524174 loss_bbox_aux_dn: 0.769016 loss_giou_aux_dn: 1.741800 loss: 12.410208 eta: 1 day, 3:29:03 batch_cost: 0.5297 data_cost: 0.0014 ips: 7.5509 images/s [04/10 10:38:50] ppdet.engine INFO: Epoch: [58] [ 700/7329] learning_rate: 0.000100 loss_class: 0.580512 loss_bbox: 0.123740 loss_giou: 0.325524 loss_class_aux: 3.739065 loss_bbox_aux: 0.852317 loss_giou_aux: 2.027197 loss_class_dn: 0.316638 loss_bbox_dn: 0.130673 loss_giou_dn: 0.332426 loss_class_aux_dn: 1.713756 loss_bbox_aux_dn: 0.807192 loss_giou_aux_dn: 1.843181 loss: 13.734859 eta: 1 day, 3:28:10 batch_cost: 0.5025 data_cost: 0.0014 ips: 7.9595 images/s [04/10 10:39:52] ppdet.engine INFO: Epoch: [58] [ 800/7329] learning_rate: 0.000100 loss_class: 0.532243 loss_bbox: 0.113547 loss_giou: 0.323326 loss_class_aux: 3.313253 loss_bbox_aux: 0.721684 loss_giou_aux: 2.139899 loss_class_dn: 0.310123 loss_bbox_dn: 0.133662 loss_giou_dn: 0.332981 loss_class_aux_dn: 1.678531 loss_bbox_aux_dn: 0.806916 loss_giou_aux_dn: 1.849794 loss: 13.215850 eta: 1 day, 3:27:19 batch_cost: 0.5433 data_cost: 0.0016 ips: 7.3626 images/s [04/10 10:40:48] ppdet.engine INFO: Epoch: [58] [ 900/7329] learning_rate: 0.000100 loss_class: 0.575435 loss_bbox: 0.140150 loss_giou: 0.462038 loss_class_aux: 3.725459 loss_bbox_aux: 0.920600 loss_giou_aux: 2.937833 loss_class_dn: 0.348688 loss_bbox_dn: 0.140714 loss_giou_dn: 0.384587 loss_class_aux_dn: 1.913162 loss_bbox_aux_dn: 0.840005 loss_giou_aux_dn: 2.121909 loss: 14.204358 eta: 1 day, 3:26:26 batch_cost: 0.4957 data_cost: 0.0014 ips: 8.0695 images/s [04/10 10:41:45] ppdet.engine INFO: Epoch: [58] [1000/7329] learning_rate: 0.000100 loss_class: 0.588980 loss_bbox: 0.127570 loss_giou: 0.354970 loss_class_aux: 3.778865 loss_bbox_aux: 0.859572 loss_giou_aux: 2.299159 loss_class_dn: 0.334142 loss_bbox_dn: 0.129205 loss_giou_dn: 0.344217 loss_class_aux_dn: 1.846971 loss_bbox_aux_dn: 0.837743 loss_giou_aux_dn: 1.924811 loss: 13.777306 eta: 1 day, 3:25:33 batch_cost: 0.5062 data_cost: 0.0013 ips: 7.9026 images/s [04/10 10:42:41] ppdet.engine INFO: Epoch: [58] [1100/7329] learning_rate: 0.000100 loss_class: 0.594089 loss_bbox: 0.130813 loss_giou: 0.381676 loss_class_aux: 3.817165 loss_bbox_aux: 0.857850 loss_giou_aux: 2.491504 loss_class_dn: 0.342077 loss_bbox_dn: 0.122943 loss_giou_dn: 0.348254 loss_class_aux_dn: 1.894706 loss_bbox_aux_dn: 0.812881 loss_giou_aux_dn: 1.967948 loss: 14.529579 eta: 1 day, 3:24:40 batch_cost: 0.4976 data_cost: 0.0014 ips: 8.0390 images/s [04/10 10:43:38] ppdet.engine INFO: Epoch: [58] [1200/7329] learning_rate: 0.000100 loss_class: 0.562702 loss_bbox: 0.139973 loss_giou: 0.349735 loss_class_aux: 3.408974 loss_bbox_aux: 0.941248 loss_giou_aux: 2.126600 loss_class_dn: 0.298303 loss_bbox_dn: 0.143521 loss_giou_dn: 0.330883 loss_class_aux_dn: 1.630814 loss_bbox_aux_dn: 0.880011 loss_giou_aux_dn: 1.925929 loss: 13.361284 eta: 1 day, 3:23:47 batch_cost: 0.5090 data_cost: 0.0013 ips: 7.8585 images/s [04/10 10:44:30] ppdet.engine INFO: Epoch: [58] [1300/7329] learning_rate: 0.000100 loss_class: 0.557193 loss_bbox: 0.124916 loss_giou: 0.401967 loss_class_aux: 3.590183 loss_bbox_aux: 0.851452 loss_giou_aux: 2.670285 loss_class_dn: 0.323404 loss_bbox_dn: 0.121430 loss_giou_dn: 0.356537 loss_class_aux_dn: 1.779796 loss_bbox_aux_dn: 0.730297 loss_giou_aux_dn: 2.043111 loss: 13.911420 eta: 1 day, 3:22:53 batch_cost: 0.4708 data_cost: 0.0012 ips: 8.4959 images/s [04/10 10:45:26] ppdet.engine INFO: Epoch: [58] [1400/7329] learning_rate: 0.000100 loss_class: 0.561188 loss_bbox: 0.140198 loss_giou: 0.422777 loss_class_aux: 3.638435 loss_bbox_aux: 0.894242 loss_giou_aux: 2.572024 loss_class_dn: 0.332747 loss_bbox_dn: 0.129378 loss_giou_dn: 0.372995 loss_class_aux_dn: 1.766590 loss_bbox_aux_dn: 0.757927 loss_giou_aux_dn: 2.137323 loss: 13.817147 eta: 1 day, 3:22:00 batch_cost: 0.4921 data_cost: 0.0015 ips: 8.1282 images/s [04/10 10:46:22] ppdet.engine INFO: Epoch: [58] [1500/7329] learning_rate: 0.000100 loss_class: 0.623425 loss_bbox: 0.157450 loss_giou: 0.395770 loss_class_aux: 3.936193 loss_bbox_aux: 1.000499 loss_giou_aux: 2.532077 loss_class_dn: 0.350639 loss_bbox_dn: 0.169118 loss_giou_dn: 0.384297 loss_class_aux_dn: 1.915363 loss_bbox_aux_dn: 0.966646 loss_giou_aux_dn: 2.144240 loss: 14.870736 eta: 1 day, 3:21:06 batch_cost: 0.4935 data_cost: 0.0012 ips: 8.1052 images/s [04/10 10:47:21] ppdet.engine INFO: Epoch: [58] [1600/7329] learning_rate: 0.000100 loss_class: 0.524134 loss_bbox: 0.132796 loss_giou: 0.321636 loss_class_aux: 3.299875 loss_bbox_aux: 0.867700 loss_giou_aux: 2.040446 loss_class_dn: 0.277699 loss_bbox_dn: 0.134160 loss_giou_dn: 0.307831 loss_class_aux_dn: 1.484798 loss_bbox_aux_dn: 0.815206 loss_giou_aux_dn: 1.689005 loss: 11.578240 eta: 1 day, 3:20:15 batch_cost: 0.5306 data_cost: 0.0019 ips: 7.5381 images/s [04/10 10:48:17] ppdet.engine INFO: Epoch: [58] [1700/7329] learning_rate: 0.000100 loss_class: 0.526493 loss_bbox: 0.123533 loss_giou: 0.311690 loss_class_aux: 3.395086 loss_bbox_aux: 0.861910 loss_giou_aux: 1.971950 loss_class_dn: 0.289610 loss_bbox_dn: 0.136315 loss_giou_dn: 0.294498 loss_class_aux_dn: 1.564925 loss_bbox_aux_dn: 0.839837 loss_giou_aux_dn: 1.658101 loss: 12.032198 eta: 1 day, 3:19:21 batch_cost: 0.4933 data_cost: 0.0013 ips: 8.1084 images/s [04/10 10:49:15] ppdet.engine INFO: Epoch: [58] [1800/7329] learning_rate: 0.000100 loss_class: 0.547404 loss_bbox: 0.133024 loss_giou: 0.366735 loss_class_aux: 3.480591 loss_bbox_aux: 0.926849 loss_giou_aux: 2.399145 loss_class_dn: 0.308452 loss_bbox_dn: 0.133371 loss_giou_dn: 0.331829 loss_class_aux_dn: 1.661478 loss_bbox_aux_dn: 0.800855 loss_giou_aux_dn: 1.861053 loss: 13.038404 eta: 1 day, 3:18:30 batch_cost: 0.5302 data_cost: 0.0012 ips: 7.5437 images/s [04/10 10:50:13] ppdet.engine INFO: Epoch: [58] [1900/7329] learning_rate: 0.000100 loss_class: 0.513635 loss_bbox: 0.128162 loss_giou: 0.343605 loss_class_aux: 3.379239 loss_bbox_aux: 0.811902 loss_giou_aux: 2.117247 loss_class_dn: 0.290860 loss_bbox_dn: 0.131931 loss_giou_dn: 0.327420 loss_class_aux_dn: 1.520643 loss_bbox_aux_dn: 0.776196 loss_giou_aux_dn: 1.814675 loss: 13.098615 eta: 1 day, 3:17:38 batch_cost: 0.5214 data_cost: 0.0013 ips: 7.6713 images/s [04/10 10:51:06] ppdet.engine INFO: Epoch: [58] [2000/7329] learning_rate: 0.000100 loss_class: 0.578750 loss_bbox: 0.138240 loss_giou: 0.473948 loss_class_aux: 3.675860 loss_bbox_aux: 0.910820 loss_giou_aux: 2.975596 loss_class_dn: 0.373020 loss_bbox_dn: 0.130537 loss_giou_dn: 0.413041 loss_class_aux_dn: 1.996994 loss_bbox_aux_dn: 0.760260 loss_giou_aux_dn: 2.319635 loss: 15.570792 eta: 1 day, 3:16:43 batch_cost: 0.4692 data_cost: 0.0012 ips: 8.5248 images/s [04/10 10:52:02] ppdet.engine INFO: Epoch: [58] [2100/7329] learning_rate: 0.000100 loss_class: 0.566457 loss_bbox: 0.141770 loss_giou: 0.419480 loss_class_aux: 3.534529 loss_bbox_aux: 0.963048 loss_giou_aux: 2.622094 loss_class_dn: 0.334429 loss_bbox_dn: 0.135576 loss_giou_dn: 0.365786 loss_class_aux_dn: 1.840612 loss_bbox_aux_dn: 0.871220 loss_giou_aux_dn: 2.012963 loss: 13.826709 eta: 1 day, 3:15:50 batch_cost: 0.4972 data_cost: 0.0013 ips: 8.0445 images/s [04/10 10:53:03] ppdet.engine INFO: Epoch: [58] [2200/7329] learning_rate: 0.000100 loss_class: 0.581571 loss_bbox: 0.141925 loss_giou: 0.382101 loss_class_aux: 3.587493 loss_bbox_aux: 0.917909 loss_giou_aux: 2.399732 loss_class_dn: 0.318445 loss_bbox_dn: 0.127324 loss_giou_dn: 0.343879 loss_class_aux_dn: 1.731963 loss_bbox_aux_dn: 0.783950 loss_giou_aux_dn: 1.912797 loss: 13.816633 eta: 1 day, 3:14:59 batch_cost: 0.5418 data_cost: 0.0014 ips: 7.3829 images/s [04/10 10:54:05] ppdet.engine INFO: Epoch: [58] [2300/7329] learning_rate: 0.000100 loss_class: 0.596786 loss_bbox: 0.140601 loss_giou: 0.410831 loss_class_aux: 3.744712 loss_bbox_aux: 0.928426 loss_giou_aux: 2.630580 loss_class_dn: 0.346144 loss_bbox_dn: 0.140943 loss_giou_dn: 0.370082 loss_class_aux_dn: 1.857772 loss_bbox_aux_dn: 0.827486 loss_giou_aux_dn: 2.115772 loss: 14.619364 eta: 1 day, 3:14:08 batch_cost: 0.5560 data_cost: 0.0015 ips: 7.1949 images/s [04/10 10:54:57] ppdet.engine INFO: Epoch: [58] [2400/7329] learning_rate: 0.000100 loss_class: 0.522143 loss_bbox: 0.125212 loss_giou: 0.333009 loss_class_aux: 3.363760 loss_bbox_aux: 0.811942 loss_giou_aux: 2.121532 loss_class_dn: 0.297877 loss_bbox_dn: 0.123069 loss_giou_dn: 0.298924 loss_class_aux_dn: 1.638291 loss_bbox_aux_dn: 0.747669 loss_giou_aux_dn: 1.782186 loss: 12.454709 eta: 1 day, 3:13:14 batch_cost: 0.4684 data_cost: 0.0012 ips: 8.5393 images/s [04/10 10:55:54] ppdet.engine INFO: Epoch: [58] [2500/7329] learning_rate: 0.000100 loss_class: 0.566930 loss_bbox: 0.133928 loss_giou: 0.333227 loss_class_aux: 3.719104 loss_bbox_aux: 0.875983 loss_giou_aux: 2.194476 loss_class_dn: 0.317941 loss_bbox_dn: 0.120511 loss_giou_dn: 0.317420 loss_class_aux_dn: 1.714443 loss_bbox_aux_dn: 0.724568 loss_giou_aux_dn: 1.849336 loss: 13.421273 eta: 1 day, 3:12:21 batch_cost: 0.5070 data_cost: 0.0012 ips: 7.8901 images/s [04/10 10:56:49] ppdet.engine INFO: Epoch: [58] [2600/7329] learning_rate: 0.000100 loss_class: 0.530459 loss_bbox: 0.127973 loss_giou: 0.338543 loss_class_aux: 3.470272 loss_bbox_aux: 0.840792 loss_giou_aux: 2.167790 loss_class_dn: 0.307866 loss_bbox_dn: 0.142592 loss_giou_dn: 0.323736 loss_class_aux_dn: 1.717550 loss_bbox_aux_dn: 0.831662 loss_giou_aux_dn: 1.825465 loss: 13.302856 eta: 1 day, 3:11:28 batch_cost: 0.4968 data_cost: 0.0012 ips: 8.0511 images/s [04/10 10:57:51] ppdet.engine INFO: Epoch: [58] [2700/7329] learning_rate: 0.000100 loss_class: 0.499793 loss_bbox: 0.137559 loss_giou: 0.335145 loss_class_aux: 3.381630 loss_bbox_aux: 0.887124 loss_giou_aux: 2.048956 loss_class_dn: 0.287771 loss_bbox_dn: 0.141257 loss_giou_dn: 0.307871 loss_class_aux_dn: 1.585308 loss_bbox_aux_dn: 0.835240 loss_giou_aux_dn: 1.758062 loss: 12.242024 eta: 1 day, 3:10:37 batch_cost: 0.5530 data_cost: 0.0012 ips: 7.2336 images/s [04/10 10:58:49] ppdet.engine INFO: Epoch: [58] [2800/7329] learning_rate: 0.000100 loss_class: 0.558010 loss_bbox: 0.117221 loss_giou: 0.432136 loss_class_aux: 3.521560 loss_bbox_aux: 0.785064 loss_giou_aux: 2.600608 loss_class_dn: 0.336111 loss_bbox_dn: 0.134918 loss_giou_dn: 0.377011 loss_class_aux_dn: 1.815955 loss_bbox_aux_dn: 0.789882 loss_giou_aux_dn: 2.101209 loss: 14.065641 eta: 1 day, 3:09:45 batch_cost: 0.5211 data_cost: 0.0012 ips: 7.6763 images/s [04/10 10:59:45] ppdet.engine INFO: Epoch: [58] [2900/7329] learning_rate: 0.000100 loss_class: 0.600388 loss_bbox: 0.143693 loss_giou: 0.433909 loss_class_aux: 3.815304 loss_bbox_aux: 0.896562 loss_giou_aux: 2.732141 loss_class_dn: 0.357353 loss_bbox_dn: 0.148707 loss_giou_dn: 0.409985 loss_class_aux_dn: 1.891120 loss_bbox_aux_dn: 0.875273 loss_giou_aux_dn: 2.291624 loss: 14.801365 eta: 1 day, 3:08:53 batch_cost: 0.5043 data_cost: 0.0014 ips: 7.9325 images/s [04/10 11:00:41] ppdet.engine INFO: Epoch: [58] [3000/7329] learning_rate: 0.000100 loss_class: 0.540699 loss_bbox: 0.114990 loss_giou: 0.414652 loss_class_aux: 3.643504 loss_bbox_aux: 0.770252 loss_giou_aux: 2.575199 loss_class_dn: 0.328326 loss_bbox_dn: 0.124939 loss_giou_dn: 0.369357 loss_class_aux_dn: 1.771358 loss_bbox_aux_dn: 0.753758 loss_giou_aux_dn: 2.100248 loss: 13.831902 eta: 1 day, 3:08:00 batch_cost: 0.4988 data_cost: 0.0015 ips: 8.0198 images/s [04/10 11:01:36] ppdet.engine INFO: Epoch: [58] [3100/7329] learning_rate: 0.000100 loss_class: 0.559626 loss_bbox: 0.131444 loss_giou: 0.379054 loss_class_aux: 3.507130 loss_bbox_aux: 0.876297 loss_giou_aux: 2.443491 loss_class_dn: 0.334300 loss_bbox_dn: 0.124085 loss_giou_dn: 0.335930 loss_class_aux_dn: 1.794930 loss_bbox_aux_dn: 0.710142 loss_giou_aux_dn: 1.995339 loss: 13.672161 eta: 1 day, 3:07:06 batch_cost: 0.4938 data_cost: 0.0019 ips: 8.1002 images/s [04/10 11:02:31] ppdet.engine INFO: Epoch: [58] [3200/7329] learning_rate: 0.000100 loss_class: 0.618565 loss_bbox: 0.148600 loss_giou: 0.455862 loss_class_aux: 3.975589 loss_bbox_aux: 0.984615 loss_giou_aux: 2.832147 loss_class_dn: 0.368176 loss_bbox_dn: 0.154116 loss_giou_dn: 0.421886 loss_class_aux_dn: 1.942601 loss_bbox_aux_dn: 0.887136 loss_giou_aux_dn: 2.296699 loss: 15.003850 eta: 1 day, 3:06:13 batch_cost: 0.4850 data_cost: 0.0013 ips: 8.2466 images/s [04/10 11:03:27] ppdet.engine INFO: Epoch: [58] [3300/7329] learning_rate: 0.000100 loss_class: 0.571656 loss_bbox: 0.153250 loss_giou: 0.395199 loss_class_aux: 3.591600 loss_bbox_aux: 0.957966 loss_giou_aux: 2.553079 loss_class_dn: 0.341582 loss_bbox_dn: 0.137697 loss_giou_dn: 0.373501 loss_class_aux_dn: 1.854974 loss_bbox_aux_dn: 0.867384 loss_giou_aux_dn: 2.052396 loss: 14.500905 eta: 1 day, 3:05:20 batch_cost: 0.5084 data_cost: 0.0012 ips: 7.8682 images/s [04/10 11:04:27] ppdet.engine INFO: Epoch: [58] [3400/7329] learning_rate: 0.000100 loss_class: 0.514433 loss_bbox: 0.135207 loss_giou: 0.314166 loss_class_aux: 3.410466 loss_bbox_aux: 0.870351 loss_giou_aux: 1.974566 loss_class_dn: 0.294334 loss_bbox_dn: 0.135257 loss_giou_dn: 0.304093 loss_class_aux_dn: 1.628298 loss_bbox_aux_dn: 0.827789 loss_giou_aux_dn: 1.770366 loss: 13.024981 eta: 1 day, 3:04:28 batch_cost: 0.5322 data_cost: 0.0015 ips: 7.5160 images/s [04/10 11:05:21] ppdet.engine INFO: Epoch: [58] [3500/7329] learning_rate: 0.000100 loss_class: 0.604879 loss_bbox: 0.125539 loss_giou: 0.377716 loss_class_aux: 3.691651 loss_bbox_aux: 0.815475 loss_giou_aux: 2.371806 loss_class_dn: 0.317362 loss_bbox_dn: 0.143331 loss_giou_dn: 0.356845 loss_class_aux_dn: 1.694400 loss_bbox_aux_dn: 0.867333 loss_giou_aux_dn: 2.020627 loss: 13.994568 eta: 1 day, 3:03:34 batch_cost: 0.4741 data_cost: 0.0013 ips: 8.4378 images/s [04/10 11:06:16] ppdet.engine INFO: Epoch: [58] [3600/7329] learning_rate: 0.000100 loss_class: 0.619111 loss_bbox: 0.148272 loss_giou: 0.377149 loss_class_aux: 4.057398 loss_bbox_aux: 0.907506 loss_giou_aux: 2.428703 loss_class_dn: 0.365018 loss_bbox_dn: 0.138547 loss_giou_dn: 0.362372 loss_class_aux_dn: 1.933466 loss_bbox_aux_dn: 0.835160 loss_giou_aux_dn: 2.092010 loss: 15.187330 eta: 1 day, 3:02:41 batch_cost: 0.4829 data_cost: 0.0020 ips: 8.2828 images/s [04/10 11:07:12] ppdet.engine INFO: Epoch: [58] [3700/7329] learning_rate: 0.000100 loss_class: 0.514865 loss_bbox: 0.139168 loss_giou: 0.392582 loss_class_aux: 3.271846 loss_bbox_aux: 0.924364 loss_giou_aux: 2.481664 loss_class_dn: 0.322330 loss_bbox_dn: 0.125536 loss_giou_dn: 0.337225 loss_class_aux_dn: 1.712857 loss_bbox_aux_dn: 0.762469 loss_giou_aux_dn: 1.904434 loss: 13.574520 eta: 1 day, 3:01:47 batch_cost: 0.4963 data_cost: 0.0014 ips: 8.0593 images/s [04/10 11:08:15] ppdet.engine INFO: Epoch: [58] [3800/7329] learning_rate: 0.000100 loss_class: 0.580393 loss_bbox: 0.141993 loss_giou: 0.430057 loss_class_aux: 3.751223 loss_bbox_aux: 0.976616 loss_giou_aux: 2.770454 loss_class_dn: 0.327458 loss_bbox_dn: 0.155356 loss_giou_dn: 0.397595 loss_class_aux_dn: 1.741827 loss_bbox_aux_dn: 0.913379 loss_giou_aux_dn: 2.209208 loss: 13.975977 eta: 1 day, 3:00:58 batch_cost: 0.5706 data_cost: 0.0013 ips: 7.0103 images/s [04/10 11:09:15] ppdet.engine INFO: Epoch: [58] [3900/7329] learning_rate: 0.000100 loss_class: 0.529028 loss_bbox: 0.122011 loss_giou: 0.340031 loss_class_aux: 3.424840 loss_bbox_aux: 0.785500 loss_giou_aux: 2.195062 loss_class_dn: 0.316961 loss_bbox_dn: 0.119955 loss_giou_dn: 0.328434 loss_class_aux_dn: 1.743761 loss_bbox_aux_dn: 0.702156 loss_giou_aux_dn: 1.808389 loss: 13.256740 eta: 1 day, 3:00:06 batch_cost: 0.5309 data_cost: 0.0016 ips: 7.5338 images/s [04/10 11:10:10] ppdet.engine INFO: Epoch: [58] [4000/7329] learning_rate: 0.000100 loss_class: 0.497177 loss_bbox: 0.136048 loss_giou: 0.322324 loss_class_aux: 3.240981 loss_bbox_aux: 0.890187 loss_giou_aux: 1.887047 loss_class_dn: 0.284819 loss_bbox_dn: 0.132208 loss_giou_dn: 0.277103 loss_class_aux_dn: 1.534200 loss_bbox_aux_dn: 0.809251 loss_giou_aux_dn: 1.586447 loss: 12.815861 eta: 1 day, 2:59:13 batch_cost: 0.4913 data_cost: 0.0013 ips: 8.1417 images/s [04/10 11:11:06] ppdet.engine INFO: Epoch: [58] [4100/7329] learning_rate: 0.000100 loss_class: 0.590733 loss_bbox: 0.136632 loss_giou: 0.390904 loss_class_aux: 3.711784 loss_bbox_aux: 0.938951 loss_giou_aux: 2.436417 loss_class_dn: 0.335070 loss_bbox_dn: 0.126778 loss_giou_dn: 0.356721 loss_class_aux_dn: 1.843811 loss_bbox_aux_dn: 0.781500 loss_giou_aux_dn: 1.945408 loss: 14.150558 eta: 1 day, 2:58:19 batch_cost: 0.4963 data_cost: 0.0013 ips: 8.0589 images/s [04/10 11:12:02] ppdet.engine INFO: Epoch: [58] [4200/7329] learning_rate: 0.000100 loss_class: 0.593464 loss_bbox: 0.136392 loss_giou: 0.358731 loss_class_aux: 3.841445 loss_bbox_aux: 0.872479 loss_giou_aux: 2.371362 loss_class_dn: 0.326802 loss_bbox_dn: 0.141831 loss_giou_dn: 0.337927 loss_class_aux_dn: 1.735270 loss_bbox_aux_dn: 0.825324 loss_giou_aux_dn: 2.005377 loss: 14.167601 eta: 1 day, 2:57:26 batch_cost: 0.4974 data_cost: 0.0013 ips: 8.0422 images/s [04/10 11:12:58] ppdet.engine INFO: Epoch: [58] [4300/7329] learning_rate: 0.000100 loss_class: 0.562368 loss_bbox: 0.133027 loss_giou: 0.384670 loss_class_aux: 3.450180 loss_bbox_aux: 0.879639 loss_giou_aux: 2.444410 loss_class_dn: 0.319870 loss_bbox_dn: 0.148566 loss_giou_dn: 0.356871 loss_class_aux_dn: 1.734858 loss_bbox_aux_dn: 0.829185 loss_giou_aux_dn: 2.084627 loss: 14.163367 eta: 1 day, 2:56:33 batch_cost: 0.4972 data_cost: 0.0013 ips: 8.0456 images/s [04/10 11:13:54] ppdet.engine INFO: Epoch: [58] [4400/7329] learning_rate: 0.000100 loss_class: 0.576826 loss_bbox: 0.143608 loss_giou: 0.404403 loss_class_aux: 3.726382 loss_bbox_aux: 0.954611 loss_giou_aux: 2.573881 loss_class_dn: 0.333879 loss_bbox_dn: 0.144668 loss_giou_dn: 0.351893 loss_class_aux_dn: 1.839245 loss_bbox_aux_dn: 0.881239 loss_giou_aux_dn: 1.995054 loss: 14.236734 eta: 1 day, 2:55:40 batch_cost: 0.5021 data_cost: 0.0013 ips: 7.9671 images/s [04/10 11:14:50] ppdet.engine INFO: Epoch: [58] [4500/7329] learning_rate: 0.000100 loss_class: 0.526884 loss_bbox: 0.121157 loss_giou: 0.371081 loss_class_aux: 3.349897 loss_bbox_aux: 0.843456 loss_giou_aux: 2.336912 loss_class_dn: 0.313414 loss_bbox_dn: 0.134427 loss_giou_dn: 0.332857 loss_class_aux_dn: 1.674997 loss_bbox_aux_dn: 0.867724 loss_giou_aux_dn: 1.885088 loss: 12.862989 eta: 1 day, 2:54:47 batch_cost: 0.4986 data_cost: 0.0019 ips: 8.0226 images/s [04/10 11:15:44] ppdet.engine INFO: Epoch: [58] [4600/7329] learning_rate: 0.000100 loss_class: 0.634428 loss_bbox: 0.136761 loss_giou: 0.392160 loss_class_aux: 3.904360 loss_bbox_aux: 0.929742 loss_giou_aux: 2.480430 loss_class_dn: 0.326271 loss_bbox_dn: 0.135555 loss_giou_dn: 0.365434 loss_class_aux_dn: 1.749566 loss_bbox_aux_dn: 0.826692 loss_giou_aux_dn: 2.056494 loss: 14.528012 eta: 1 day, 2:53:53 batch_cost: 0.4733 data_cost: 0.0013 ips: 8.4521 images/s [04/10 11:16:42] ppdet.engine INFO: Epoch: [58] [4700/7329] learning_rate: 0.000100 loss_class: 0.596643 loss_bbox: 0.139499 loss_giou: 0.402341 loss_class_aux: 3.865379 loss_bbox_aux: 0.932804 loss_giou_aux: 2.475604 loss_class_dn: 0.339947 loss_bbox_dn: 0.142472 loss_giou_dn: 0.349855 loss_class_aux_dn: 1.844307 loss_bbox_aux_dn: 0.853515 loss_giou_aux_dn: 1.984243 loss: 14.799585 eta: 1 day, 2:53:01 batch_cost: 0.5190 data_cost: 0.0020 ips: 7.7071 images/s [04/10 11:17:38] ppdet.engine INFO: Epoch: [58] [4800/7329] learning_rate: 0.000100 loss_class: 0.590336 loss_bbox: 0.125183 loss_giou: 0.392058 loss_class_aux: 3.761478 loss_bbox_aux: 0.805074 loss_giou_aux: 2.508189 loss_class_dn: 0.344672 loss_bbox_dn: 0.142018 loss_giou_dn: 0.358950 loss_class_aux_dn: 1.828486 loss_bbox_aux_dn: 0.817204 loss_giou_aux_dn: 2.012026 loss: 14.010242 eta: 1 day, 2:52:08 batch_cost: 0.4933 data_cost: 0.0013 ips: 8.1081 images/s [04/10 11:18:31] ppdet.engine INFO: Epoch: [58] [4900/7329] learning_rate: 0.000100 loss_class: 0.526564 loss_bbox: 0.112082 loss_giou: 0.326558 loss_class_aux: 3.321255 loss_bbox_aux: 0.752198 loss_giou_aux: 2.068137 loss_class_dn: 0.290907 loss_bbox_dn: 0.117616 loss_giou_dn: 0.298646 loss_class_aux_dn: 1.578962 loss_bbox_aux_dn: 0.704252 loss_giou_aux_dn: 1.705832 loss: 12.230572 eta: 1 day, 2:51:13 batch_cost: 0.4679 data_cost: 0.0012 ips: 8.5496 images/s [04/10 11:19:25] ppdet.engine INFO: Epoch: [58] [5000/7329] learning_rate: 0.000100 loss_class: 0.572226 loss_bbox: 0.120484 loss_giou: 0.378072 loss_class_aux: 3.579355 loss_bbox_aux: 0.778661 loss_giou_aux: 2.408933 loss_class_dn: 0.330136 loss_bbox_dn: 0.133131 loss_giou_dn: 0.338054 loss_class_aux_dn: 1.784911 loss_bbox_aux_dn: 0.803379 loss_giou_aux_dn: 1.964048 loss: 13.307513 eta: 1 day, 2:50:20 batch_cost: 0.4828 data_cost: 0.0012 ips: 8.2848 images/s [04/10 11:20:19] ppdet.engine INFO: Epoch: [58] [5100/7329] learning_rate: 0.000100 loss_class: 0.567949 loss_bbox: 0.135535 loss_giou: 0.375235 loss_class_aux: 3.678101 loss_bbox_aux: 0.894158 loss_giou_aux: 2.381187 loss_class_dn: 0.314442 loss_bbox_dn: 0.138528 loss_giou_dn: 0.330049 loss_class_aux_dn: 1.709737 loss_bbox_aux_dn: 0.856936 loss_giou_aux_dn: 1.911413 loss: 13.671041 eta: 1 day, 2:49:26 batch_cost: 0.4849 data_cost: 0.0012 ips: 8.2494 images/s [04/10 11:21:13] ppdet.engine INFO: Epoch: [58] [5200/7329] learning_rate: 0.000100 loss_class: 0.592294 loss_bbox: 0.131730 loss_giou: 0.410522 loss_class_aux: 3.815574 loss_bbox_aux: 0.908623 loss_giou_aux: 2.580910 loss_class_dn: 0.344211 loss_bbox_dn: 0.138601 loss_giou_dn: 0.360150 loss_class_aux_dn: 1.898125 loss_bbox_aux_dn: 0.811385 loss_giou_aux_dn: 2.035627 loss: 14.463207 eta: 1 day, 2:48:32 batch_cost: 0.4771 data_cost: 0.0012 ips: 8.3838 images/s [04/10 11:22:06] ppdet.engine INFO: Epoch: [58] [5300/7329] learning_rate: 0.000100 loss_class: 0.600829 loss_bbox: 0.143938 loss_giou: 0.378618 loss_class_aux: 3.847848 loss_bbox_aux: 0.898723 loss_giou_aux: 2.427137 loss_class_dn: 0.339782 loss_bbox_dn: 0.142446 loss_giou_dn: 0.367573 loss_class_aux_dn: 1.813437 loss_bbox_aux_dn: 0.871213 loss_giou_aux_dn: 2.075225 loss: 14.458455 eta: 1 day, 2:47:38 batch_cost: 0.4804 data_cost: 0.0012 ips: 8.3268 images/s [04/10 11:22:59] ppdet.engine INFO: Epoch: [58] [5400/7329] learning_rate: 0.000100 loss_class: 0.496961 loss_bbox: 0.112218 loss_giou: 0.338978 loss_class_aux: 3.114215 loss_bbox_aux: 0.772241 loss_giou_aux: 2.128995 loss_class_dn: 0.271992 loss_bbox_dn: 0.120731 loss_giou_dn: 0.301341 loss_class_aux_dn: 1.504829 loss_bbox_aux_dn: 0.699555 loss_giou_aux_dn: 1.735378 loss: 11.909197 eta: 1 day, 2:46:44 batch_cost: 0.4682 data_cost: 0.0013 ips: 8.5425 images/s [04/10 11:24:01] ppdet.engine INFO: Epoch: [58] [5500/7329] learning_rate: 0.000100 loss_class: 0.494527 loss_bbox: 0.127643 loss_giou: 0.335615 loss_class_aux: 3.115468 loss_bbox_aux: 0.835398 loss_giou_aux: 2.139094 loss_class_dn: 0.282893 loss_bbox_dn: 0.125712 loss_giou_dn: 0.303227 loss_class_aux_dn: 1.518560 loss_bbox_aux_dn: 0.751336 loss_giou_aux_dn: 1.731093 loss: 12.530342 eta: 1 day, 2:45:53 batch_cost: 0.5457 data_cost: 0.0015 ips: 7.3300 images/s [04/10 11:25:08] ppdet.engine INFO: Epoch: [58] [5600/7329] learning_rate: 0.000100 loss_class: 0.482720 loss_bbox: 0.120580 loss_giou: 0.353633 loss_class_aux: 3.200998 loss_bbox_aux: 0.821322 loss_giou_aux: 2.217632 loss_class_dn: 0.301001 loss_bbox_dn: 0.131397 loss_giou_dn: 0.330843 loss_class_aux_dn: 1.628473 loss_bbox_aux_dn: 0.833523 loss_giou_aux_dn: 1.833316 loss: 12.745987 eta: 1 day, 2:45:04 batch_cost: 0.5971 data_cost: 0.0018 ips: 6.6995 images/s [04/10 11:26:08] ppdet.engine INFO: Epoch: [58] [5700/7329] learning_rate: 0.000100 loss_class: 0.507586 loss_bbox: 0.109630 loss_giou: 0.344076 loss_class_aux: 3.238040 loss_bbox_aux: 0.693804 loss_giou_aux: 2.190264 loss_class_dn: 0.307013 loss_bbox_dn: 0.103450 loss_giou_dn: 0.325269 loss_class_aux_dn: 1.635919 loss_bbox_aux_dn: 0.647824 loss_giou_aux_dn: 1.858784 loss: 12.912656 eta: 1 day, 2:44:13 batch_cost: 0.5329 data_cost: 0.0014 ips: 7.5059 images/s [04/10 11:27:05] ppdet.engine INFO: Epoch: [58] [5800/7329] learning_rate: 0.000100 loss_class: 0.590564 loss_bbox: 0.144324 loss_giou: 0.384087 loss_class_aux: 3.790751 loss_bbox_aux: 0.932801 loss_giou_aux: 2.444700 loss_class_dn: 0.337426 loss_bbox_dn: 0.128610 loss_giou_dn: 0.356983 loss_class_aux_dn: 1.813034 loss_bbox_aux_dn: 0.759486 loss_giou_aux_dn: 2.000342 loss: 14.272070 eta: 1 day, 2:43:20 batch_cost: 0.5125 data_cost: 0.0013 ips: 7.8050 images/s [04/10 11:28:02] ppdet.engine INFO: Epoch: [58] [5900/7329] learning_rate: 0.000100 loss_class: 0.588289 loss_bbox: 0.125780 loss_giou: 0.418178 loss_class_aux: 3.685181 loss_bbox_aux: 0.881937 loss_giou_aux: 2.682504 loss_class_dn: 0.340619 loss_bbox_dn: 0.152903 loss_giou_dn: 0.381703 loss_class_aux_dn: 1.819160 loss_bbox_aux_dn: 0.905621 loss_giou_aux_dn: 2.138860 loss: 14.438747 eta: 1 day, 2:42:28 batch_cost: 0.5089 data_cost: 0.0012 ips: 7.8594 images/s [04/10 11:28:58] ppdet.engine INFO: Epoch: [58] [6000/7329] learning_rate: 0.000100 loss_class: 0.584058 loss_bbox: 0.127889 loss_giou: 0.389912 loss_class_aux: 3.690678 loss_bbox_aux: 0.848398 loss_giou_aux: 2.533670 loss_class_dn: 0.312565 loss_bbox_dn: 0.136316 loss_giou_dn: 0.334848 loss_class_aux_dn: 1.739213 loss_bbox_aux_dn: 0.808843 loss_giou_aux_dn: 1.868878 loss: 13.222054 eta: 1 day, 2:41:35 batch_cost: 0.5052 data_cost: 0.0012 ips: 7.9171 images/s [04/10 11:29:52] ppdet.engine INFO: Epoch: [58] [6100/7329] learning_rate: 0.000100 loss_class: 0.564790 loss_bbox: 0.127218 loss_giou: 0.352076 loss_class_aux: 3.529971 loss_bbox_aux: 0.842736 loss_giou_aux: 2.288845 loss_class_dn: 0.309516 loss_bbox_dn: 0.143301 loss_giou_dn: 0.349540 loss_class_aux_dn: 1.648094 loss_bbox_aux_dn: 0.856207 loss_giou_aux_dn: 1.959988 loss: 13.189022 eta: 1 day, 2:40:41 batch_cost: 0.4791 data_cost: 0.0017 ips: 8.3483 images/s [04/10 11:30:45] ppdet.engine INFO: Epoch: [58] [6200/7329] learning_rate: 0.000100 loss_class: 0.569867 loss_bbox: 0.146424 loss_giou: 0.395851 loss_class_aux: 3.446897 loss_bbox_aux: 0.935447 loss_giou_aux: 2.494107 loss_class_dn: 0.334185 loss_bbox_dn: 0.144417 loss_giou_dn: 0.357415 loss_class_aux_dn: 1.806612 loss_bbox_aux_dn: 0.834194 loss_giou_aux_dn: 2.001464 loss: 14.485445 eta: 1 day, 2:39:47 batch_cost: 0.4714 data_cost: 0.0012 ips: 8.4846 images/s [04/10 11:31:39] ppdet.engine INFO: Epoch: [58] [6300/7329] learning_rate: 0.000100 loss_class: 0.516890 loss_bbox: 0.113464 loss_giou: 0.336657 loss_class_aux: 3.461204 loss_bbox_aux: 0.743626 loss_giou_aux: 2.123952 loss_class_dn: 0.282027 loss_bbox_dn: 0.113572 loss_giou_dn: 0.309439 loss_class_aux_dn: 1.555126 loss_bbox_aux_dn: 0.669485 loss_giou_aux_dn: 1.731528 loss: 12.528320 eta: 1 day, 2:38:53 batch_cost: 0.4769 data_cost: 0.0012 ips: 8.3870 images/s [04/10 11:32:36] ppdet.engine INFO: Epoch: [58] [6400/7329] learning_rate: 0.000100 loss_class: 0.570724 loss_bbox: 0.150236 loss_giou: 0.366096 loss_class_aux: 3.722174 loss_bbox_aux: 0.927865 loss_giou_aux: 2.178704 loss_class_dn: 0.297098 loss_bbox_dn: 0.158272 loss_giou_dn: 0.324718 loss_class_aux_dn: 1.628918 loss_bbox_aux_dn: 0.911067 loss_giou_aux_dn: 1.857298 loss: 12.862299 eta: 1 day, 2:38:00 batch_cost: 0.5077 data_cost: 0.0014 ips: 7.8781 images/s [04/10 11:33:33] ppdet.engine INFO: Epoch: [58] [6500/7329] learning_rate: 0.000100 loss_class: 0.499204 loss_bbox: 0.119354 loss_giou: 0.335075 loss_class_aux: 3.255446 loss_bbox_aux: 0.802914 loss_giou_aux: 2.129807 loss_class_dn: 0.292345 loss_bbox_dn: 0.118641 loss_giou_dn: 0.303583 loss_class_aux_dn: 1.606543 loss_bbox_aux_dn: 0.712696 loss_giou_aux_dn: 1.716049 loss: 12.234488 eta: 1 day, 2:37:08 batch_cost: 0.5054 data_cost: 0.0013 ips: 7.9151 images/s [04/10 11:34:30] ppdet.engine INFO: Epoch: [58] [6600/7329] learning_rate: 0.000100 loss_class: 0.562125 loss_bbox: 0.131310 loss_giou: 0.433545 loss_class_aux: 3.471055 loss_bbox_aux: 0.840411 loss_giou_aux: 2.663444 loss_class_dn: 0.337472 loss_bbox_dn: 0.120427 loss_giou_dn: 0.374689 loss_class_aux_dn: 1.808193 loss_bbox_aux_dn: 0.713994 loss_giou_aux_dn: 2.108451 loss: 14.425424 eta: 1 day, 2:36:15 batch_cost: 0.5105 data_cost: 0.0012 ips: 7.8348 images/s [04/10 11:35:33] ppdet.engine INFO: Epoch: [58] [6700/7329] learning_rate: 0.000100 loss_class: 0.511230 loss_bbox: 0.138875 loss_giou: 0.337251 loss_class_aux: 3.415943 loss_bbox_aux: 0.898841 loss_giou_aux: 2.230993 loss_class_dn: 0.304827 loss_bbox_dn: 0.140082 loss_giou_dn: 0.312303 loss_class_aux_dn: 1.663050 loss_bbox_aux_dn: 0.822949 loss_giou_aux_dn: 1.748366 loss: 13.169249 eta: 1 day, 2:35:25 batch_cost: 0.5563 data_cost: 0.0014 ips: 7.1909 images/s [04/10 11:36:30] ppdet.engine INFO: Epoch: [58] [6800/7329] learning_rate: 0.000100 loss_class: 0.567312 loss_bbox: 0.139311 loss_giou: 0.372291 loss_class_aux: 3.485884 loss_bbox_aux: 0.912597 loss_giou_aux: 2.445307 loss_class_dn: 0.322805 loss_bbox_dn: 0.134599 loss_giou_dn: 0.355702 loss_class_aux_dn: 1.732735 loss_bbox_aux_dn: 0.800793 loss_giou_aux_dn: 1.972988 loss: 14.039894 eta: 1 day, 2:34:32 batch_cost: 0.5058 data_cost: 0.0012 ips: 7.9084 images/s [04/10 11:37:25] ppdet.engine INFO: Epoch: [58] [6900/7329] learning_rate: 0.000100 loss_class: 0.575520 loss_bbox: 0.132479 loss_giou: 0.371321 loss_class_aux: 3.764749 loss_bbox_aux: 0.904979 loss_giou_aux: 2.335670 loss_class_dn: 0.326546 loss_bbox_dn: 0.134654 loss_giou_dn: 0.326170 loss_class_aux_dn: 1.751935 loss_bbox_aux_dn: 0.798266 loss_giou_aux_dn: 1.849438 loss: 13.385670 eta: 1 day, 2:33:39 batch_cost: 0.4959 data_cost: 0.0012 ips: 8.0661 images/s [04/10 11:38:18] ppdet.engine INFO: Epoch: [58] [7000/7329] learning_rate: 0.000100 loss_class: 0.492285 loss_bbox: 0.120751 loss_giou: 0.341259 loss_class_aux: 3.139031 loss_bbox_aux: 0.775228 loss_giou_aux: 2.145409 loss_class_dn: 0.275499 loss_bbox_dn: 0.117196 loss_giou_dn: 0.315041 loss_class_aux_dn: 1.500992 loss_bbox_aux_dn: 0.713806 loss_giou_aux_dn: 1.748970 loss: 12.163704 eta: 1 day, 2:32:45 batch_cost: 0.4724 data_cost: 0.0013 ips: 8.4679 images/s [04/10 11:39:15] ppdet.engine INFO: Epoch: [58] [7100/7329] learning_rate: 0.000100 loss_class: 0.503471 loss_bbox: 0.109101 loss_giou: 0.371001 loss_class_aux: 3.093975 loss_bbox_aux: 0.713465 loss_giou_aux: 2.390604 loss_class_dn: 0.303347 loss_bbox_dn: 0.125489 loss_giou_dn: 0.338941 loss_class_aux_dn: 1.653287 loss_bbox_aux_dn: 0.723502 loss_giou_aux_dn: 1.924855 loss: 12.506672 eta: 1 day, 2:31:52 batch_cost: 0.5096 data_cost: 0.0012 ips: 7.8498 images/s [04/10 11:40:10] ppdet.engine INFO: Epoch: [58] [7200/7329] learning_rate: 0.000100 loss_class: 0.599361 loss_bbox: 0.137108 loss_giou: 0.413505 loss_class_aux: 3.864435 loss_bbox_aux: 0.918201 loss_giou_aux: 2.655722 loss_class_dn: 0.363010 loss_bbox_dn: 0.132912 loss_giou_dn: 0.369246 loss_class_aux_dn: 1.938281 loss_bbox_aux_dn: 0.787214 loss_giou_aux_dn: 2.107746 loss: 15.265963 eta: 1 day, 2:30:59 batch_cost: 0.4929 data_cost: 0.0013 ips: 8.1148 images/s [04/10 11:41:13] ppdet.engine INFO: Epoch: [58] [7300/7329] learning_rate: 0.000100 loss_class: 0.627725 loss_bbox: 0.150389 loss_giou: 0.412525 loss_class_aux: 3.975691 loss_bbox_aux: 0.922552 loss_giou_aux: 2.584756 loss_class_dn: 0.347187 loss_bbox_dn: 0.146347 loss_giou_dn: 0.373638 loss_class_aux_dn: 1.882778 loss_bbox_aux_dn: 0.877078 loss_giou_aux_dn: 2.107492 loss: 15.103662 eta: 1 day, 2:30:09 batch_cost: 0.5621 data_cost: 0.0013 ips: 7.1163 images/s [04/10 11:41:34] ppdet.engine INFO: Eval iter: 0 [04/10 11:42:00] ppdet.engine INFO: Eval iter: 100 [04/10 11:42:26] ppdet.engine INFO: Eval iter: 200 [04/10 11:42:54] ppdet.engine INFO: Eval iter: 300 [04/10 11:43:20] ppdet.engine INFO: Eval iter: 400 [04/10 11:43:46] ppdet.engine INFO: Eval iter: 500 [04/10 11:44:11] ppdet.engine INFO: Eval iter: 600 [04/10 11:44:42] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 11:44:42] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.76s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=110.88s). Accumulating evaluation results... DONE (t=26.42s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.341 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/10 11:47:21] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.11018601833069 [04/10 11:47:21] ppdet.engine INFO: Best test bbox ap is 0.529. [04/10 11:47:23] ppdet.engine INFO: Epoch: [59] [ 0/7329] learning_rate: 0.000100 loss_class: 0.637953 loss_bbox: 0.151677 loss_giou: 0.419942 loss_class_aux: 4.008619 loss_bbox_aux: 0.980529 loss_giou_aux: 2.601696 loss_class_dn: 0.358567 loss_bbox_dn: 0.149167 loss_giou_dn: 0.375238 loss_class_aux_dn: 1.924314 loss_bbox_aux_dn: 0.877078 loss_giou_aux_dn: 2.123996 loss: 15.103662 eta: 1 day, 2:29:53 batch_cost: 0.5504 data_cost: 0.0015 ips: 7.2678 images/s [04/10 11:48:21] ppdet.engine INFO: Epoch: [59] [ 100/7329] learning_rate: 0.000100 loss_class: 0.542775 loss_bbox: 0.136200 loss_giou: 0.390345 loss_class_aux: 3.599000 loss_bbox_aux: 0.878665 loss_giou_aux: 2.522444 loss_class_dn: 0.320062 loss_bbox_dn: 0.133754 loss_giou_dn: 0.352582 loss_class_aux_dn: 1.718723 loss_bbox_aux_dn: 0.791798 loss_giou_aux_dn: 1.942890 loss: 13.904257 eta: 1 day, 2:29:01 batch_cost: 0.5186 data_cost: 0.0013 ips: 7.7125 images/s [04/10 11:49:21] ppdet.engine INFO: Epoch: [59] [ 200/7329] learning_rate: 0.000100 loss_class: 0.553282 loss_bbox: 0.123557 loss_giou: 0.382165 loss_class_aux: 3.447402 loss_bbox_aux: 0.837445 loss_giou_aux: 2.426328 loss_class_dn: 0.327817 loss_bbox_dn: 0.118525 loss_giou_dn: 0.356240 loss_class_aux_dn: 1.769940 loss_bbox_aux_dn: 0.740814 loss_giou_aux_dn: 1.981885 loss: 13.946362 eta: 1 day, 2:28:10 batch_cost: 0.5371 data_cost: 0.0013 ips: 7.4473 images/s [04/10 11:50:18] ppdet.engine INFO: Epoch: [59] [ 300/7329] learning_rate: 0.000100 loss_class: 0.576646 loss_bbox: 0.139817 loss_giou: 0.324235 loss_class_aux: 3.570522 loss_bbox_aux: 0.944214 loss_giou_aux: 2.089276 loss_class_dn: 0.300490 loss_bbox_dn: 0.145582 loss_giou_dn: 0.296152 loss_class_aux_dn: 1.662240 loss_bbox_aux_dn: 0.873399 loss_giou_aux_dn: 1.638538 loss: 12.727274 eta: 1 day, 2:27:18 batch_cost: 0.5150 data_cost: 0.0013 ips: 7.7665 images/s [04/10 11:51:21] ppdet.engine INFO: Epoch: [59] [ 400/7329] learning_rate: 0.000100 loss_class: 0.565893 loss_bbox: 0.134601 loss_giou: 0.361803 loss_class_aux: 3.550165 loss_bbox_aux: 0.899945 loss_giou_aux: 2.379045 loss_class_dn: 0.344887 loss_bbox_dn: 0.139987 loss_giou_dn: 0.329716 loss_class_aux_dn: 1.799266 loss_bbox_aux_dn: 0.874728 loss_giou_aux_dn: 1.861243 loss: 14.234321 eta: 1 day, 2:26:27 batch_cost: 0.5662 data_cost: 0.0013 ips: 7.0645 images/s [04/10 11:52:14] ppdet.engine INFO: Epoch: [59] [ 500/7329] learning_rate: 0.000100 loss_class: 0.568417 loss_bbox: 0.124170 loss_giou: 0.447888 loss_class_aux: 3.635108 loss_bbox_aux: 0.884941 loss_giou_aux: 2.695877 loss_class_dn: 0.332898 loss_bbox_dn: 0.135616 loss_giou_dn: 0.389369 loss_class_aux_dn: 1.767872 loss_bbox_aux_dn: 0.820510 loss_giou_aux_dn: 2.147496 loss: 14.416122 eta: 1 day, 2:25:33 batch_cost: 0.4751 data_cost: 0.0012 ips: 8.4187 images/s [04/10 11:53:10] ppdet.engine INFO: Epoch: [59] [ 600/7329] learning_rate: 0.000100 loss_class: 0.601591 loss_bbox: 0.130258 loss_giou: 0.447465 loss_class_aux: 3.723991 loss_bbox_aux: 0.862230 loss_giou_aux: 2.845408 loss_class_dn: 0.338323 loss_bbox_dn: 0.135195 loss_giou_dn: 0.396651 loss_class_aux_dn: 1.774397 loss_bbox_aux_dn: 0.805737 loss_giou_aux_dn: 2.220959 loss: 14.547485 eta: 1 day, 2:24:41 batch_cost: 0.5019 data_cost: 0.0013 ips: 7.9699 images/s [04/10 11:54:07] ppdet.engine INFO: Epoch: [59] [ 700/7329] learning_rate: 0.000100 loss_class: 0.634415 loss_bbox: 0.141663 loss_giou: 0.429950 loss_class_aux: 3.934606 loss_bbox_aux: 0.942861 loss_giou_aux: 2.651120 loss_class_dn: 0.353657 loss_bbox_dn: 0.151622 loss_giou_dn: 0.369340 loss_class_aux_dn: 1.895191 loss_bbox_aux_dn: 0.881025 loss_giou_aux_dn: 2.040739 loss: 14.967725 eta: 1 day, 2:23:48 batch_cost: 0.5049 data_cost: 0.0013 ips: 7.9226 images/s [04/10 11:55:01] ppdet.engine INFO: Epoch: [59] [ 800/7329] learning_rate: 0.000100 loss_class: 0.565349 loss_bbox: 0.132800 loss_giou: 0.395260 loss_class_aux: 3.606503 loss_bbox_aux: 0.846021 loss_giou_aux: 2.461021 loss_class_dn: 0.327686 loss_bbox_dn: 0.119994 loss_giou_dn: 0.367099 loss_class_aux_dn: 1.743709 loss_bbox_aux_dn: 0.746409 loss_giou_aux_dn: 2.074264 loss: 14.061222 eta: 1 day, 2:22:54 batch_cost: 0.4772 data_cost: 0.0013 ips: 8.3816 images/s [04/10 11:55:55] ppdet.engine INFO: Epoch: [59] [ 900/7329] learning_rate: 0.000100 loss_class: 0.602534 loss_bbox: 0.140784 loss_giou: 0.431176 loss_class_aux: 3.850926 loss_bbox_aux: 0.918030 loss_giou_aux: 2.628540 loss_class_dn: 0.339603 loss_bbox_dn: 0.130212 loss_giou_dn: 0.364472 loss_class_aux_dn: 1.830662 loss_bbox_aux_dn: 0.770887 loss_giou_aux_dn: 1.971980 loss: 14.249439 eta: 1 day, 2:22:00 batch_cost: 0.4851 data_cost: 0.0012 ips: 8.2450 images/s [04/10 11:56:50] ppdet.engine INFO: Epoch: [59] [1000/7329] learning_rate: 0.000100 loss_class: 0.617134 loss_bbox: 0.136611 loss_giou: 0.389707 loss_class_aux: 3.953650 loss_bbox_aux: 0.956423 loss_giou_aux: 2.391488 loss_class_dn: 0.333490 loss_bbox_dn: 0.153222 loss_giou_dn: 0.362351 loss_class_aux_dn: 1.813689 loss_bbox_aux_dn: 0.881222 loss_giou_aux_dn: 2.053311 loss: 14.899124 eta: 1 day, 2:21:07 batch_cost: 0.4880 data_cost: 0.0012 ips: 8.1970 images/s [04/10 11:57:43] ppdet.engine INFO: Epoch: [59] [1100/7329] learning_rate: 0.000100 loss_class: 0.558688 loss_bbox: 0.132359 loss_giou: 0.354327 loss_class_aux: 3.558733 loss_bbox_aux: 0.868052 loss_giou_aux: 2.244464 loss_class_dn: 0.308650 loss_bbox_dn: 0.136368 loss_giou_dn: 0.320233 loss_class_aux_dn: 1.696534 loss_bbox_aux_dn: 0.788837 loss_giou_aux_dn: 1.772368 loss: 13.071775 eta: 1 day, 2:20:13 batch_cost: 0.4750 data_cost: 0.0013 ips: 8.4214 images/s [04/10 11:58:41] ppdet.engine INFO: Epoch: [59] [1200/7329] learning_rate: 0.000100 loss_class: 0.570159 loss_bbox: 0.135080 loss_giou: 0.399354 loss_class_aux: 3.595361 loss_bbox_aux: 0.868299 loss_giou_aux: 2.489787 loss_class_dn: 0.298200 loss_bbox_dn: 0.134743 loss_giou_dn: 0.352338 loss_class_aux_dn: 1.611932 loss_bbox_aux_dn: 0.800079 loss_giou_aux_dn: 1.999808 loss: 13.868864 eta: 1 day, 2:19:21 batch_cost: 0.5163 data_cost: 0.0013 ips: 7.7475 images/s [04/10 11:59:36] ppdet.engine INFO: Epoch: [59] [1300/7329] learning_rate: 0.000100 loss_class: 0.504030 loss_bbox: 0.129512 loss_giou: 0.304050 loss_class_aux: 3.284491 loss_bbox_aux: 0.863902 loss_giou_aux: 1.989662 loss_class_dn: 0.297719 loss_bbox_dn: 0.123678 loss_giou_dn: 0.320251 loss_class_aux_dn: 1.635367 loss_bbox_aux_dn: 0.740935 loss_giou_aux_dn: 1.758546 loss: 12.065161 eta: 1 day, 2:18:27 batch_cost: 0.4888 data_cost: 0.0014 ips: 8.1834 images/s [04/10 12:00:30] ppdet.engine INFO: Epoch: [59] [1400/7329] learning_rate: 0.000100 loss_class: 0.574165 loss_bbox: 0.128423 loss_giou: 0.335453 loss_class_aux: 3.611801 loss_bbox_aux: 0.856974 loss_giou_aux: 2.202819 loss_class_dn: 0.319865 loss_bbox_dn: 0.124487 loss_giou_dn: 0.331737 loss_class_aux_dn: 1.717059 loss_bbox_aux_dn: 0.720412 loss_giou_aux_dn: 1.869986 loss: 13.352060 eta: 1 day, 2:17:34 batch_cost: 0.4858 data_cost: 0.0012 ips: 8.2336 images/s [04/10 12:01:25] ppdet.engine INFO: Epoch: [59] [1500/7329] learning_rate: 0.000100 loss_class: 0.600183 loss_bbox: 0.137184 loss_giou: 0.360252 loss_class_aux: 3.766505 loss_bbox_aux: 0.859663 loss_giou_aux: 2.292407 loss_class_dn: 0.333222 loss_bbox_dn: 0.138739 loss_giou_dn: 0.361205 loss_class_aux_dn: 1.792459 loss_bbox_aux_dn: 0.854841 loss_giou_aux_dn: 2.050590 loss: 13.825512 eta: 1 day, 2:16:41 batch_cost: 0.4936 data_cost: 0.0013 ips: 8.1042 images/s [04/10 12:02:22] ppdet.engine INFO: Epoch: [59] [1600/7329] learning_rate: 0.000100 loss_class: 0.588004 loss_bbox: 0.141662 loss_giou: 0.362380 loss_class_aux: 3.776460 loss_bbox_aux: 0.948243 loss_giou_aux: 2.315810 loss_class_dn: 0.306009 loss_bbox_dn: 0.150061 loss_giou_dn: 0.326290 loss_class_aux_dn: 1.619071 loss_bbox_aux_dn: 0.895607 loss_giou_aux_dn: 1.807217 loss: 13.738160 eta: 1 day, 2:15:48 batch_cost: 0.5046 data_cost: 0.0012 ips: 7.9274 images/s [04/10 12:03:20] ppdet.engine INFO: Epoch: [59] [1700/7329] learning_rate: 0.000100 loss_class: 0.609331 loss_bbox: 0.129582 loss_giou: 0.428803 loss_class_aux: 3.810985 loss_bbox_aux: 0.867540 loss_giou_aux: 2.727713 loss_class_dn: 0.350247 loss_bbox_dn: 0.118097 loss_giou_dn: 0.403510 loss_class_aux_dn: 1.882912 loss_bbox_aux_dn: 0.751544 loss_giou_aux_dn: 2.250883 loss: 14.846780 eta: 1 day, 2:14:56 batch_cost: 0.5263 data_cost: 0.0013 ips: 7.6008 images/s [04/10 12:04:19] ppdet.engine INFO: Epoch: [59] [1800/7329] learning_rate: 0.000100 loss_class: 0.609565 loss_bbox: 0.140391 loss_giou: 0.429833 loss_class_aux: 3.813593 loss_bbox_aux: 0.940924 loss_giou_aux: 2.727549 loss_class_dn: 0.343250 loss_bbox_dn: 0.144045 loss_giou_dn: 0.367216 loss_class_aux_dn: 1.834586 loss_bbox_aux_dn: 0.848460 loss_giou_aux_dn: 2.076409 loss: 14.583738 eta: 1 day, 2:14:04 batch_cost: 0.5252 data_cost: 0.0012 ips: 7.6156 images/s [04/10 12:05:21] ppdet.engine INFO: Epoch: [59] [1900/7329] learning_rate: 0.000100 loss_class: 0.567837 loss_bbox: 0.129843 loss_giou: 0.411528 loss_class_aux: 3.582866 loss_bbox_aux: 0.814807 loss_giou_aux: 2.600611 loss_class_dn: 0.336361 loss_bbox_dn: 0.123650 loss_giou_dn: 0.369941 loss_class_aux_dn: 1.777434 loss_bbox_aux_dn: 0.766393 loss_giou_aux_dn: 2.080313 loss: 13.728559 eta: 1 day, 2:13:13 batch_cost: 0.5388 data_cost: 0.0016 ips: 7.4240 images/s [04/10 12:06:22] ppdet.engine INFO: Epoch: [59] [2000/7329] learning_rate: 0.000100 loss_class: 0.623235 loss_bbox: 0.141144 loss_giou: 0.363491 loss_class_aux: 3.808966 loss_bbox_aux: 0.910913 loss_giou_aux: 2.273597 loss_class_dn: 0.339362 loss_bbox_dn: 0.142849 loss_giou_dn: 0.361033 loss_class_aux_dn: 1.822925 loss_bbox_aux_dn: 0.865367 loss_giou_aux_dn: 2.135530 loss: 15.189522 eta: 1 day, 2:12:22 batch_cost: 0.5410 data_cost: 0.0014 ips: 7.3937 images/s [04/10 12:07:20] ppdet.engine INFO: Epoch: [59] [2100/7329] learning_rate: 0.000100 loss_class: 0.603328 loss_bbox: 0.151041 loss_giou: 0.470679 loss_class_aux: 3.787878 loss_bbox_aux: 0.963316 loss_giou_aux: 2.857960 loss_class_dn: 0.385541 loss_bbox_dn: 0.154303 loss_giou_dn: 0.439113 loss_class_aux_dn: 2.023712 loss_bbox_aux_dn: 0.892918 loss_giou_aux_dn: 2.356436 loss: 16.170372 eta: 1 day, 2:11:30 batch_cost: 0.5194 data_cost: 0.0013 ips: 7.7005 images/s [04/10 12:08:21] ppdet.engine INFO: Epoch: [59] [2200/7329] learning_rate: 0.000100 loss_class: 0.554184 loss_bbox: 0.135314 loss_giou: 0.359518 loss_class_aux: 3.546050 loss_bbox_aux: 0.846061 loss_giou_aux: 2.286367 loss_class_dn: 0.287919 loss_bbox_dn: 0.125208 loss_giou_dn: 0.313282 loss_class_aux_dn: 1.608462 loss_bbox_aux_dn: 0.779170 loss_giou_aux_dn: 1.824042 loss: 13.282871 eta: 1 day, 2:10:39 batch_cost: 0.5546 data_cost: 0.0012 ips: 7.2119 images/s [04/10 12:09:18] ppdet.engine INFO: Epoch: [59] [2300/7329] learning_rate: 0.000100 loss_class: 0.598780 loss_bbox: 0.130826 loss_giou: 0.413211 loss_class_aux: 3.653084 loss_bbox_aux: 0.851021 loss_giou_aux: 2.603751 loss_class_dn: 0.344781 loss_bbox_dn: 0.137478 loss_giou_dn: 0.395180 loss_class_aux_dn: 1.864573 loss_bbox_aux_dn: 0.824160 loss_giou_aux_dn: 2.186124 loss: 14.540044 eta: 1 day, 2:09:46 batch_cost: 0.5077 data_cost: 0.0012 ips: 7.8791 images/s [04/10 12:10:10] ppdet.engine INFO: Epoch: [59] [2400/7329] learning_rate: 0.000100 loss_class: 0.588235 loss_bbox: 0.134533 loss_giou: 0.405794 loss_class_aux: 3.815129 loss_bbox_aux: 0.860418 loss_giou_aux: 2.601836 loss_class_dn: 0.330268 loss_bbox_dn: 0.143780 loss_giou_dn: 0.360778 loss_class_aux_dn: 1.754765 loss_bbox_aux_dn: 0.838041 loss_giou_aux_dn: 2.012818 loss: 14.028278 eta: 1 day, 2:08:52 batch_cost: 0.4691 data_cost: 0.0013 ips: 8.5270 images/s [04/10 12:11:03] ppdet.engine INFO: Epoch: [59] [2500/7329] learning_rate: 0.000100 loss_class: 0.589477 loss_bbox: 0.152097 loss_giou: 0.411714 loss_class_aux: 3.740686 loss_bbox_aux: 1.009499 loss_giou_aux: 2.618566 loss_class_dn: 0.352112 loss_bbox_dn: 0.142366 loss_giou_dn: 0.381679 loss_class_aux_dn: 1.888540 loss_bbox_aux_dn: 0.834823 loss_giou_aux_dn: 2.142417 loss: 15.043640 eta: 1 day, 2:07:58 batch_cost: 0.4687 data_cost: 0.0012 ips: 8.5348 images/s [04/10 12:11:59] ppdet.engine INFO: Epoch: [59] [2600/7329] learning_rate: 0.000100 loss_class: 0.479988 loss_bbox: 0.128025 loss_giou: 0.341290 loss_class_aux: 3.107936 loss_bbox_aux: 0.825413 loss_giou_aux: 2.217984 loss_class_dn: 0.303313 loss_bbox_dn: 0.121382 loss_giou_dn: 0.314881 loss_class_aux_dn: 1.700066 loss_bbox_aux_dn: 0.744607 loss_giou_aux_dn: 1.721188 loss: 12.390200 eta: 1 day, 2:07:05 batch_cost: 0.4923 data_cost: 0.0016 ips: 8.1245 images/s [04/10 12:12:55] ppdet.engine INFO: Epoch: [59] [2700/7329] learning_rate: 0.000100 loss_class: 0.534073 loss_bbox: 0.125154 loss_giou: 0.356629 loss_class_aux: 3.336402 loss_bbox_aux: 0.863392 loss_giou_aux: 2.200615 loss_class_dn: 0.301908 loss_bbox_dn: 0.119970 loss_giou_dn: 0.310971 loss_class_aux_dn: 1.647554 loss_bbox_aux_dn: 0.736981 loss_giou_aux_dn: 1.759890 loss: 12.629021 eta: 1 day, 2:06:12 batch_cost: 0.5026 data_cost: 0.0014 ips: 7.9582 images/s [04/10 12:13:50] ppdet.engine INFO: Epoch: [59] [2800/7329] learning_rate: 0.000100 loss_class: 0.550480 loss_bbox: 0.126704 loss_giou: 0.409704 loss_class_aux: 3.689849 loss_bbox_aux: 0.845363 loss_giou_aux: 2.448817 loss_class_dn: 0.327468 loss_bbox_dn: 0.119588 loss_giou_dn: 0.352148 loss_class_aux_dn: 1.765318 loss_bbox_aux_dn: 0.725163 loss_giou_aux_dn: 1.910727 loss: 13.834579 eta: 1 day, 2:05:19 batch_cost: 0.4893 data_cost: 0.0014 ips: 8.1744 images/s [04/10 12:14:45] ppdet.engine INFO: Epoch: [59] [2900/7329] learning_rate: 0.000100 loss_class: 0.543062 loss_bbox: 0.116670 loss_giou: 0.358233 loss_class_aux: 3.539027 loss_bbox_aux: 0.781654 loss_giou_aux: 2.304430 loss_class_dn: 0.312356 loss_bbox_dn: 0.119254 loss_giou_dn: 0.317569 loss_class_aux_dn: 1.714781 loss_bbox_aux_dn: 0.704494 loss_giou_aux_dn: 1.764842 loss: 12.661554 eta: 1 day, 2:04:26 batch_cost: 0.4975 data_cost: 0.0012 ips: 8.0397 images/s [04/10 12:15:42] ppdet.engine INFO: Epoch: [59] [3000/7329] learning_rate: 0.000100 loss_class: 0.546983 loss_bbox: 0.113996 loss_giou: 0.420293 loss_class_aux: 3.361670 loss_bbox_aux: 0.789301 loss_giou_aux: 2.582427 loss_class_dn: 0.327370 loss_bbox_dn: 0.124448 loss_giou_dn: 0.423586 loss_class_aux_dn: 1.792522 loss_bbox_aux_dn: 0.736527 loss_giou_aux_dn: 2.315366 loss: 14.209888 eta: 1 day, 2:03:33 batch_cost: 0.5031 data_cost: 0.0012 ips: 7.9509 images/s [04/10 12:16:36] ppdet.engine INFO: Epoch: [59] [3100/7329] learning_rate: 0.000100 loss_class: 0.520411 loss_bbox: 0.126191 loss_giou: 0.334493 loss_class_aux: 3.302120 loss_bbox_aux: 0.811336 loss_giou_aux: 2.140386 loss_class_dn: 0.291634 loss_bbox_dn: 0.135608 loss_giou_dn: 0.310089 loss_class_aux_dn: 1.626178 loss_bbox_aux_dn: 0.786944 loss_giou_aux_dn: 1.749463 loss: 12.444514 eta: 1 day, 2:02:39 batch_cost: 0.4801 data_cost: 0.0014 ips: 8.3309 images/s [04/10 12:17:29] ppdet.engine INFO: Epoch: [59] [3200/7329] learning_rate: 0.000100 loss_class: 0.595337 loss_bbox: 0.136632 loss_giou: 0.387865 loss_class_aux: 3.597519 loss_bbox_aux: 0.887808 loss_giou_aux: 2.483141 loss_class_dn: 0.323881 loss_bbox_dn: 0.128236 loss_giou_dn: 0.381130 loss_class_aux_dn: 1.699556 loss_bbox_aux_dn: 0.754561 loss_giou_aux_dn: 2.115828 loss: 13.389933 eta: 1 day, 2:01:45 batch_cost: 0.4747 data_cost: 0.0012 ips: 8.4266 images/s [04/10 12:18:23] ppdet.engine INFO: Epoch: [59] [3300/7329] learning_rate: 0.000100 loss_class: 0.561737 loss_bbox: 0.125321 loss_giou: 0.349164 loss_class_aux: 3.544604 loss_bbox_aux: 0.814645 loss_giou_aux: 2.259481 loss_class_dn: 0.309608 loss_bbox_dn: 0.117981 loss_giou_dn: 0.329622 loss_class_aux_dn: 1.680390 loss_bbox_aux_dn: 0.694020 loss_giou_aux_dn: 1.880819 loss: 13.652479 eta: 1 day, 2:00:51 batch_cost: 0.4797 data_cost: 0.0014 ips: 8.3384 images/s [04/10 12:19:18] ppdet.engine INFO: Epoch: [59] [3400/7329] learning_rate: 0.000100 loss_class: 0.582843 loss_bbox: 0.135863 loss_giou: 0.428542 loss_class_aux: 3.667687 loss_bbox_aux: 0.874131 loss_giou_aux: 2.670658 loss_class_dn: 0.348330 loss_bbox_dn: 0.138921 loss_giou_dn: 0.405739 loss_class_aux_dn: 1.851676 loss_bbox_aux_dn: 0.831549 loss_giou_aux_dn: 2.212492 loss: 14.216361 eta: 1 day, 1:59:58 batch_cost: 0.4959 data_cost: 0.0012 ips: 8.0660 images/s [04/10 12:20:13] ppdet.engine INFO: Epoch: [59] [3500/7329] learning_rate: 0.000100 loss_class: 0.574388 loss_bbox: 0.141028 loss_giou: 0.454396 loss_class_aux: 3.743234 loss_bbox_aux: 0.913028 loss_giou_aux: 2.838373 loss_class_dn: 0.363538 loss_bbox_dn: 0.131437 loss_giou_dn: 0.405773 loss_class_aux_dn: 1.958390 loss_bbox_aux_dn: 0.850582 loss_giou_aux_dn: 2.270221 loss: 14.633261 eta: 1 day, 1:59:05 batch_cost: 0.4860 data_cost: 0.0013 ips: 8.2300 images/s [04/10 12:21:10] ppdet.engine INFO: Epoch: [59] [3600/7329] learning_rate: 0.000100 loss_class: 0.627616 loss_bbox: 0.132278 loss_giou: 0.397653 loss_class_aux: 3.806044 loss_bbox_aux: 0.915870 loss_giou_aux: 2.587656 loss_class_dn: 0.356068 loss_bbox_dn: 0.137944 loss_giou_dn: 0.372747 loss_class_aux_dn: 1.921020 loss_bbox_aux_dn: 0.806628 loss_giou_aux_dn: 2.144776 loss: 15.701472 eta: 1 day, 1:58:13 batch_cost: 0.5182 data_cost: 0.0012 ips: 7.7191 images/s [04/10 12:22:09] ppdet.engine INFO: Epoch: [59] [3700/7329] learning_rate: 0.000100 loss_class: 0.498253 loss_bbox: 0.133153 loss_giou: 0.318229 loss_class_aux: 3.249008 loss_bbox_aux: 0.864648 loss_giou_aux: 1.999430 loss_class_dn: 0.286339 loss_bbox_dn: 0.124461 loss_giou_dn: 0.284067 loss_class_aux_dn: 1.563092 loss_bbox_aux_dn: 0.762033 loss_giou_aux_dn: 1.679140 loss: 12.257652 eta: 1 day, 1:57:21 batch_cost: 0.5272 data_cost: 0.0012 ips: 7.5877 images/s [04/10 12:23:08] ppdet.engine INFO: Epoch: [59] [3800/7329] learning_rate: 0.000100 loss_class: 0.587869 loss_bbox: 0.138562 loss_giou: 0.366302 loss_class_aux: 3.785238 loss_bbox_aux: 0.921741 loss_giou_aux: 2.340689 loss_class_dn: 0.319830 loss_bbox_dn: 0.132978 loss_giou_dn: 0.336133 loss_class_aux_dn: 1.700121 loss_bbox_aux_dn: 0.809132 loss_giou_aux_dn: 1.889424 loss: 13.896933 eta: 1 day, 1:56:29 batch_cost: 0.5332 data_cost: 0.0012 ips: 7.5025 images/s [04/10 12:24:03] ppdet.engine INFO: Epoch: [59] [3900/7329] learning_rate: 0.000100 loss_class: 0.519357 loss_bbox: 0.122881 loss_giou: 0.315119 loss_class_aux: 3.366898 loss_bbox_aux: 0.793174 loss_giou_aux: 1.967472 loss_class_dn: 0.273457 loss_bbox_dn: 0.130824 loss_giou_dn: 0.294633 loss_class_aux_dn: 1.558750 loss_bbox_aux_dn: 0.808674 loss_giou_aux_dn: 1.617267 loss: 11.287714 eta: 1 day, 1:55:36 batch_cost: 0.4898 data_cost: 0.0013 ips: 8.1671 images/s [04/10 12:25:00] ppdet.engine INFO: Epoch: [59] [4000/7329] learning_rate: 0.000100 loss_class: 0.579785 loss_bbox: 0.137648 loss_giou: 0.372798 loss_class_aux: 3.400247 loss_bbox_aux: 0.892856 loss_giou_aux: 2.341378 loss_class_dn: 0.320088 loss_bbox_dn: 0.129612 loss_giou_dn: 0.356204 loss_class_aux_dn: 1.724845 loss_bbox_aux_dn: 0.769351 loss_giou_aux_dn: 1.959452 loss: 13.878061 eta: 1 day, 1:54:43 batch_cost: 0.5004 data_cost: 0.0013 ips: 7.9943 images/s [04/10 12:25:55] ppdet.engine INFO: Epoch: [59] [4100/7329] learning_rate: 0.000100 loss_class: 0.521922 loss_bbox: 0.134618 loss_giou: 0.392759 loss_class_aux: 3.394567 loss_bbox_aux: 0.889658 loss_giou_aux: 2.432325 loss_class_dn: 0.317347 loss_bbox_dn: 0.119965 loss_giou_dn: 0.350777 loss_class_aux_dn: 1.693189 loss_bbox_aux_dn: 0.696738 loss_giou_aux_dn: 1.932650 loss: 13.226532 eta: 1 day, 1:53:50 batch_cost: 0.4919 data_cost: 0.0013 ips: 8.1313 images/s [04/10 12:26:50] ppdet.engine INFO: Epoch: [59] [4200/7329] learning_rate: 0.000100 loss_class: 0.552708 loss_bbox: 0.152878 loss_giou: 0.445173 loss_class_aux: 3.542658 loss_bbox_aux: 0.983801 loss_giou_aux: 2.762733 loss_class_dn: 0.333892 loss_bbox_dn: 0.131943 loss_giou_dn: 0.365567 loss_class_aux_dn: 1.764575 loss_bbox_aux_dn: 0.781170 loss_giou_aux_dn: 2.074286 loss: 14.663542 eta: 1 day, 1:52:57 batch_cost: 0.4962 data_cost: 0.0012 ips: 8.0608 images/s [04/10 12:27:46] ppdet.engine INFO: Epoch: [59] [4300/7329] learning_rate: 0.000100 loss_class: 0.538470 loss_bbox: 0.131241 loss_giou: 0.423012 loss_class_aux: 3.335437 loss_bbox_aux: 0.835795 loss_giou_aux: 2.700375 loss_class_dn: 0.307398 loss_bbox_dn: 0.127934 loss_giou_dn: 0.389145 loss_class_aux_dn: 1.619115 loss_bbox_aux_dn: 0.778030 loss_giou_aux_dn: 2.178381 loss: 13.868389 eta: 1 day, 1:52:04 batch_cost: 0.4922 data_cost: 0.0014 ips: 8.1262 images/s [04/10 12:28:42] ppdet.engine INFO: Epoch: [59] [4400/7329] learning_rate: 0.000100 loss_class: 0.445360 loss_bbox: 0.116277 loss_giou: 0.266458 loss_class_aux: 2.878966 loss_bbox_aux: 0.773923 loss_giou_aux: 1.701250 loss_class_dn: 0.251615 loss_bbox_dn: 0.120705 loss_giou_dn: 0.247787 loss_class_aux_dn: 1.321897 loss_bbox_aux_dn: 0.747448 loss_giou_aux_dn: 1.373577 loss: 10.814938 eta: 1 day, 1:51:11 batch_cost: 0.5101 data_cost: 0.0012 ips: 7.8422 images/s [04/10 12:29:38] ppdet.engine INFO: Epoch: [59] [4500/7329] learning_rate: 0.000100 loss_class: 0.560837 loss_bbox: 0.135983 loss_giou: 0.406016 loss_class_aux: 3.583750 loss_bbox_aux: 0.910250 loss_giou_aux: 2.572615 loss_class_dn: 0.332024 loss_bbox_dn: 0.135068 loss_giou_dn: 0.356531 loss_class_aux_dn: 1.797014 loss_bbox_aux_dn: 0.845346 loss_giou_aux_dn: 1.953532 loss: 13.600527 eta: 1 day, 1:50:18 batch_cost: 0.4965 data_cost: 0.0013 ips: 8.0566 images/s [04/10 12:30:31] ppdet.engine INFO: Epoch: [59] [4600/7329] learning_rate: 0.000100 loss_class: 0.595185 loss_bbox: 0.141588 loss_giou: 0.395906 loss_class_aux: 3.726090 loss_bbox_aux: 0.922792 loss_giou_aux: 2.446806 loss_class_dn: 0.340335 loss_bbox_dn: 0.146630 loss_giou_dn: 0.368793 loss_class_aux_dn: 1.806878 loss_bbox_aux_dn: 0.855067 loss_giou_aux_dn: 2.089751 loss: 14.241940 eta: 1 day, 1:49:24 batch_cost: 0.4723 data_cost: 0.0012 ips: 8.4698 images/s [04/10 12:31:25] ppdet.engine INFO: Epoch: [59] [4700/7329] learning_rate: 0.000100 loss_class: 0.613936 loss_bbox: 0.148808 loss_giou: 0.413734 loss_class_aux: 3.853762 loss_bbox_aux: 0.960435 loss_giou_aux: 2.618238 loss_class_dn: 0.363354 loss_bbox_dn: 0.157095 loss_giou_dn: 0.387100 loss_class_aux_dn: 1.939622 loss_bbox_aux_dn: 0.911956 loss_giou_aux_dn: 2.174354 loss: 15.120811 eta: 1 day, 1:48:31 batch_cost: 0.4851 data_cost: 0.0011 ips: 8.2457 images/s [04/10 12:32:21] ppdet.engine INFO: Epoch: [59] [4800/7329] learning_rate: 0.000100 loss_class: 0.533675 loss_bbox: 0.120839 loss_giou: 0.330713 loss_class_aux: 3.393401 loss_bbox_aux: 0.822151 loss_giou_aux: 2.093942 loss_class_dn: 0.304435 loss_bbox_dn: 0.127055 loss_giou_dn: 0.312077 loss_class_aux_dn: 1.642251 loss_bbox_aux_dn: 0.768305 loss_giou_aux_dn: 1.708449 loss: 12.375881 eta: 1 day, 1:47:38 batch_cost: 0.4926 data_cost: 0.0012 ips: 8.1196 images/s [04/10 12:33:13] ppdet.engine INFO: Epoch: [59] [4900/7329] learning_rate: 0.000100 loss_class: 0.547111 loss_bbox: 0.136338 loss_giou: 0.350618 loss_class_aux: 3.490119 loss_bbox_aux: 0.925482 loss_giou_aux: 2.184453 loss_class_dn: 0.317061 loss_bbox_dn: 0.140156 loss_giou_dn: 0.334280 loss_class_aux_dn: 1.712122 loss_bbox_aux_dn: 0.845109 loss_giou_aux_dn: 1.849012 loss: 13.262461 eta: 1 day, 1:46:43 batch_cost: 0.4670 data_cost: 0.0011 ips: 8.5649 images/s [04/10 12:34:15] ppdet.engine INFO: Epoch: [59] [5000/7329] learning_rate: 0.000100 loss_class: 0.547766 loss_bbox: 0.129971 loss_giou: 0.481547 loss_class_aux: 3.577725 loss_bbox_aux: 0.891472 loss_giou_aux: 3.099209 loss_class_dn: 0.358676 loss_bbox_dn: 0.140850 loss_giou_dn: 0.406474 loss_class_aux_dn: 1.899188 loss_bbox_aux_dn: 0.836185 loss_giou_aux_dn: 2.206652 loss: 15.194792 eta: 1 day, 1:45:53 batch_cost: 0.5478 data_cost: 0.0014 ips: 7.3017 images/s [04/10 12:35:18] ppdet.engine INFO: Epoch: [59] [5100/7329] learning_rate: 0.000100 loss_class: 0.605241 loss_bbox: 0.132118 loss_giou: 0.380016 loss_class_aux: 3.891584 loss_bbox_aux: 0.913400 loss_giou_aux: 2.492033 loss_class_dn: 0.349578 loss_bbox_dn: 0.165060 loss_giou_dn: 0.364266 loss_class_aux_dn: 1.899453 loss_bbox_aux_dn: 0.991793 loss_giou_aux_dn: 2.031443 loss: 14.454620 eta: 1 day, 1:45:02 batch_cost: 0.5522 data_cost: 0.0014 ips: 7.2442 images/s [04/10 12:36:16] ppdet.engine INFO: Epoch: [59] [5200/7329] learning_rate: 0.000100 loss_class: 0.563048 loss_bbox: 0.118910 loss_giou: 0.385996 loss_class_aux: 3.515679 loss_bbox_aux: 0.775576 loss_giou_aux: 2.457896 loss_class_dn: 0.314335 loss_bbox_dn: 0.123754 loss_giou_dn: 0.364834 loss_class_aux_dn: 1.682427 loss_bbox_aux_dn: 0.773408 loss_giou_aux_dn: 1.991230 loss: 13.288512 eta: 1 day, 1:44:10 batch_cost: 0.5206 data_cost: 0.0019 ips: 7.6834 images/s [04/10 12:37:16] ppdet.engine INFO: Epoch: [59] [5300/7329] learning_rate: 0.000100 loss_class: 0.532292 loss_bbox: 0.127320 loss_giou: 0.341501 loss_class_aux: 3.384063 loss_bbox_aux: 0.869636 loss_giou_aux: 2.204120 loss_class_dn: 0.300864 loss_bbox_dn: 0.133393 loss_giou_dn: 0.319059 loss_class_aux_dn: 1.615822 loss_bbox_aux_dn: 0.785330 loss_giou_aux_dn: 1.816137 loss: 12.902227 eta: 1 day, 1:43:19 batch_cost: 0.5424 data_cost: 0.0012 ips: 7.3741 images/s [04/10 12:38:10] ppdet.engine INFO: Epoch: [59] [5400/7329] learning_rate: 0.000100 loss_class: 0.556814 loss_bbox: 0.142455 loss_giou: 0.397896 loss_class_aux: 3.598468 loss_bbox_aux: 0.945331 loss_giou_aux: 2.495447 loss_class_dn: 0.314201 loss_bbox_dn: 0.153060 loss_giou_dn: 0.351352 loss_class_aux_dn: 1.689217 loss_bbox_aux_dn: 0.883421 loss_giou_aux_dn: 1.998124 loss: 14.228407 eta: 1 day, 1:42:25 batch_cost: 0.4811 data_cost: 0.0013 ips: 8.3143 images/s [04/10 12:39:06] ppdet.engine INFO: Epoch: [59] [5500/7329] learning_rate: 0.000100 loss_class: 0.507144 loss_bbox: 0.134189 loss_giou: 0.324395 loss_class_aux: 3.252563 loss_bbox_aux: 0.883636 loss_giou_aux: 2.099099 loss_class_dn: 0.292514 loss_bbox_dn: 0.125994 loss_giou_dn: 0.300887 loss_class_aux_dn: 1.586995 loss_bbox_aux_dn: 0.758782 loss_giou_aux_dn: 1.706323 loss: 12.179311 eta: 1 day, 1:41:32 batch_cost: 0.4960 data_cost: 0.0017 ips: 8.0652 images/s [04/10 12:39:59] ppdet.engine INFO: Epoch: [59] [5600/7329] learning_rate: 0.000100 loss_class: 0.525706 loss_bbox: 0.113233 loss_giou: 0.363532 loss_class_aux: 3.312008 loss_bbox_aux: 0.716333 loss_giou_aux: 2.274442 loss_class_dn: 0.299121 loss_bbox_dn: 0.104592 loss_giou_dn: 0.316108 loss_class_aux_dn: 1.591815 loss_bbox_aux_dn: 0.649462 loss_giou_aux_dn: 1.769577 loss: 12.610378 eta: 1 day, 1:40:38 batch_cost: 0.4763 data_cost: 0.0012 ips: 8.3980 images/s [04/10 12:40:53] ppdet.engine INFO: Epoch: [59] [5700/7329] learning_rate: 0.000100 loss_class: 0.532822 loss_bbox: 0.138555 loss_giou: 0.336841 loss_class_aux: 3.365854 loss_bbox_aux: 0.927372 loss_giou_aux: 2.121705 loss_class_dn: 0.306235 loss_bbox_dn: 0.152608 loss_giou_dn: 0.336126 loss_class_aux_dn: 1.646737 loss_bbox_aux_dn: 0.904457 loss_giou_aux_dn: 1.913887 loss: 12.959101 eta: 1 day, 1:39:44 batch_cost: 0.4791 data_cost: 0.0013 ips: 8.3492 images/s [04/10 12:41:49] ppdet.engine INFO: Epoch: [59] [5800/7329] learning_rate: 0.000100 loss_class: 0.570423 loss_bbox: 0.134358 loss_giou: 0.365481 loss_class_aux: 3.642717 loss_bbox_aux: 0.901200 loss_giou_aux: 2.267903 loss_class_dn: 0.313460 loss_bbox_dn: 0.134894 loss_giou_dn: 0.336343 loss_class_aux_dn: 1.685108 loss_bbox_aux_dn: 0.796808 loss_giou_aux_dn: 1.876677 loss: 13.562965 eta: 1 day, 1:38:51 batch_cost: 0.4995 data_cost: 0.0012 ips: 8.0080 images/s [04/10 12:42:42] ppdet.engine INFO: Epoch: [59] [5900/7329] learning_rate: 0.000100 loss_class: 0.570985 loss_bbox: 0.133335 loss_giou: 0.461194 loss_class_aux: 3.588518 loss_bbox_aux: 0.921657 loss_giou_aux: 2.970676 loss_class_dn: 0.352859 loss_bbox_dn: 0.127008 loss_giou_dn: 0.396250 loss_class_aux_dn: 1.933169 loss_bbox_aux_dn: 0.771724 loss_giou_aux_dn: 2.238912 loss: 14.808857 eta: 1 day, 1:37:58 batch_cost: 0.4789 data_cost: 0.0013 ips: 8.3520 images/s [04/10 12:43:40] ppdet.engine INFO: Epoch: [59] [6000/7329] learning_rate: 0.000100 loss_class: 0.508852 loss_bbox: 0.120544 loss_giou: 0.365046 loss_class_aux: 3.214070 loss_bbox_aux: 0.796566 loss_giou_aux: 2.301773 loss_class_dn: 0.285888 loss_bbox_dn: 0.129462 loss_giou_dn: 0.321253 loss_class_aux_dn: 1.537689 loss_bbox_aux_dn: 0.758413 loss_giou_aux_dn: 1.763366 loss: 12.126072 eta: 1 day, 1:37:06 batch_cost: 0.5171 data_cost: 0.0013 ips: 7.7354 images/s [04/10 12:44:34] ppdet.engine INFO: Epoch: [59] [6100/7329] learning_rate: 0.000100 loss_class: 0.509740 loss_bbox: 0.123186 loss_giou: 0.344847 loss_class_aux: 3.211010 loss_bbox_aux: 0.821026 loss_giou_aux: 2.154059 loss_class_dn: 0.297513 loss_bbox_dn: 0.124019 loss_giou_dn: 0.325659 loss_class_aux_dn: 1.595791 loss_bbox_aux_dn: 0.737850 loss_giou_aux_dn: 1.752852 loss: 12.147232 eta: 1 day, 1:36:12 batch_cost: 0.4791 data_cost: 0.0012 ips: 8.3494 images/s [04/10 12:45:34] ppdet.engine INFO: Epoch: [59] [6200/7329] learning_rate: 0.000100 loss_class: 0.541788 loss_bbox: 0.127226 loss_giou: 0.369005 loss_class_aux: 3.463742 loss_bbox_aux: 0.825344 loss_giou_aux: 2.319374 loss_class_dn: 0.300945 loss_bbox_dn: 0.129905 loss_giou_dn: 0.346267 loss_class_aux_dn: 1.598703 loss_bbox_aux_dn: 0.751781 loss_giou_aux_dn: 1.903132 loss: 12.820734 eta: 1 day, 1:35:21 batch_cost: 0.5377 data_cost: 0.0014 ips: 7.4387 images/s [04/10 12:46:31] ppdet.engine INFO: Epoch: [59] [6300/7329] learning_rate: 0.000100 loss_class: 0.593084 loss_bbox: 0.138663 loss_giou: 0.418368 loss_class_aux: 3.764063 loss_bbox_aux: 0.950974 loss_giou_aux: 2.598057 loss_class_dn: 0.331331 loss_bbox_dn: 0.157895 loss_giou_dn: 0.367413 loss_class_aux_dn: 1.780519 loss_bbox_aux_dn: 0.941294 loss_giou_aux_dn: 2.046960 loss: 14.906910 eta: 1 day, 1:34:28 batch_cost: 0.4983 data_cost: 0.0019 ips: 8.0271 images/s [04/10 12:47:29] ppdet.engine INFO: Epoch: [59] [6400/7329] learning_rate: 0.000100 loss_class: 0.585668 loss_bbox: 0.149504 loss_giou: 0.381287 loss_class_aux: 3.866002 loss_bbox_aux: 0.989633 loss_giou_aux: 2.421201 loss_class_dn: 0.351058 loss_bbox_dn: 0.148353 loss_giou_dn: 0.365019 loss_class_aux_dn: 1.931360 loss_bbox_aux_dn: 0.897981 loss_giou_aux_dn: 2.063842 loss: 14.482243 eta: 1 day, 1:33:35 batch_cost: 0.5093 data_cost: 0.0016 ips: 7.8546 images/s [04/10 12:48:25] ppdet.engine INFO: Epoch: [59] [6500/7329] learning_rate: 0.000100 loss_class: 0.583424 loss_bbox: 0.130394 loss_giou: 0.439266 loss_class_aux: 3.637433 loss_bbox_aux: 0.852849 loss_giou_aux: 2.811403 loss_class_dn: 0.345962 loss_bbox_dn: 0.132603 loss_giou_dn: 0.387934 loss_class_aux_dn: 1.823487 loss_bbox_aux_dn: 0.814378 loss_giou_aux_dn: 2.164539 loss: 14.752798 eta: 1 day, 1:32:42 batch_cost: 0.4996 data_cost: 0.0015 ips: 8.0070 images/s [04/10 12:49:21] ppdet.engine INFO: Epoch: [59] [6600/7329] learning_rate: 0.000100 loss_class: 0.544131 loss_bbox: 0.127764 loss_giou: 0.363621 loss_class_aux: 3.493625 loss_bbox_aux: 0.815478 loss_giou_aux: 2.337996 loss_class_dn: 0.314584 loss_bbox_dn: 0.119939 loss_giou_dn: 0.322458 loss_class_aux_dn: 1.670289 loss_bbox_aux_dn: 0.759178 loss_giou_aux_dn: 1.829397 loss: 12.889174 eta: 1 day, 1:31:49 batch_cost: 0.4955 data_cost: 0.0014 ips: 8.0719 images/s [04/10 12:50:15] ppdet.engine INFO: Epoch: [59] [6700/7329] learning_rate: 0.000100 loss_class: 0.562228 loss_bbox: 0.136222 loss_giou: 0.442147 loss_class_aux: 3.462337 loss_bbox_aux: 0.872559 loss_giou_aux: 2.810651 loss_class_dn: 0.314632 loss_bbox_dn: 0.118516 loss_giou_dn: 0.368550 loss_class_aux_dn: 1.659888 loss_bbox_aux_dn: 0.711629 loss_giou_aux_dn: 2.092938 loss: 14.065179 eta: 1 day, 1:30:56 batch_cost: 0.4813 data_cost: 0.0012 ips: 8.3105 images/s [04/10 12:51:10] ppdet.engine INFO: Epoch: [59] [6800/7329] learning_rate: 0.000100 loss_class: 0.555944 loss_bbox: 0.127389 loss_giou: 0.353831 loss_class_aux: 3.525862 loss_bbox_aux: 0.867747 loss_giou_aux: 2.252882 loss_class_dn: 0.319095 loss_bbox_dn: 0.134916 loss_giou_dn: 0.347377 loss_class_aux_dn: 1.756294 loss_bbox_aux_dn: 0.812629 loss_giou_aux_dn: 1.916614 loss: 13.542099 eta: 1 day, 1:30:02 batch_cost: 0.4870 data_cost: 0.0014 ips: 8.2133 images/s [04/10 12:52:07] ppdet.engine INFO: Epoch: [59] [6900/7329] learning_rate: 0.000100 loss_class: 0.595441 loss_bbox: 0.152423 loss_giou: 0.460342 loss_class_aux: 3.834116 loss_bbox_aux: 0.969468 loss_giou_aux: 2.918046 loss_class_dn: 0.361219 loss_bbox_dn: 0.138409 loss_giou_dn: 0.411465 loss_class_aux_dn: 1.955948 loss_bbox_aux_dn: 0.805693 loss_giou_aux_dn: 2.285702 loss: 15.605263 eta: 1 day, 1:29:10 batch_cost: 0.5167 data_cost: 0.0012 ips: 7.7420 images/s [04/10 12:53:01] ppdet.engine INFO: Epoch: [59] [7000/7329] learning_rate: 0.000100 loss_class: 0.550274 loss_bbox: 0.116925 loss_giou: 0.323285 loss_class_aux: 3.619698 loss_bbox_aux: 0.801126 loss_giou_aux: 2.050920 loss_class_dn: 0.320149 loss_bbox_dn: 0.120737 loss_giou_dn: 0.318199 loss_class_aux_dn: 1.738770 loss_bbox_aux_dn: 0.702992 loss_giou_aux_dn: 1.850165 loss: 13.220470 eta: 1 day, 1:28:16 batch_cost: 0.4753 data_cost: 0.0016 ips: 8.4155 images/s [04/10 12:53:54] ppdet.engine INFO: Epoch: [59] [7100/7329] learning_rate: 0.000100 loss_class: 0.611404 loss_bbox: 0.135957 loss_giou: 0.457849 loss_class_aux: 3.820496 loss_bbox_aux: 0.888334 loss_giou_aux: 2.900292 loss_class_dn: 0.360370 loss_bbox_dn: 0.138867 loss_giou_dn: 0.411780 loss_class_aux_dn: 1.934169 loss_bbox_aux_dn: 0.829190 loss_giou_aux_dn: 2.313774 loss: 15.150402 eta: 1 day, 1:27:22 batch_cost: 0.4682 data_cost: 0.0011 ips: 8.5426 images/s [04/10 12:54:46] ppdet.engine INFO: Epoch: [59] [7200/7329] learning_rate: 0.000100 loss_class: 0.565113 loss_bbox: 0.133185 loss_giou: 0.407546 loss_class_aux: 3.407648 loss_bbox_aux: 0.877192 loss_giou_aux: 2.564034 loss_class_dn: 0.324152 loss_bbox_dn: 0.124880 loss_giou_dn: 0.366939 loss_class_aux_dn: 1.738825 loss_bbox_aux_dn: 0.804360 loss_giou_aux_dn: 2.086706 loss: 14.503403 eta: 1 day, 1:26:28 batch_cost: 0.4658 data_cost: 0.0012 ips: 8.5879 images/s [04/10 12:55:42] ppdet.engine INFO: Epoch: [59] [7300/7329] learning_rate: 0.000100 loss_class: 0.574523 loss_bbox: 0.141867 loss_giou: 0.412019 loss_class_aux: 3.502175 loss_bbox_aux: 0.929391 loss_giou_aux: 2.597139 loss_class_dn: 0.349143 loss_bbox_dn: 0.139311 loss_giou_dn: 0.399623 loss_class_aux_dn: 1.841630 loss_bbox_aux_dn: 0.877724 loss_giou_aux_dn: 2.225977 loss: 15.287775 eta: 1 day, 1:25:35 batch_cost: 0.5036 data_cost: 0.0011 ips: 7.9434 images/s [04/10 12:56:03] ppdet.engine INFO: Eval iter: 0 [04/10 12:56:28] ppdet.engine INFO: Eval iter: 100 [04/10 12:56:53] ppdet.engine INFO: Eval iter: 200 [04/10 12:57:18] ppdet.engine INFO: Eval iter: 300 [04/10 12:57:44] ppdet.engine INFO: Eval iter: 400 [04/10 12:58:09] ppdet.engine INFO: Eval iter: 500 [04/10 12:58:35] ppdet.engine INFO: Eval iter: 600 [04/10 12:59:04] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.78s) creating index... index created! [04/10 12:59:05] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.22s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=111.19s). Accumulating evaluation results... DONE (t=28.06s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.715 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.343 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.576 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.712 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.550 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.762 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/10 13:01:47] ppdet.engine INFO: Total sample number: 5000, average FPS: 31.488919215827245 [04/10 13:01:47] ppdet.engine INFO: Best test bbox ap is 0.529. [04/10 13:01:49] ppdet.engine INFO: Epoch: [60] [ 0/7329] learning_rate: 0.000100 loss_class: 0.563816 loss_bbox: 0.128685 loss_giou: 0.411743 loss_class_aux: 3.502495 loss_bbox_aux: 0.875239 loss_giou_aux: 2.540765 loss_class_dn: 0.337458 loss_bbox_dn: 0.139311 loss_giou_dn: 0.392040 loss_class_aux_dn: 1.808125 loss_bbox_aux_dn: 0.812665 loss_giou_aux_dn: 2.217714 loss: 14.505762 eta: 1 day, 1:25:20 batch_cost: 0.5114 data_cost: 0.0013 ips: 7.8209 images/s [04/10 13:02:48] ppdet.engine INFO: Epoch: [60] [ 100/7329] learning_rate: 0.000100 loss_class: 0.543196 loss_bbox: 0.141394 loss_giou: 0.317918 loss_class_aux: 3.734752 loss_bbox_aux: 0.877560 loss_giou_aux: 1.990340 loss_class_dn: 0.346386 loss_bbox_dn: 0.135883 loss_giou_dn: 0.335066 loss_class_aux_dn: 1.827470 loss_bbox_aux_dn: 0.824535 loss_giou_aux_dn: 1.967266 loss: 13.445017 eta: 1 day, 1:24:28 batch_cost: 0.5298 data_cost: 0.0017 ips: 7.5504 images/s [04/10 13:03:45] ppdet.engine INFO: Epoch: [60] [ 200/7329] learning_rate: 0.000100 loss_class: 0.575564 loss_bbox: 0.148205 loss_giou: 0.376154 loss_class_aux: 3.627281 loss_bbox_aux: 0.970163 loss_giou_aux: 2.470958 loss_class_dn: 0.334596 loss_bbox_dn: 0.155356 loss_giou_dn: 0.360414 loss_class_aux_dn: 1.793481 loss_bbox_aux_dn: 0.915311 loss_giou_aux_dn: 1.968515 loss: 14.229788 eta: 1 day, 1:23:36 batch_cost: 0.5144 data_cost: 0.0013 ips: 7.7767 images/s [04/10 13:04:43] ppdet.engine INFO: Epoch: [60] [ 300/7329] learning_rate: 0.000100 loss_class: 0.545562 loss_bbox: 0.135038 loss_giou: 0.401048 loss_class_aux: 3.545678 loss_bbox_aux: 0.858171 loss_giou_aux: 2.559546 loss_class_dn: 0.335352 loss_bbox_dn: 0.133126 loss_giou_dn: 0.361753 loss_class_aux_dn: 1.778199 loss_bbox_aux_dn: 0.801497 loss_giou_aux_dn: 2.028890 loss: 13.923489 eta: 1 day, 1:22:43 batch_cost: 0.5075 data_cost: 0.0014 ips: 7.8818 images/s [04/10 13:05:36] ppdet.engine INFO: Epoch: [60] [ 400/7329] learning_rate: 0.000100 loss_class: 0.529490 loss_bbox: 0.137456 loss_giou: 0.339488 loss_class_aux: 3.389397 loss_bbox_aux: 0.899065 loss_giou_aux: 2.198525 loss_class_dn: 0.309604 loss_bbox_dn: 0.154679 loss_giou_dn: 0.317716 loss_class_aux_dn: 1.687046 loss_bbox_aux_dn: 0.936906 loss_giou_aux_dn: 1.824576 loss: 13.139172 eta: 1 day, 1:21:50 batch_cost: 0.4768 data_cost: 0.0013 ips: 8.3884 images/s [04/10 13:06:31] ppdet.engine INFO: Epoch: [60] [ 500/7329] learning_rate: 0.000100 loss_class: 0.568909 loss_bbox: 0.138693 loss_giou: 0.369754 loss_class_aux: 3.596949 loss_bbox_aux: 0.876325 loss_giou_aux: 2.368584 loss_class_dn: 0.337829 loss_bbox_dn: 0.126165 loss_giou_dn: 0.341705 loss_class_aux_dn: 1.816380 loss_bbox_aux_dn: 0.763881 loss_giou_aux_dn: 1.967883 loss: 13.158848 eta: 1 day, 1:20:56 batch_cost: 0.4889 data_cost: 0.0013 ips: 8.1810 images/s [04/10 13:07:24] ppdet.engine INFO: Epoch: [60] [ 600/7329] learning_rate: 0.000100 loss_class: 0.539877 loss_bbox: 0.129129 loss_giou: 0.343961 loss_class_aux: 3.364798 loss_bbox_aux: 0.865226 loss_giou_aux: 2.271845 loss_class_dn: 0.298410 loss_bbox_dn: 0.148665 loss_giou_dn: 0.315906 loss_class_aux_dn: 1.617124 loss_bbox_aux_dn: 0.870682 loss_giou_aux_dn: 1.797928 loss: 12.647762 eta: 1 day, 1:20:03 batch_cost: 0.4735 data_cost: 0.0012 ips: 8.4486 images/s [04/10 13:08:19] ppdet.engine INFO: Epoch: [60] [ 700/7329] learning_rate: 0.000100 loss_class: 0.509876 loss_bbox: 0.118383 loss_giou: 0.354342 loss_class_aux: 3.189400 loss_bbox_aux: 0.764318 loss_giou_aux: 2.202222 loss_class_dn: 0.300233 loss_bbox_dn: 0.104119 loss_giou_dn: 0.319789 loss_class_aux_dn: 1.625022 loss_bbox_aux_dn: 0.664377 loss_giou_aux_dn: 1.812418 loss: 12.851302 eta: 1 day, 1:19:09 batch_cost: 0.4863 data_cost: 0.0013 ips: 8.2259 images/s [04/10 13:09:13] ppdet.engine INFO: Epoch: [60] [ 800/7329] learning_rate: 0.000100 loss_class: 0.494789 loss_bbox: 0.133174 loss_giou: 0.321630 loss_class_aux: 3.169574 loss_bbox_aux: 0.888994 loss_giou_aux: 2.025387 loss_class_dn: 0.283541 loss_bbox_dn: 0.133232 loss_giou_dn: 0.301125 loss_class_aux_dn: 1.519662 loss_bbox_aux_dn: 0.844401 loss_giou_aux_dn: 1.652554 loss: 12.275095 eta: 1 day, 1:18:16 batch_cost: 0.4835 data_cost: 0.0013 ips: 8.2737 images/s [04/10 13:10:08] ppdet.engine INFO: Epoch: [60] [ 900/7329] learning_rate: 0.000100 loss_class: 0.526950 loss_bbox: 0.127987 loss_giou: 0.300447 loss_class_aux: 3.306398 loss_bbox_aux: 0.853127 loss_giou_aux: 1.995213 loss_class_dn: 0.285645 loss_bbox_dn: 0.124617 loss_giou_dn: 0.293435 loss_class_aux_dn: 1.565444 loss_bbox_aux_dn: 0.754634 loss_giou_aux_dn: 1.678239 loss: 12.760525 eta: 1 day, 1:17:23 batch_cost: 0.4923 data_cost: 0.0013 ips: 8.1251 images/s [04/10 13:11:07] ppdet.engine INFO: Epoch: [60] [1000/7329] learning_rate: 0.000100 loss_class: 0.545683 loss_bbox: 0.139766 loss_giou: 0.326673 loss_class_aux: 3.412370 loss_bbox_aux: 0.910383 loss_giou_aux: 2.059318 loss_class_dn: 0.326071 loss_bbox_dn: 0.141607 loss_giou_dn: 0.306259 loss_class_aux_dn: 1.708878 loss_bbox_aux_dn: 0.828561 loss_giou_aux_dn: 1.717224 loss: 13.355706 eta: 1 day, 1:16:30 batch_cost: 0.5168 data_cost: 0.0014 ips: 7.7394 images/s [04/10 13:12:04] ppdet.engine INFO: Epoch: [60] [1100/7329] learning_rate: 0.000100 loss_class: 0.580904 loss_bbox: 0.137621 loss_giou: 0.405902 loss_class_aux: 3.730062 loss_bbox_aux: 0.911459 loss_giou_aux: 2.530336 loss_class_dn: 0.326458 loss_bbox_dn: 0.142828 loss_giou_dn: 0.365062 loss_class_aux_dn: 1.804829 loss_bbox_aux_dn: 0.855669 loss_giou_aux_dn: 2.050980 loss: 13.515783 eta: 1 day, 1:15:38 batch_cost: 0.5139 data_cost: 0.0012 ips: 7.7832 images/s [04/10 13:13:01] ppdet.engine INFO: Epoch: [60] [1200/7329] learning_rate: 0.000100 loss_class: 0.568385 loss_bbox: 0.138768 loss_giou: 0.327919 loss_class_aux: 3.356283 loss_bbox_aux: 0.907926 loss_giou_aux: 2.141090 loss_class_dn: 0.301958 loss_bbox_dn: 0.133877 loss_giou_dn: 0.319552 loss_class_aux_dn: 1.629673 loss_bbox_aux_dn: 0.798706 loss_giou_aux_dn: 1.801515 loss: 13.344034 eta: 1 day, 1:14:46 batch_cost: 0.5120 data_cost: 0.0012 ips: 7.8129 images/s [04/10 13:13:57] ppdet.engine INFO: Epoch: [60] [1300/7329] learning_rate: 0.000100 loss_class: 0.520495 loss_bbox: 0.135768 loss_giou: 0.323342 loss_class_aux: 3.228427 loss_bbox_aux: 0.906858 loss_giou_aux: 2.073613 loss_class_dn: 0.290187 loss_bbox_dn: 0.133226 loss_giou_dn: 0.300862 loss_class_aux_dn: 1.543161 loss_bbox_aux_dn: 0.810243 loss_giou_aux_dn: 1.631682 loss: 12.135540 eta: 1 day, 1:13:53 batch_cost: 0.4938 data_cost: 0.0014 ips: 8.1002 images/s [04/10 13:14:50] ppdet.engine INFO: Epoch: [60] [1400/7329] learning_rate: 0.000100 loss_class: 0.525853 loss_bbox: 0.120382 loss_giou: 0.362894 loss_class_aux: 3.221417 loss_bbox_aux: 0.806865 loss_giou_aux: 2.230031 loss_class_dn: 0.300469 loss_bbox_dn: 0.115751 loss_giou_dn: 0.314600 loss_class_aux_dn: 1.647099 loss_bbox_aux_dn: 0.678623 loss_giou_aux_dn: 1.820328 loss: 12.523623 eta: 1 day, 1:12:59 batch_cost: 0.4782 data_cost: 0.0012 ips: 8.3639 images/s [04/10 13:15:46] ppdet.engine INFO: Epoch: [60] [1500/7329] learning_rate: 0.000100 loss_class: 0.461184 loss_bbox: 0.117105 loss_giou: 0.326939 loss_class_aux: 2.928262 loss_bbox_aux: 0.732385 loss_giou_aux: 2.051359 loss_class_dn: 0.272749 loss_bbox_dn: 0.104253 loss_giou_dn: 0.295143 loss_class_aux_dn: 1.503302 loss_bbox_aux_dn: 0.635036 loss_giou_aux_dn: 1.603063 loss: 11.372052 eta: 1 day, 1:12:06 batch_cost: 0.4973 data_cost: 0.0014 ips: 8.0441 images/s [04/10 13:16:41] ppdet.engine INFO: Epoch: [60] [1600/7329] learning_rate: 0.000100 loss_class: 0.506889 loss_bbox: 0.126844 loss_giou: 0.368822 loss_class_aux: 3.230940 loss_bbox_aux: 0.842295 loss_giou_aux: 2.350631 loss_class_dn: 0.309858 loss_bbox_dn: 0.122121 loss_giou_dn: 0.345469 loss_class_aux_dn: 1.607399 loss_bbox_aux_dn: 0.722242 loss_giou_aux_dn: 1.958913 loss: 13.883560 eta: 1 day, 1:11:13 batch_cost: 0.4896 data_cost: 0.0013 ips: 8.1692 images/s [04/10 13:17:38] ppdet.engine INFO: Epoch: [60] [1700/7329] learning_rate: 0.000100 loss_class: 0.554658 loss_bbox: 0.118871 loss_giou: 0.370649 loss_class_aux: 3.527732 loss_bbox_aux: 0.843013 loss_giou_aux: 2.376915 loss_class_dn: 0.305144 loss_bbox_dn: 0.125201 loss_giou_dn: 0.316393 loss_class_aux_dn: 1.651147 loss_bbox_aux_dn: 0.785516 loss_giou_aux_dn: 1.799094 loss: 12.568697 eta: 1 day, 1:10:21 batch_cost: 0.5146 data_cost: 0.0012 ips: 7.7725 images/s [04/10 13:18:35] ppdet.engine INFO: Epoch: [60] [1800/7329] learning_rate: 0.000100 loss_class: 0.529900 loss_bbox: 0.114785 loss_giou: 0.364639 loss_class_aux: 3.518682 loss_bbox_aux: 0.762062 loss_giou_aux: 2.208577 loss_class_dn: 0.306386 loss_bbox_dn: 0.116181 loss_giou_dn: 0.339666 loss_class_aux_dn: 1.653138 loss_bbox_aux_dn: 0.719630 loss_giou_aux_dn: 1.905166 loss: 12.741254 eta: 1 day, 1:09:28 batch_cost: 0.5081 data_cost: 0.0012 ips: 7.8731 images/s [04/10 13:19:30] ppdet.engine INFO: Epoch: [60] [1900/7329] learning_rate: 0.000100 loss_class: 0.551855 loss_bbox: 0.123645 loss_giou: 0.386700 loss_class_aux: 3.507808 loss_bbox_aux: 0.799063 loss_giou_aux: 2.493987 loss_class_dn: 0.327122 loss_bbox_dn: 0.131200 loss_giou_dn: 0.377388 loss_class_aux_dn: 1.741831 loss_bbox_aux_dn: 0.770237 loss_giou_aux_dn: 2.141256 loss: 14.616037 eta: 1 day, 1:08:35 batch_cost: 0.4929 data_cost: 0.0015 ips: 8.1158 images/s [04/10 13:20:27] ppdet.engine INFO: Epoch: [60] [2000/7329] learning_rate: 0.000100 loss_class: 0.556777 loss_bbox: 0.135499 loss_giou: 0.400673 loss_class_aux: 3.543289 loss_bbox_aux: 0.902452 loss_giou_aux: 2.473960 loss_class_dn: 0.331145 loss_bbox_dn: 0.140411 loss_giou_dn: 0.386354 loss_class_aux_dn: 1.783564 loss_bbox_aux_dn: 0.805238 loss_giou_aux_dn: 2.115856 loss: 14.541371 eta: 1 day, 1:07:42 batch_cost: 0.4956 data_cost: 0.0014 ips: 8.0714 images/s [04/10 13:21:25] ppdet.engine INFO: Epoch: [60] [2100/7329] learning_rate: 0.000100 loss_class: 0.519569 loss_bbox: 0.128122 loss_giou: 0.377757 loss_class_aux: 3.322935 loss_bbox_aux: 0.806342 loss_giou_aux: 2.355217 loss_class_dn: 0.320432 loss_bbox_dn: 0.121324 loss_giou_dn: 0.361295 loss_class_aux_dn: 1.709882 loss_bbox_aux_dn: 0.723024 loss_giou_aux_dn: 2.024032 loss: 13.449208 eta: 1 day, 1:06:50 batch_cost: 0.5130 data_cost: 0.0013 ips: 7.7973 images/s [04/10 13:22:27] ppdet.engine INFO: Epoch: [60] [2200/7329] learning_rate: 0.000100 loss_class: 0.605249 loss_bbox: 0.140242 loss_giou: 0.410008 loss_class_aux: 3.683971 loss_bbox_aux: 0.942735 loss_giou_aux: 2.564538 loss_class_dn: 0.364020 loss_bbox_dn: 0.149659 loss_giou_dn: 0.387420 loss_class_aux_dn: 1.917651 loss_bbox_aux_dn: 0.872833 loss_giou_aux_dn: 2.175719 loss: 14.966909 eta: 1 day, 1:05:59 batch_cost: 0.5597 data_cost: 0.0015 ips: 7.1468 images/s [04/10 13:23:24] ppdet.engine INFO: Epoch: [60] [2300/7329] learning_rate: 0.000100 loss_class: 0.557246 loss_bbox: 0.126655 loss_giou: 0.368071 loss_class_aux: 3.606175 loss_bbox_aux: 0.829003 loss_giou_aux: 2.339154 loss_class_dn: 0.326488 loss_bbox_dn: 0.130270 loss_giou_dn: 0.335034 loss_class_aux_dn: 1.726722 loss_bbox_aux_dn: 0.781753 loss_giou_aux_dn: 1.839556 loss: 13.376939 eta: 1 day, 1:05:07 batch_cost: 0.5037 data_cost: 0.0014 ips: 7.9409 images/s [04/10 13:24:20] ppdet.engine INFO: Epoch: [60] [2400/7329] learning_rate: 0.000100 loss_class: 0.595010 loss_bbox: 0.143173 loss_giou: 0.463705 loss_class_aux: 3.674966 loss_bbox_aux: 0.932997 loss_giou_aux: 2.992749 loss_class_dn: 0.351891 loss_bbox_dn: 0.144407 loss_giou_dn: 0.404895 loss_class_aux_dn: 1.880697 loss_bbox_aux_dn: 0.892927 loss_giou_aux_dn: 2.277599 loss: 16.059650 eta: 1 day, 1:04:14 batch_cost: 0.4974 data_cost: 0.0013 ips: 8.0423 images/s [04/10 13:25:14] ppdet.engine INFO: Epoch: [60] [2500/7329] learning_rate: 0.000100 loss_class: 0.553385 loss_bbox: 0.130396 loss_giou: 0.339018 loss_class_aux: 3.468434 loss_bbox_aux: 0.836337 loss_giou_aux: 2.181460 loss_class_dn: 0.309037 loss_bbox_dn: 0.121931 loss_giou_dn: 0.321039 loss_class_aux_dn: 1.659763 loss_bbox_aux_dn: 0.737353 loss_giou_aux_dn: 1.816885 loss: 12.650887 eta: 1 day, 1:03:20 batch_cost: 0.4801 data_cost: 0.0012 ips: 8.3313 images/s [04/10 13:26:06] ppdet.engine INFO: Epoch: [60] [2600/7329] learning_rate: 0.000100 loss_class: 0.534433 loss_bbox: 0.143564 loss_giou: 0.404507 loss_class_aux: 3.495543 loss_bbox_aux: 0.883122 loss_giou_aux: 2.683950 loss_class_dn: 0.324235 loss_bbox_dn: 0.131313 loss_giou_dn: 0.389603 loss_class_aux_dn: 1.736485 loss_bbox_aux_dn: 0.808628 loss_giou_aux_dn: 2.130724 loss: 13.850175 eta: 1 day, 1:02:26 batch_cost: 0.4680 data_cost: 0.0013 ips: 8.5467 images/s [04/10 13:27:01] ppdet.engine INFO: Epoch: [60] [2700/7329] learning_rate: 0.000100 loss_class: 0.595636 loss_bbox: 0.133028 loss_giou: 0.366442 loss_class_aux: 3.729942 loss_bbox_aux: 0.886731 loss_giou_aux: 2.336682 loss_class_dn: 0.331867 loss_bbox_dn: 0.136954 loss_giou_dn: 0.344639 loss_class_aux_dn: 1.758044 loss_bbox_aux_dn: 0.800109 loss_giou_aux_dn: 1.958824 loss: 13.143372 eta: 1 day, 1:01:33 batch_cost: 0.4833 data_cost: 0.0012 ips: 8.2766 images/s [04/10 13:28:00] ppdet.engine INFO: Epoch: [60] [2800/7329] learning_rate: 0.000100 loss_class: 0.523355 loss_bbox: 0.132193 loss_giou: 0.338838 loss_class_aux: 3.280963 loss_bbox_aux: 0.919572 loss_giou_aux: 2.091029 loss_class_dn: 0.313629 loss_bbox_dn: 0.134737 loss_giou_dn: 0.311639 loss_class_aux_dn: 1.711944 loss_bbox_aux_dn: 0.821105 loss_giou_aux_dn: 1.797422 loss: 13.368653 eta: 1 day, 1:00:41 batch_cost: 0.5314 data_cost: 0.0014 ips: 7.5266 images/s [04/10 13:29:10] ppdet.engine INFO: Epoch: [60] [2900/7329] learning_rate: 0.000100 loss_class: 0.588288 loss_bbox: 0.134111 loss_giou: 0.438378 loss_class_aux: 3.646361 loss_bbox_aux: 0.856368 loss_giou_aux: 2.738689 loss_class_dn: 0.340534 loss_bbox_dn: 0.126517 loss_giou_dn: 0.395618 loss_class_aux_dn: 1.781966 loss_bbox_aux_dn: 0.745954 loss_giou_aux_dn: 2.161861 loss: 14.012320 eta: 1 day, 0:59:52 batch_cost: 0.5980 data_cost: 0.0017 ips: 6.6887 images/s [04/10 13:30:06] ppdet.engine INFO: Epoch: [60] [3000/7329] learning_rate: 0.000100 loss_class: 0.562899 loss_bbox: 0.140493 loss_giou: 0.424444 loss_class_aux: 3.430636 loss_bbox_aux: 0.987665 loss_giou_aux: 2.692914 loss_class_dn: 0.326744 loss_bbox_dn: 0.147332 loss_giou_dn: 0.372585 loss_class_aux_dn: 1.751312 loss_bbox_aux_dn: 0.872861 loss_giou_aux_dn: 2.090987 loss: 14.849630 eta: 1 day, 0:58:59 batch_cost: 0.4951 data_cost: 0.0013 ips: 8.0798 images/s [04/10 13:31:15] ppdet.engine INFO: Epoch: [60] [3100/7329] learning_rate: 0.000100 loss_class: 0.487384 loss_bbox: 0.113991 loss_giou: 0.293728 loss_class_aux: 3.067412 loss_bbox_aux: 0.804677 loss_giou_aux: 1.838752 loss_class_dn: 0.274839 loss_bbox_dn: 0.125476 loss_giou_dn: 0.265476 loss_class_aux_dn: 1.492180 loss_bbox_aux_dn: 0.760652 loss_giou_aux_dn: 1.510869 loss: 11.581236 eta: 1 day, 0:58:11 batch_cost: 0.6315 data_cost: 0.0013 ips: 6.3336 images/s [04/10 13:32:14] ppdet.engine INFO: Epoch: [60] [3200/7329] learning_rate: 0.000100 loss_class: 0.543919 loss_bbox: 0.137495 loss_giou: 0.386540 loss_class_aux: 3.535925 loss_bbox_aux: 0.886353 loss_giou_aux: 2.369327 loss_class_dn: 0.311622 loss_bbox_dn: 0.128762 loss_giou_dn: 0.347176 loss_class_aux_dn: 1.685009 loss_bbox_aux_dn: 0.782955 loss_giou_aux_dn: 1.886909 loss: 13.903198 eta: 1 day, 0:57:20 batch_cost: 0.5284 data_cost: 0.0012 ips: 7.5699 images/s [04/10 13:33:11] ppdet.engine INFO: Epoch: [60] [3300/7329] learning_rate: 0.000100 loss_class: 0.521999 loss_bbox: 0.140384 loss_giou: 0.441029 loss_class_aux: 3.396274 loss_bbox_aux: 0.865127 loss_giou_aux: 2.826610 loss_class_dn: 0.341032 loss_bbox_dn: 0.135103 loss_giou_dn: 0.402061 loss_class_aux_dn: 1.807335 loss_bbox_aux_dn: 0.819918 loss_giou_aux_dn: 2.199379 loss: 14.737846 eta: 1 day, 0:56:27 batch_cost: 0.5083 data_cost: 0.0012 ips: 7.8689 images/s [04/10 13:34:05] ppdet.engine INFO: Epoch: [60] [3400/7329] learning_rate: 0.000100 loss_class: 0.631852 loss_bbox: 0.150775 loss_giou: 0.444326 loss_class_aux: 4.025326 loss_bbox_aux: 1.003174 loss_giou_aux: 2.891766 loss_class_dn: 0.361426 loss_bbox_dn: 0.140852 loss_giou_dn: 0.425380 loss_class_aux_dn: 1.950628 loss_bbox_aux_dn: 0.828533 loss_giou_aux_dn: 2.394601 loss: 15.760361 eta: 1 day, 0:55:34 batch_cost: 0.4842 data_cost: 0.0012 ips: 8.2611 images/s [04/10 13:34:58] ppdet.engine INFO: Epoch: [60] [3500/7329] learning_rate: 0.000100 loss_class: 0.533747 loss_bbox: 0.141008 loss_giou: 0.427533 loss_class_aux: 3.352410 loss_bbox_aux: 0.891263 loss_giou_aux: 2.720034 loss_class_dn: 0.323886 loss_bbox_dn: 0.125260 loss_giou_dn: 0.387642 loss_class_aux_dn: 1.742577 loss_bbox_aux_dn: 0.725659 loss_giou_aux_dn: 2.172841 loss: 14.171328 eta: 1 day, 0:54:40 batch_cost: 0.4717 data_cost: 0.0013 ips: 8.4792 images/s [04/10 13:35:52] ppdet.engine INFO: Epoch: [60] [3600/7329] learning_rate: 0.000100 loss_class: 0.549408 loss_bbox: 0.142542 loss_giou: 0.357808 loss_class_aux: 3.554556 loss_bbox_aux: 0.894059 loss_giou_aux: 2.196086 loss_class_dn: 0.305468 loss_bbox_dn: 0.130459 loss_giou_dn: 0.307432 loss_class_aux_dn: 1.671541 loss_bbox_aux_dn: 0.796190 loss_giou_aux_dn: 1.734777 loss: 12.615998 eta: 1 day, 0:53:46 batch_cost: 0.4775 data_cost: 0.0013 ips: 8.3775 images/s [04/10 13:36:45] ppdet.engine INFO: Epoch: [60] [3700/7329] learning_rate: 0.000100 loss_class: 0.545719 loss_bbox: 0.113923 loss_giou: 0.358835 loss_class_aux: 3.501645 loss_bbox_aux: 0.789902 loss_giou_aux: 2.301231 loss_class_dn: 0.301744 loss_bbox_dn: 0.122309 loss_giou_dn: 0.328947 loss_class_aux_dn: 1.624426 loss_bbox_aux_dn: 0.729525 loss_giou_aux_dn: 1.800380 loss: 12.831013 eta: 1 day, 0:52:52 batch_cost: 0.4733 data_cost: 0.0013 ips: 8.4505 images/s [04/10 13:37:38] ppdet.engine INFO: Epoch: [60] [3800/7329] learning_rate: 0.000100 loss_class: 0.561692 loss_bbox: 0.136315 loss_giou: 0.382329 loss_class_aux: 3.495945 loss_bbox_aux: 0.892020 loss_giou_aux: 2.399401 loss_class_dn: 0.311070 loss_bbox_dn: 0.133757 loss_giou_dn: 0.353723 loss_class_aux_dn: 1.667762 loss_bbox_aux_dn: 0.811716 loss_giou_aux_dn: 1.907363 loss: 13.393438 eta: 1 day, 0:51:59 batch_cost: 0.4761 data_cost: 0.0013 ips: 8.4009 images/s [04/10 13:38:35] ppdet.engine INFO: Epoch: [60] [3900/7329] learning_rate: 0.000100 loss_class: 0.601525 loss_bbox: 0.126666 loss_giou: 0.482086 loss_class_aux: 3.737366 loss_bbox_aux: 0.822756 loss_giou_aux: 3.001034 loss_class_dn: 0.364886 loss_bbox_dn: 0.125627 loss_giou_dn: 0.440725 loss_class_aux_dn: 1.980848 loss_bbox_aux_dn: 0.754944 loss_giou_aux_dn: 2.375721 loss: 15.505888 eta: 1 day, 0:51:06 batch_cost: 0.5041 data_cost: 0.0012 ips: 7.9355 images/s [04/10 13:39:30] ppdet.engine INFO: Epoch: [60] [4000/7329] learning_rate: 0.000100 loss_class: 0.536085 loss_bbox: 0.142307 loss_giou: 0.330937 loss_class_aux: 3.257023 loss_bbox_aux: 0.930886 loss_giou_aux: 2.118161 loss_class_dn: 0.321400 loss_bbox_dn: 0.137925 loss_giou_dn: 0.343061 loss_class_aux_dn: 1.728367 loss_bbox_aux_dn: 0.809355 loss_giou_aux_dn: 1.935509 loss: 13.694636 eta: 1 day, 0:50:13 batch_cost: 0.4929 data_cost: 0.0012 ips: 8.1153 images/s [04/10 13:40:25] ppdet.engine INFO: Epoch: [60] [4100/7329] learning_rate: 0.000100 loss_class: 0.539878 loss_bbox: 0.118879 loss_giou: 0.352791 loss_class_aux: 3.449139 loss_bbox_aux: 0.853821 loss_giou_aux: 2.084268 loss_class_dn: 0.304588 loss_bbox_dn: 0.115009 loss_giou_dn: 0.296600 loss_class_aux_dn: 1.633052 loss_bbox_aux_dn: 0.713891 loss_giou_aux_dn: 1.665148 loss: 12.912587 eta: 1 day, 0:49:20 batch_cost: 0.4878 data_cost: 0.0012 ips: 8.2001 images/s [04/10 13:41:19] ppdet.engine INFO: Epoch: [60] [4200/7329] learning_rate: 0.000100 loss_class: 0.585846 loss_bbox: 0.132096 loss_giou: 0.380027 loss_class_aux: 3.708443 loss_bbox_aux: 0.841257 loss_giou_aux: 2.448048 loss_class_dn: 0.335937 loss_bbox_dn: 0.130586 loss_giou_dn: 0.353238 loss_class_aux_dn: 1.816943 loss_bbox_aux_dn: 0.803360 loss_giou_aux_dn: 2.027283 loss: 14.439391 eta: 1 day, 0:48:26 batch_cost: 0.4873 data_cost: 0.0012 ips: 8.2092 images/s [04/10 13:42:15] ppdet.engine INFO: Epoch: [60] [4300/7329] learning_rate: 0.000100 loss_class: 0.535899 loss_bbox: 0.135472 loss_giou: 0.326628 loss_class_aux: 3.278377 loss_bbox_aux: 0.876734 loss_giou_aux: 2.019172 loss_class_dn: 0.295651 loss_bbox_dn: 0.141662 loss_giou_dn: 0.285206 loss_class_aux_dn: 1.667384 loss_bbox_aux_dn: 0.829103 loss_giou_aux_dn: 1.647068 loss: 12.630770 eta: 1 day, 0:47:33 batch_cost: 0.4927 data_cost: 0.0013 ips: 8.1193 images/s [04/10 13:43:09] ppdet.engine INFO: Epoch: [60] [4400/7329] learning_rate: 0.000100 loss_class: 0.483886 loss_bbox: 0.120461 loss_giou: 0.346415 loss_class_aux: 3.137695 loss_bbox_aux: 0.777045 loss_giou_aux: 2.260135 loss_class_dn: 0.292492 loss_bbox_dn: 0.112116 loss_giou_dn: 0.315112 loss_class_aux_dn: 1.598517 loss_bbox_aux_dn: 0.682864 loss_giou_aux_dn: 1.727409 loss: 12.374020 eta: 1 day, 0:46:40 batch_cost: 0.4841 data_cost: 0.0014 ips: 8.2635 images/s [04/10 13:44:07] ppdet.engine INFO: Epoch: [60] [4500/7329] learning_rate: 0.000100 loss_class: 0.515689 loss_bbox: 0.126755 loss_giou: 0.317557 loss_class_aux: 3.372986 loss_bbox_aux: 0.844703 loss_giou_aux: 2.064659 loss_class_dn: 0.291183 loss_bbox_dn: 0.132489 loss_giou_dn: 0.303864 loss_class_aux_dn: 1.577722 loss_bbox_aux_dn: 0.826894 loss_giou_aux_dn: 1.669471 loss: 11.880682 eta: 1 day, 0:45:48 batch_cost: 0.5169 data_cost: 0.0012 ips: 7.7380 images/s [04/10 13:45:01] ppdet.engine INFO: Epoch: [60] [4600/7329] learning_rate: 0.000100 loss_class: 0.570361 loss_bbox: 0.127353 loss_giou: 0.365338 loss_class_aux: 3.504589 loss_bbox_aux: 0.867154 loss_giou_aux: 2.369839 loss_class_dn: 0.304040 loss_bbox_dn: 0.124876 loss_giou_dn: 0.326763 loss_class_aux_dn: 1.671875 loss_bbox_aux_dn: 0.760996 loss_giou_aux_dn: 1.837148 loss: 13.160280 eta: 1 day, 0:44:54 batch_cost: 0.4822 data_cost: 0.0012 ips: 8.2953 images/s [04/10 13:45:57] ppdet.engine INFO: Epoch: [60] [4700/7329] learning_rate: 0.000100 loss_class: 0.569561 loss_bbox: 0.137173 loss_giou: 0.409818 loss_class_aux: 3.733613 loss_bbox_aux: 0.915902 loss_giou_aux: 2.579997 loss_class_dn: 0.325024 loss_bbox_dn: 0.143383 loss_giou_dn: 0.361819 loss_class_aux_dn: 1.803667 loss_bbox_aux_dn: 0.875377 loss_giou_aux_dn: 2.111735 loss: 13.621319 eta: 1 day, 0:44:02 batch_cost: 0.5077 data_cost: 0.0014 ips: 7.8793 images/s [04/10 13:46:53] ppdet.engine INFO: Epoch: [60] [4800/7329] learning_rate: 0.000100 loss_class: 0.565770 loss_bbox: 0.146622 loss_giou: 0.420354 loss_class_aux: 3.630632 loss_bbox_aux: 0.932513 loss_giou_aux: 2.528228 loss_class_dn: 0.341166 loss_bbox_dn: 0.137453 loss_giou_dn: 0.377485 loss_class_aux_dn: 1.793596 loss_bbox_aux_dn: 0.799367 loss_giou_aux_dn: 2.096284 loss: 14.194784 eta: 1 day, 0:43:09 batch_cost: 0.4939 data_cost: 0.0013 ips: 8.0983 images/s [04/10 13:47:46] ppdet.engine INFO: Epoch: [60] [4900/7329] learning_rate: 0.000100 loss_class: 0.652086 loss_bbox: 0.138139 loss_giou: 0.444692 loss_class_aux: 4.033920 loss_bbox_aux: 0.878492 loss_giou_aux: 2.826514 loss_class_dn: 0.360828 loss_bbox_dn: 0.137167 loss_giou_dn: 0.382583 loss_class_aux_dn: 1.947004 loss_bbox_aux_dn: 0.796776 loss_giou_aux_dn: 2.147565 loss: 15.898488 eta: 1 day, 0:42:15 batch_cost: 0.4730 data_cost: 0.0012 ips: 8.4566 images/s [04/10 13:48:39] ppdet.engine INFO: Epoch: [60] [5000/7329] learning_rate: 0.000100 loss_class: 0.582267 loss_bbox: 0.139043 loss_giou: 0.390949 loss_class_aux: 3.707186 loss_bbox_aux: 0.913884 loss_giou_aux: 2.532083 loss_class_dn: 0.325334 loss_bbox_dn: 0.137888 loss_giou_dn: 0.357839 loss_class_aux_dn: 1.743283 loss_bbox_aux_dn: 0.822635 loss_giou_aux_dn: 2.024728 loss: 14.064550 eta: 1 day, 0:41:21 batch_cost: 0.4728 data_cost: 0.0012 ips: 8.4604 images/s [04/10 13:49:39] ppdet.engine INFO: Epoch: [60] [5100/7329] learning_rate: 0.000100 loss_class: 0.550249 loss_bbox: 0.133874 loss_giou: 0.422453 loss_class_aux: 3.588404 loss_bbox_aux: 0.871806 loss_giou_aux: 2.691569 loss_class_dn: 0.324947 loss_bbox_dn: 0.141940 loss_giou_dn: 0.387446 loss_class_aux_dn: 1.745518 loss_bbox_aux_dn: 0.801524 loss_giou_aux_dn: 2.166430 loss: 14.313663 eta: 1 day, 0:40:29 batch_cost: 0.5226 data_cost: 0.0016 ips: 7.6541 images/s [04/10 13:50:31] ppdet.engine INFO: Epoch: [60] [5200/7329] learning_rate: 0.000100 loss_class: 0.676263 loss_bbox: 0.134736 loss_giou: 0.466584 loss_class_aux: 4.280414 loss_bbox_aux: 0.888983 loss_giou_aux: 2.993094 loss_class_dn: 0.392761 loss_bbox_dn: 0.130788 loss_giou_dn: 0.428677 loss_class_aux_dn: 2.103555 loss_bbox_aux_dn: 0.781611 loss_giou_aux_dn: 2.388427 loss: 16.692526 eta: 1 day, 0:39:35 batch_cost: 0.4655 data_cost: 0.0012 ips: 8.5924 images/s [04/10 13:51:25] ppdet.engine INFO: Epoch: [60] [5300/7329] learning_rate: 0.000100 loss_class: 0.564576 loss_bbox: 0.125437 loss_giou: 0.357039 loss_class_aux: 3.669191 loss_bbox_aux: 0.851857 loss_giou_aux: 2.274919 loss_class_dn: 0.315542 loss_bbox_dn: 0.122800 loss_giou_dn: 0.344624 loss_class_aux_dn: 1.733011 loss_bbox_aux_dn: 0.801935 loss_giou_aux_dn: 1.924189 loss: 13.758708 eta: 1 day, 0:38:41 batch_cost: 0.4811 data_cost: 0.0012 ips: 8.3138 images/s [04/10 13:52:20] ppdet.engine INFO: Epoch: [60] [5400/7329] learning_rate: 0.000100 loss_class: 0.470942 loss_bbox: 0.113927 loss_giou: 0.356973 loss_class_aux: 3.146588 loss_bbox_aux: 0.747837 loss_giou_aux: 2.303442 loss_class_dn: 0.298086 loss_bbox_dn: 0.115420 loss_giou_dn: 0.315772 loss_class_aux_dn: 1.596659 loss_bbox_aux_dn: 0.685342 loss_giou_aux_dn: 1.810349 loss: 11.547620 eta: 1 day, 0:37:48 batch_cost: 0.4875 data_cost: 0.0012 ips: 8.2045 images/s [04/10 13:53:20] ppdet.engine INFO: Epoch: [60] [5500/7329] learning_rate: 0.000100 loss_class: 0.589420 loss_bbox: 0.128706 loss_giou: 0.396686 loss_class_aux: 3.697066 loss_bbox_aux: 0.883670 loss_giou_aux: 2.475377 loss_class_dn: 0.338615 loss_bbox_dn: 0.137114 loss_giou_dn: 0.361016 loss_class_aux_dn: 1.832048 loss_bbox_aux_dn: 0.817324 loss_giou_aux_dn: 2.051670 loss: 14.046312 eta: 1 day, 0:36:57 batch_cost: 0.5386 data_cost: 0.0014 ips: 7.4261 images/s [04/10 13:54:19] ppdet.engine INFO: Epoch: [60] [5600/7329] learning_rate: 0.000100 loss_class: 0.568485 loss_bbox: 0.129318 loss_giou: 0.370466 loss_class_aux: 3.458564 loss_bbox_aux: 0.844214 loss_giou_aux: 2.251361 loss_class_dn: 0.317461 loss_bbox_dn: 0.132391 loss_giou_dn: 0.335908 loss_class_aux_dn: 1.730042 loss_bbox_aux_dn: 0.826208 loss_giou_aux_dn: 1.944526 loss: 13.783983 eta: 1 day, 0:36:05 batch_cost: 0.5297 data_cost: 0.0013 ips: 7.5518 images/s [04/10 13:55:15] ppdet.engine INFO: Epoch: [60] [5700/7329] learning_rate: 0.000100 loss_class: 0.571828 loss_bbox: 0.135006 loss_giou: 0.426479 loss_class_aux: 3.708261 loss_bbox_aux: 0.870030 loss_giou_aux: 2.712616 loss_class_dn: 0.342167 loss_bbox_dn: 0.130820 loss_giou_dn: 0.396819 loss_class_aux_dn: 1.823224 loss_bbox_aux_dn: 0.823932 loss_giou_aux_dn: 2.232284 loss: 14.421856 eta: 1 day, 0:35:12 batch_cost: 0.4987 data_cost: 0.0013 ips: 8.0202 images/s [04/10 13:56:10] ppdet.engine INFO: Epoch: [60] [5800/7329] learning_rate: 0.000100 loss_class: 0.485278 loss_bbox: 0.121216 loss_giou: 0.321368 loss_class_aux: 3.160058 loss_bbox_aux: 0.715703 loss_giou_aux: 2.099758 loss_class_dn: 0.294390 loss_bbox_dn: 0.119168 loss_giou_dn: 0.316931 loss_class_aux_dn: 1.609373 loss_bbox_aux_dn: 0.716912 loss_giou_aux_dn: 1.752195 loss: 12.397409 eta: 1 day, 0:34:19 batch_cost: 0.4901 data_cost: 0.0013 ips: 8.1609 images/s [04/10 13:57:05] ppdet.engine INFO: Epoch: [60] [5900/7329] learning_rate: 0.000100 loss_class: 0.541423 loss_bbox: 0.131308 loss_giou: 0.377884 loss_class_aux: 3.408781 loss_bbox_aux: 0.869133 loss_giou_aux: 2.468133 loss_class_dn: 0.321575 loss_bbox_dn: 0.135703 loss_giou_dn: 0.332443 loss_class_aux_dn: 1.728083 loss_bbox_aux_dn: 0.807132 loss_giou_aux_dn: 1.879273 loss: 13.489799 eta: 1 day, 0:33:26 batch_cost: 0.4842 data_cost: 0.0013 ips: 8.2608 images/s [04/10 13:57:59] ppdet.engine INFO: Epoch: [60] [6000/7329] learning_rate: 0.000100 loss_class: 0.551025 loss_bbox: 0.117510 loss_giou: 0.327937 loss_class_aux: 3.312235 loss_bbox_aux: 0.756803 loss_giou_aux: 2.098291 loss_class_dn: 0.313544 loss_bbox_dn: 0.131981 loss_giou_dn: 0.321631 loss_class_aux_dn: 1.724542 loss_bbox_aux_dn: 0.772439 loss_giou_aux_dn: 1.837261 loss: 13.029593 eta: 1 day, 0:32:32 batch_cost: 0.4794 data_cost: 0.0014 ips: 8.3437 images/s [04/10 13:58:52] ppdet.engine INFO: Epoch: [60] [6100/7329] learning_rate: 0.000100 loss_class: 0.557421 loss_bbox: 0.130823 loss_giou: 0.371535 loss_class_aux: 3.466518 loss_bbox_aux: 0.879107 loss_giou_aux: 2.338726 loss_class_dn: 0.318019 loss_bbox_dn: 0.136411 loss_giou_dn: 0.332868 loss_class_aux_dn: 1.742521 loss_bbox_aux_dn: 0.830428 loss_giou_aux_dn: 1.876193 loss: 13.398956 eta: 1 day, 0:31:39 batch_cost: 0.4746 data_cost: 0.0012 ips: 8.4275 images/s [04/10 13:59:45] ppdet.engine INFO: Epoch: [60] [6200/7329] learning_rate: 0.000100 loss_class: 0.612182 loss_bbox: 0.149711 loss_giou: 0.403569 loss_class_aux: 3.887060 loss_bbox_aux: 0.967348 loss_giou_aux: 2.574110 loss_class_dn: 0.339000 loss_bbox_dn: 0.159152 loss_giou_dn: 0.391181 loss_class_aux_dn: 1.815169 loss_bbox_aux_dn: 0.907559 loss_giou_aux_dn: 2.130937 loss: 15.008175 eta: 1 day, 0:30:45 batch_cost: 0.4701 data_cost: 0.0011 ips: 8.5093 images/s [04/10 14:00:38] ppdet.engine INFO: Epoch: [60] [6300/7329] learning_rate: 0.000100 loss_class: 0.580462 loss_bbox: 0.135720 loss_giou: 0.412451 loss_class_aux: 3.569453 loss_bbox_aux: 0.872543 loss_giou_aux: 2.584399 loss_class_dn: 0.341110 loss_bbox_dn: 0.134372 loss_giou_dn: 0.373056 loss_class_aux_dn: 1.799587 loss_bbox_aux_dn: 0.841585 loss_giou_aux_dn: 2.114175 loss: 13.997776 eta: 1 day, 0:29:51 batch_cost: 0.4738 data_cost: 0.0012 ips: 8.4431 images/s [04/10 14:01:32] ppdet.engine INFO: Epoch: [60] [6400/7329] learning_rate: 0.000100 loss_class: 0.580718 loss_bbox: 0.138849 loss_giou: 0.435486 loss_class_aux: 3.651227 loss_bbox_aux: 0.930494 loss_giou_aux: 2.704341 loss_class_dn: 0.354975 loss_bbox_dn: 0.127591 loss_giou_dn: 0.371405 loss_class_aux_dn: 1.915180 loss_bbox_aux_dn: 0.797775 loss_giou_aux_dn: 2.097353 loss: 14.324316 eta: 1 day, 0:28:57 batch_cost: 0.4752 data_cost: 0.0012 ips: 8.4175 images/s [04/10 14:02:26] ppdet.engine INFO: Epoch: [60] [6500/7329] learning_rate: 0.000100 loss_class: 0.520375 loss_bbox: 0.138743 loss_giou: 0.324560 loss_class_aux: 3.256265 loss_bbox_aux: 0.877270 loss_giou_aux: 2.157713 loss_class_dn: 0.294842 loss_bbox_dn: 0.140375 loss_giou_dn: 0.295721 loss_class_aux_dn: 1.627280 loss_bbox_aux_dn: 0.847747 loss_giou_aux_dn: 1.693359 loss: 13.277973 eta: 1 day, 0:28:04 batch_cost: 0.4866 data_cost: 0.0012 ips: 8.2202 images/s [04/10 14:03:25] ppdet.engine INFO: Epoch: [60] [6600/7329] learning_rate: 0.000100 loss_class: 0.629803 loss_bbox: 0.129001 loss_giou: 0.378969 loss_class_aux: 3.929796 loss_bbox_aux: 0.864614 loss_giou_aux: 2.413109 loss_class_dn: 0.342422 loss_bbox_dn: 0.147033 loss_giou_dn: 0.345498 loss_class_aux_dn: 1.822019 loss_bbox_aux_dn: 0.894651 loss_giou_aux_dn: 1.955759 loss: 14.262854 eta: 1 day, 0:27:12 batch_cost: 0.5321 data_cost: 0.0012 ips: 7.5171 images/s [04/10 14:04:19] ppdet.engine INFO: Epoch: [60] [6700/7329] learning_rate: 0.000100 loss_class: 0.558359 loss_bbox: 0.125028 loss_giou: 0.337450 loss_class_aux: 3.572492 loss_bbox_aux: 0.840901 loss_giou_aux: 2.136493 loss_class_dn: 0.315295 loss_bbox_dn: 0.125878 loss_giou_dn: 0.312248 loss_class_aux_dn: 1.767015 loss_bbox_aux_dn: 0.728432 loss_giou_aux_dn: 1.778687 loss: 12.973030 eta: 1 day, 0:26:19 batch_cost: 0.4746 data_cost: 0.0012 ips: 8.4290 images/s [04/10 14:05:13] ppdet.engine INFO: Epoch: [60] [6800/7329] learning_rate: 0.000100 loss_class: 0.510363 loss_bbox: 0.129449 loss_giou: 0.349643 loss_class_aux: 3.108009 loss_bbox_aux: 0.836720 loss_giou_aux: 2.171886 loss_class_dn: 0.302366 loss_bbox_dn: 0.122231 loss_giou_dn: 0.318377 loss_class_aux_dn: 1.600696 loss_bbox_aux_dn: 0.738926 loss_giou_aux_dn: 1.759834 loss: 12.267914 eta: 1 day, 0:25:25 batch_cost: 0.4828 data_cost: 0.0016 ips: 8.2849 images/s [04/10 14:06:10] ppdet.engine INFO: Epoch: [60] [6900/7329] learning_rate: 0.000100 loss_class: 0.570040 loss_bbox: 0.132438 loss_giou: 0.381262 loss_class_aux: 3.576771 loss_bbox_aux: 0.841444 loss_giou_aux: 2.398025 loss_class_dn: 0.326362 loss_bbox_dn: 0.131324 loss_giou_dn: 0.345163 loss_class_aux_dn: 1.748003 loss_bbox_aux_dn: 0.805241 loss_giou_aux_dn: 1.917554 loss: 13.874323 eta: 1 day, 0:24:33 batch_cost: 0.5088 data_cost: 0.0013 ips: 7.8619 images/s [04/10 14:07:04] ppdet.engine INFO: Epoch: [60] [7000/7329] learning_rate: 0.000100 loss_class: 0.579252 loss_bbox: 0.129195 loss_giou: 0.487197 loss_class_aux: 3.746443 loss_bbox_aux: 0.875449 loss_giou_aux: 3.105426 loss_class_dn: 0.344398 loss_bbox_dn: 0.129436 loss_giou_dn: 0.400005 loss_class_aux_dn: 1.815483 loss_bbox_aux_dn: 0.760251 loss_giou_aux_dn: 2.205035 loss: 14.868553 eta: 1 day, 0:23:40 batch_cost: 0.4886 data_cost: 0.0012 ips: 8.1869 images/s [04/10 14:07:59] ppdet.engine INFO: Epoch: [60] [7100/7329] learning_rate: 0.000100 loss_class: 0.581594 loss_bbox: 0.136558 loss_giou: 0.354784 loss_class_aux: 3.708436 loss_bbox_aux: 0.917737 loss_giou_aux: 2.328146 loss_class_dn: 0.306906 loss_bbox_dn: 0.135357 loss_giou_dn: 0.343651 loss_class_aux_dn: 1.668704 loss_bbox_aux_dn: 0.828183 loss_giou_aux_dn: 1.887998 loss: 14.029263 eta: 1 day, 0:22:46 batch_cost: 0.4857 data_cost: 0.0012 ips: 8.2360 images/s [04/10 14:08:53] ppdet.engine INFO: Epoch: [60] [7200/7329] learning_rate: 0.000100 loss_class: 0.539163 loss_bbox: 0.144304 loss_giou: 0.328438 loss_class_aux: 3.497434 loss_bbox_aux: 0.920442 loss_giou_aux: 2.069360 loss_class_dn: 0.323342 loss_bbox_dn: 0.144437 loss_giou_dn: 0.334640 loss_class_aux_dn: 1.763595 loss_bbox_aux_dn: 0.878080 loss_giou_aux_dn: 1.804282 loss: 13.555990 eta: 1 day, 0:21:53 batch_cost: 0.4841 data_cost: 0.0012 ips: 8.2624 images/s [04/10 14:09:48] ppdet.engine INFO: Epoch: [60] [7300/7329] learning_rate: 0.000100 loss_class: 0.518822 loss_bbox: 0.128078 loss_giou: 0.340765 loss_class_aux: 3.209802 loss_bbox_aux: 0.816239 loss_giou_aux: 2.240120 loss_class_dn: 0.293320 loss_bbox_dn: 0.116376 loss_giou_dn: 0.329605 loss_class_aux_dn: 1.530549 loss_bbox_aux_dn: 0.726378 loss_giou_aux_dn: 1.793131 loss: 12.500509 eta: 1 day, 0:21:00 batch_cost: 0.4902 data_cost: 0.0012 ips: 8.1602 images/s [04/10 14:10:08] ppdet.engine INFO: Eval iter: 0 [04/10 14:10:33] ppdet.engine INFO: Eval iter: 100 [04/10 14:10:57] ppdet.engine INFO: Eval iter: 200 [04/10 14:11:22] ppdet.engine INFO: Eval iter: 300 [04/10 14:11:47] ppdet.engine INFO: Eval iter: 400 [04/10 14:12:11] ppdet.engine INFO: Eval iter: 500 [04/10 14:12:38] ppdet.engine INFO: Eval iter: 600 [04/10 14:13:07] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/10 14:13:08] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.39s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=106.96s). Accumulating evaluation results... DONE (t=27.29s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.717 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.345 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.576 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 [04/10 14:15:46] ppdet.engine INFO: Total sample number: 5000, average FPS: 31.673419860556315 [04/10 14:15:46] ppdet.engine INFO: Best test bbox ap is 0.529. [04/10 14:15:48] ppdet.engine INFO: Epoch: [61] [ 0/7329] learning_rate: 0.000100 loss_class: 0.499794 loss_bbox: 0.112738 loss_giou: 0.358871 loss_class_aux: 3.194221 loss_bbox_aux: 0.783560 loss_giou_aux: 2.240120 loss_class_dn: 0.290324 loss_bbox_dn: 0.115922 loss_giou_dn: 0.317261 loss_class_aux_dn: 1.525366 loss_bbox_aux_dn: 0.719815 loss_giou_aux_dn: 1.770618 loss: 12.110779 eta: 1 day, 0:20:44 batch_cost: 0.4867 data_cost: 0.0013 ips: 8.2192 images/s [04/10 14:16:46] ppdet.engine INFO: Epoch: [61] [ 100/7329] learning_rate: 0.000100 loss_class: 0.522425 loss_bbox: 0.126695 loss_giou: 0.389915 loss_class_aux: 3.500422 loss_bbox_aux: 0.859849 loss_giou_aux: 2.412682 loss_class_dn: 0.325961 loss_bbox_dn: 0.136400 loss_giou_dn: 0.353944 loss_class_aux_dn: 1.778154 loss_bbox_aux_dn: 0.833969 loss_giou_aux_dn: 1.952125 loss: 13.656780 eta: 1 day, 0:19:52 batch_cost: 0.5216 data_cost: 0.0013 ips: 7.6684 images/s [04/10 14:17:40] ppdet.engine INFO: Epoch: [61] [ 200/7329] learning_rate: 0.000100 loss_class: 0.589405 loss_bbox: 0.132305 loss_giou: 0.429103 loss_class_aux: 3.756124 loss_bbox_aux: 0.882482 loss_giou_aux: 2.809022 loss_class_dn: 0.346183 loss_bbox_dn: 0.128871 loss_giou_dn: 0.392005 loss_class_aux_dn: 1.840149 loss_bbox_aux_dn: 0.776795 loss_giou_aux_dn: 2.142767 loss: 14.941483 eta: 1 day, 0:18:59 batch_cost: 0.4818 data_cost: 0.0013 ips: 8.3026 images/s [04/10 14:18:38] ppdet.engine INFO: Epoch: [61] [ 300/7329] learning_rate: 0.000100 loss_class: 0.578260 loss_bbox: 0.150567 loss_giou: 0.438959 loss_class_aux: 3.881879 loss_bbox_aux: 0.991992 loss_giou_aux: 2.764081 loss_class_dn: 0.347178 loss_bbox_dn: 0.145983 loss_giou_dn: 0.380294 loss_class_aux_dn: 1.843796 loss_bbox_aux_dn: 0.850586 loss_giou_aux_dn: 2.118242 loss: 15.097813 eta: 1 day, 0:18:07 batch_cost: 0.5244 data_cost: 0.0013 ips: 7.6273 images/s [04/10 14:19:33] ppdet.engine INFO: Epoch: [61] [ 400/7329] learning_rate: 0.000100 loss_class: 0.570056 loss_bbox: 0.126028 loss_giou: 0.399402 loss_class_aux: 3.665894 loss_bbox_aux: 0.861267 loss_giou_aux: 2.526968 loss_class_dn: 0.311361 loss_bbox_dn: 0.130304 loss_giou_dn: 0.347496 loss_class_aux_dn: 1.701747 loss_bbox_aux_dn: 0.766040 loss_giou_aux_dn: 1.861740 loss: 12.994154 eta: 1 day, 0:17:14 batch_cost: 0.4861 data_cost: 0.0012 ips: 8.2280 images/s [04/10 14:20:27] ppdet.engine INFO: Epoch: [61] [ 500/7329] learning_rate: 0.000100 loss_class: 0.537811 loss_bbox: 0.137946 loss_giou: 0.339152 loss_class_aux: 3.522425 loss_bbox_aux: 0.897286 loss_giou_aux: 2.152110 loss_class_dn: 0.310420 loss_bbox_dn: 0.130573 loss_giou_dn: 0.323039 loss_class_aux_dn: 1.675767 loss_bbox_aux_dn: 0.782458 loss_giou_aux_dn: 1.823215 loss: 13.118423 eta: 1 day, 0:16:20 batch_cost: 0.4797 data_cost: 0.0012 ips: 8.3379 images/s [04/10 14:21:20] ppdet.engine INFO: Epoch: [61] [ 600/7329] learning_rate: 0.000100 loss_class: 0.502469 loss_bbox: 0.124947 loss_giou: 0.370789 loss_class_aux: 3.241275 loss_bbox_aux: 0.825309 loss_giou_aux: 2.459319 loss_class_dn: 0.320750 loss_bbox_dn: 0.126014 loss_giou_dn: 0.357011 loss_class_aux_dn: 1.753858 loss_bbox_aux_dn: 0.745139 loss_giou_aux_dn: 2.058535 loss: 13.430389 eta: 1 day, 0:15:27 batch_cost: 0.4720 data_cost: 0.0013 ips: 8.4741 images/s [04/10 14:22:14] ppdet.engine INFO: Epoch: [61] [ 700/7329] learning_rate: 0.000100 loss_class: 0.541632 loss_bbox: 0.124421 loss_giou: 0.373382 loss_class_aux: 3.368371 loss_bbox_aux: 0.807157 loss_giou_aux: 2.408864 loss_class_dn: 0.329834 loss_bbox_dn: 0.126564 loss_giou_dn: 0.367926 loss_class_aux_dn: 1.750416 loss_bbox_aux_dn: 0.733534 loss_giou_aux_dn: 2.066998 loss: 13.555510 eta: 1 day, 0:14:33 batch_cost: 0.4856 data_cost: 0.0012 ips: 8.2378 images/s [04/10 14:23:13] ppdet.engine INFO: Epoch: [61] [ 800/7329] learning_rate: 0.000100 loss_class: 0.514564 loss_bbox: 0.128748 loss_giou: 0.316249 loss_class_aux: 3.325175 loss_bbox_aux: 0.858601 loss_giou_aux: 1.994542 loss_class_dn: 0.274062 loss_bbox_dn: 0.126203 loss_giou_dn: 0.283921 loss_class_aux_dn: 1.473023 loss_bbox_aux_dn: 0.763687 loss_giou_aux_dn: 1.649405 loss: 12.467360 eta: 1 day, 0:13:42 batch_cost: 0.5277 data_cost: 0.0012 ips: 7.5808 images/s [04/10 14:24:05] ppdet.engine INFO: Epoch: [61] [ 900/7329] learning_rate: 0.000100 loss_class: 0.586559 loss_bbox: 0.141330 loss_giou: 0.395883 loss_class_aux: 3.731290 loss_bbox_aux: 0.920386 loss_giou_aux: 2.673014 loss_class_dn: 0.331542 loss_bbox_dn: 0.141109 loss_giou_dn: 0.365950 loss_class_aux_dn: 1.799043 loss_bbox_aux_dn: 0.845332 loss_giou_aux_dn: 2.059644 loss: 14.722835 eta: 1 day, 0:12:48 batch_cost: 0.4662 data_cost: 0.0012 ips: 8.5793 images/s [04/10 14:25:02] ppdet.engine INFO: Epoch: [61] [1000/7329] learning_rate: 0.000100 loss_class: 0.485008 loss_bbox: 0.144997 loss_giou: 0.314953 loss_class_aux: 3.093719 loss_bbox_aux: 0.934950 loss_giou_aux: 2.083494 loss_class_dn: 0.279710 loss_bbox_dn: 0.152366 loss_giou_dn: 0.309119 loss_class_aux_dn: 1.479861 loss_bbox_aux_dn: 0.856452 loss_giou_aux_dn: 1.699015 loss: 12.241463 eta: 1 day, 0:11:55 batch_cost: 0.5038 data_cost: 0.0012 ips: 7.9396 images/s [04/10 14:26:00] ppdet.engine INFO: Epoch: [61] [1100/7329] learning_rate: 0.000100 loss_class: 0.520923 loss_bbox: 0.120280 loss_giou: 0.367580 loss_class_aux: 3.311895 loss_bbox_aux: 0.826690 loss_giou_aux: 2.406523 loss_class_dn: 0.324947 loss_bbox_dn: 0.127603 loss_giou_dn: 0.344273 loss_class_aux_dn: 1.739299 loss_bbox_aux_dn: 0.772280 loss_giou_aux_dn: 2.001739 loss: 14.464630 eta: 1 day, 0:11:03 batch_cost: 0.5272 data_cost: 0.0012 ips: 7.5875 images/s [04/10 14:27:01] ppdet.engine INFO: Epoch: [61] [1200/7329] learning_rate: 0.000100 loss_class: 0.498265 loss_bbox: 0.123703 loss_giou: 0.328599 loss_class_aux: 3.097184 loss_bbox_aux: 0.822993 loss_giou_aux: 2.179089 loss_class_dn: 0.306483 loss_bbox_dn: 0.121556 loss_giou_dn: 0.319568 loss_class_aux_dn: 1.625847 loss_bbox_aux_dn: 0.696282 loss_giou_aux_dn: 1.837375 loss: 13.112506 eta: 1 day, 0:10:12 batch_cost: 0.5441 data_cost: 0.0014 ips: 7.3516 images/s [04/10 14:27:55] ppdet.engine INFO: Epoch: [61] [1300/7329] learning_rate: 0.000100 loss_class: 0.525026 loss_bbox: 0.138045 loss_giou: 0.409581 loss_class_aux: 3.292746 loss_bbox_aux: 0.905904 loss_giou_aux: 2.594697 loss_class_dn: 0.324018 loss_bbox_dn: 0.138265 loss_giou_dn: 0.369490 loss_class_aux_dn: 1.721441 loss_bbox_aux_dn: 0.814916 loss_giou_aux_dn: 2.119628 loss: 14.226709 eta: 1 day, 0:09:19 batch_cost: 0.4749 data_cost: 0.0014 ips: 8.4237 images/s [04/10 14:28:51] ppdet.engine INFO: Epoch: [61] [1400/7329] learning_rate: 0.000100 loss_class: 0.519943 loss_bbox: 0.129076 loss_giou: 0.306174 loss_class_aux: 3.408737 loss_bbox_aux: 0.835849 loss_giou_aux: 1.953914 loss_class_dn: 0.291120 loss_bbox_dn: 0.141918 loss_giou_dn: 0.293908 loss_class_aux_dn: 1.556222 loss_bbox_aux_dn: 0.822394 loss_giou_aux_dn: 1.664616 loss: 12.657180 eta: 1 day, 0:08:26 batch_cost: 0.5011 data_cost: 0.0017 ips: 7.9823 images/s [04/10 14:29:46] ppdet.engine INFO: Epoch: [61] [1500/7329] learning_rate: 0.000100 loss_class: 0.624197 loss_bbox: 0.132375 loss_giou: 0.453601 loss_class_aux: 3.866685 loss_bbox_aux: 0.894370 loss_giou_aux: 2.839902 loss_class_dn: 0.364755 loss_bbox_dn: 0.128374 loss_giou_dn: 0.408272 loss_class_aux_dn: 1.928112 loss_bbox_aux_dn: 0.777769 loss_giou_aux_dn: 2.278132 loss: 15.760504 eta: 1 day, 0:07:33 batch_cost: 0.4890 data_cost: 0.0015 ips: 8.1800 images/s [04/10 14:30:43] ppdet.engine INFO: Epoch: [61] [1600/7329] learning_rate: 0.000100 loss_class: 0.606933 loss_bbox: 0.147151 loss_giou: 0.382528 loss_class_aux: 3.786544 loss_bbox_aux: 0.938516 loss_giou_aux: 2.405329 loss_class_dn: 0.335126 loss_bbox_dn: 0.138527 loss_giou_dn: 0.356064 loss_class_aux_dn: 1.833591 loss_bbox_aux_dn: 0.858816 loss_giou_aux_dn: 2.069995 loss: 14.061283 eta: 1 day, 0:06:40 batch_cost: 0.5064 data_cost: 0.0013 ips: 7.8984 images/s [04/10 14:31:44] ppdet.engine INFO: Epoch: [61] [1700/7329] learning_rate: 0.000100 loss_class: 0.525177 loss_bbox: 0.125840 loss_giou: 0.381507 loss_class_aux: 3.305697 loss_bbox_aux: 0.841173 loss_giou_aux: 2.397315 loss_class_dn: 0.301758 loss_bbox_dn: 0.137107 loss_giou_dn: 0.355740 loss_class_aux_dn: 1.668288 loss_bbox_aux_dn: 0.760483 loss_giou_aux_dn: 2.027948 loss: 13.353872 eta: 1 day, 0:05:50 batch_cost: 0.5586 data_cost: 0.0012 ips: 7.1609 images/s [04/10 14:32:41] ppdet.engine INFO: Epoch: [61] [1800/7329] learning_rate: 0.000100 loss_class: 0.579994 loss_bbox: 0.128081 loss_giou: 0.364731 loss_class_aux: 3.476028 loss_bbox_aux: 0.859413 loss_giou_aux: 2.319863 loss_class_dn: 0.339586 loss_bbox_dn: 0.133460 loss_giou_dn: 0.350873 loss_class_aux_dn: 1.807926 loss_bbox_aux_dn: 0.808253 loss_giou_aux_dn: 2.063636 loss: 14.589408 eta: 1 day, 0:04:57 batch_cost: 0.5046 data_cost: 0.0012 ips: 7.9277 images/s [04/10 14:33:38] ppdet.engine INFO: Epoch: [61] [1900/7329] learning_rate: 0.000100 loss_class: 0.549613 loss_bbox: 0.128309 loss_giou: 0.369745 loss_class_aux: 3.632424 loss_bbox_aux: 0.856210 loss_giou_aux: 2.304886 loss_class_dn: 0.333336 loss_bbox_dn: 0.143547 loss_giou_dn: 0.367689 loss_class_aux_dn: 1.849584 loss_bbox_aux_dn: 0.840783 loss_giou_aux_dn: 2.051239 loss: 14.085075 eta: 1 day, 0:04:05 batch_cost: 0.5102 data_cost: 0.0015 ips: 7.8395 images/s [04/10 14:34:36] ppdet.engine INFO: Epoch: [61] [2000/7329] learning_rate: 0.000100 loss_class: 0.516087 loss_bbox: 0.132522 loss_giou: 0.402089 loss_class_aux: 3.257384 loss_bbox_aux: 0.842786 loss_giou_aux: 2.566816 loss_class_dn: 0.318031 loss_bbox_dn: 0.120365 loss_giou_dn: 0.370695 loss_class_aux_dn: 1.708188 loss_bbox_aux_dn: 0.758805 loss_giou_aux_dn: 2.029696 loss: 13.798730 eta: 1 day, 0:03:13 batch_cost: 0.5163 data_cost: 0.0012 ips: 7.7475 images/s [04/10 14:35:32] ppdet.engine INFO: Epoch: [61] [2100/7329] learning_rate: 0.000100 loss_class: 0.570551 loss_bbox: 0.131506 loss_giou: 0.392737 loss_class_aux: 3.630088 loss_bbox_aux: 0.824077 loss_giou_aux: 2.460314 loss_class_dn: 0.315763 loss_bbox_dn: 0.122214 loss_giou_dn: 0.358137 loss_class_aux_dn: 1.710484 loss_bbox_aux_dn: 0.747999 loss_giou_aux_dn: 1.997198 loss: 13.732215 eta: 1 day, 0:02:20 batch_cost: 0.4999 data_cost: 0.0014 ips: 8.0009 images/s [04/10 14:36:25] ppdet.engine INFO: Epoch: [61] [2200/7329] learning_rate: 0.000100 loss_class: 0.505498 loss_bbox: 0.136210 loss_giou: 0.378413 loss_class_aux: 3.229639 loss_bbox_aux: 0.866516 loss_giou_aux: 2.354038 loss_class_dn: 0.305406 loss_bbox_dn: 0.141929 loss_giou_dn: 0.328652 loss_class_aux_dn: 1.648310 loss_bbox_aux_dn: 0.842108 loss_giou_aux_dn: 1.780304 loss: 12.397318 eta: 1 day, 0:01:26 batch_cost: 0.4716 data_cost: 0.0012 ips: 8.4821 images/s [04/10 14:37:18] ppdet.engine INFO: Epoch: [61] [2300/7329] learning_rate: 0.000100 loss_class: 0.587706 loss_bbox: 0.154295 loss_giou: 0.401538 loss_class_aux: 3.729655 loss_bbox_aux: 0.993279 loss_giou_aux: 2.459229 loss_class_dn: 0.326430 loss_bbox_dn: 0.149699 loss_giou_dn: 0.345516 loss_class_aux_dn: 1.815221 loss_bbox_aux_dn: 0.885981 loss_giou_aux_dn: 2.021738 loss: 14.224976 eta: 1 day, 0:00:33 batch_cost: 0.4788 data_cost: 0.0012 ips: 8.3551 images/s [04/10 14:38:11] ppdet.engine INFO: Epoch: [61] [2400/7329] learning_rate: 0.000100 loss_class: 0.540075 loss_bbox: 0.137425 loss_giou: 0.379618 loss_class_aux: 3.613900 loss_bbox_aux: 0.950958 loss_giou_aux: 2.453689 loss_class_dn: 0.317775 loss_bbox_dn: 0.148550 loss_giou_dn: 0.330072 loss_class_aux_dn: 1.729624 loss_bbox_aux_dn: 0.825713 loss_giou_aux_dn: 1.848947 loss: 13.485630 eta: 23:59:39 batch_cost: 0.4677 data_cost: 0.0011 ips: 8.5527 images/s [04/10 14:39:05] ppdet.engine INFO: Epoch: [61] [2500/7329] learning_rate: 0.000100 loss_class: 0.648919 loss_bbox: 0.130069 loss_giou: 0.422738 loss_class_aux: 4.046471 loss_bbox_aux: 0.831987 loss_giou_aux: 2.625045 loss_class_dn: 0.351073 loss_bbox_dn: 0.127278 loss_giou_dn: 0.380194 loss_class_aux_dn: 1.892541 loss_bbox_aux_dn: 0.775952 loss_giou_aux_dn: 2.251767 loss: 14.747152 eta: 23:58:45 batch_cost: 0.4778 data_cost: 0.0013 ips: 8.3725 images/s [04/10 14:39:58] ppdet.engine INFO: Epoch: [61] [2600/7329] learning_rate: 0.000100 loss_class: 0.545272 loss_bbox: 0.127584 loss_giou: 0.373809 loss_class_aux: 3.556020 loss_bbox_aux: 0.835781 loss_giou_aux: 2.388629 loss_class_dn: 0.319679 loss_bbox_dn: 0.129392 loss_giou_dn: 0.368093 loss_class_aux_dn: 1.716327 loss_bbox_aux_dn: 0.785873 loss_giou_aux_dn: 2.054278 loss: 13.975554 eta: 23:57:52 batch_cost: 0.4767 data_cost: 0.0012 ips: 8.3903 images/s [04/10 14:40:54] ppdet.engine INFO: Epoch: [61] [2700/7329] learning_rate: 0.000100 loss_class: 0.542301 loss_bbox: 0.142531 loss_giou: 0.366433 loss_class_aux: 3.458957 loss_bbox_aux: 0.905354 loss_giou_aux: 2.338305 loss_class_dn: 0.333242 loss_bbox_dn: 0.136747 loss_giou_dn: 0.346408 loss_class_aux_dn: 1.790192 loss_bbox_aux_dn: 0.823153 loss_giou_aux_dn: 1.975381 loss: 14.429316 eta: 23:56:59 batch_cost: 0.4975 data_cost: 0.0013 ips: 8.0395 images/s [04/10 14:41:49] ppdet.engine INFO: Epoch: [61] [2800/7329] learning_rate: 0.000100 loss_class: 0.560740 loss_bbox: 0.135179 loss_giou: 0.384466 loss_class_aux: 3.644615 loss_bbox_aux: 0.907349 loss_giou_aux: 2.396743 loss_class_dn: 0.340636 loss_bbox_dn: 0.144421 loss_giou_dn: 0.323877 loss_class_aux_dn: 1.831359 loss_bbox_aux_dn: 0.847939 loss_giou_aux_dn: 1.873218 loss: 13.984748 eta: 23:56:06 batch_cost: 0.4910 data_cost: 0.0012 ips: 8.1461 images/s [04/10 14:42:43] ppdet.engine INFO: Epoch: [61] [2900/7329] learning_rate: 0.000100 loss_class: 0.581774 loss_bbox: 0.131803 loss_giou: 0.355597 loss_class_aux: 3.691621 loss_bbox_aux: 0.856794 loss_giou_aux: 2.282579 loss_class_dn: 0.326670 loss_bbox_dn: 0.131557 loss_giou_dn: 0.342067 loss_class_aux_dn: 1.753688 loss_bbox_aux_dn: 0.786118 loss_giou_aux_dn: 1.969418 loss: 13.428340 eta: 23:55:12 batch_cost: 0.4822 data_cost: 0.0012 ips: 8.2959 images/s [04/10 14:43:36] ppdet.engine INFO: Epoch: [61] [3000/7329] learning_rate: 0.000100 loss_class: 0.562039 loss_bbox: 0.140634 loss_giou: 0.394179 loss_class_aux: 3.513491 loss_bbox_aux: 0.849780 loss_giou_aux: 2.480834 loss_class_dn: 0.306984 loss_bbox_dn: 0.141394 loss_giou_dn: 0.353814 loss_class_aux_dn: 1.671409 loss_bbox_aux_dn: 0.821758 loss_giou_aux_dn: 2.016429 loss: 12.881058 eta: 23:54:19 batch_cost: 0.4685 data_cost: 0.0013 ips: 8.5380 images/s [04/10 14:44:31] ppdet.engine INFO: Epoch: [61] [3100/7329] learning_rate: 0.000100 loss_class: 0.591101 loss_bbox: 0.151046 loss_giou: 0.396831 loss_class_aux: 3.738554 loss_bbox_aux: 0.947669 loss_giou_aux: 2.436327 loss_class_dn: 0.339143 loss_bbox_dn: 0.147167 loss_giou_dn: 0.353780 loss_class_aux_dn: 1.807901 loss_bbox_aux_dn: 0.876515 loss_giou_aux_dn: 1.962150 loss: 14.324818 eta: 23:53:26 batch_cost: 0.4947 data_cost: 0.0014 ips: 8.0860 images/s [04/10 14:45:27] ppdet.engine INFO: Epoch: [61] [3200/7329] learning_rate: 0.000100 loss_class: 0.566586 loss_bbox: 0.130980 loss_giou: 0.383090 loss_class_aux: 3.662469 loss_bbox_aux: 0.902118 loss_giou_aux: 2.394282 loss_class_dn: 0.319993 loss_bbox_dn: 0.144004 loss_giou_dn: 0.326051 loss_class_aux_dn: 1.768708 loss_bbox_aux_dn: 0.878182 loss_giou_aux_dn: 1.819586 loss: 13.682604 eta: 23:52:33 batch_cost: 0.4961 data_cost: 0.0014 ips: 8.0631 images/s [04/10 14:46:21] ppdet.engine INFO: Epoch: [61] [3300/7329] learning_rate: 0.000100 loss_class: 0.659336 loss_bbox: 0.144500 loss_giou: 0.406626 loss_class_aux: 4.229995 loss_bbox_aux: 0.936399 loss_giou_aux: 2.586974 loss_class_dn: 0.381534 loss_bbox_dn: 0.129516 loss_giou_dn: 0.396468 loss_class_aux_dn: 2.051368 loss_bbox_aux_dn: 0.785606 loss_giou_aux_dn: 2.203607 loss: 15.719094 eta: 23:51:40 batch_cost: 0.4888 data_cost: 0.0012 ips: 8.1841 images/s [04/10 14:47:21] ppdet.engine INFO: Epoch: [61] [3400/7329] learning_rate: 0.000100 loss_class: 0.567931 loss_bbox: 0.130934 loss_giou: 0.363849 loss_class_aux: 3.586959 loss_bbox_aux: 0.901828 loss_giou_aux: 2.341887 loss_class_dn: 0.308153 loss_bbox_dn: 0.134767 loss_giou_dn: 0.327956 loss_class_aux_dn: 1.661098 loss_bbox_aux_dn: 0.818511 loss_giou_aux_dn: 1.840986 loss: 13.652692 eta: 23:50:48 batch_cost: 0.5344 data_cost: 0.0012 ips: 7.4848 images/s [04/10 14:48:21] ppdet.engine INFO: Epoch: [61] [3500/7329] learning_rate: 0.000100 loss_class: 0.543914 loss_bbox: 0.137615 loss_giou: 0.359751 loss_class_aux: 3.439528 loss_bbox_aux: 0.895459 loss_giou_aux: 2.281958 loss_class_dn: 0.311899 loss_bbox_dn: 0.142204 loss_giou_dn: 0.309834 loss_class_aux_dn: 1.663282 loss_bbox_aux_dn: 0.858408 loss_giou_aux_dn: 1.742499 loss: 13.043755 eta: 23:49:57 batch_cost: 0.5472 data_cost: 0.0013 ips: 7.3097 images/s [04/10 14:49:15] ppdet.engine INFO: Epoch: [61] [3600/7329] learning_rate: 0.000100 loss_class: 0.605153 loss_bbox: 0.135604 loss_giou: 0.438181 loss_class_aux: 3.900550 loss_bbox_aux: 0.894035 loss_giou_aux: 2.713214 loss_class_dn: 0.348059 loss_bbox_dn: 0.131898 loss_giou_dn: 0.381686 loss_class_aux_dn: 1.826602 loss_bbox_aux_dn: 0.765000 loss_giou_aux_dn: 2.151214 loss: 14.374817 eta: 23:49:04 batch_cost: 0.4818 data_cost: 0.0012 ips: 8.3016 images/s [04/10 14:50:11] ppdet.engine INFO: Epoch: [61] [3700/7329] learning_rate: 0.000100 loss_class: 0.555135 loss_bbox: 0.151588 loss_giou: 0.373492 loss_class_aux: 3.475283 loss_bbox_aux: 0.972666 loss_giou_aux: 2.372399 loss_class_dn: 0.304822 loss_bbox_dn: 0.154246 loss_giou_dn: 0.357085 loss_class_aux_dn: 1.635062 loss_bbox_aux_dn: 0.895835 loss_giou_aux_dn: 1.976926 loss: 13.157055 eta: 23:48:11 batch_cost: 0.4919 data_cost: 0.0012 ips: 8.1311 images/s [04/10 14:51:13] ppdet.engine INFO: Epoch: [61] [3800/7329] learning_rate: 0.000100 loss_class: 0.660122 loss_bbox: 0.137460 loss_giou: 0.450392 loss_class_aux: 4.066604 loss_bbox_aux: 0.892122 loss_giou_aux: 2.813960 loss_class_dn: 0.362780 loss_bbox_dn: 0.143669 loss_giou_dn: 0.415467 loss_class_aux_dn: 1.948769 loss_bbox_aux_dn: 0.858945 loss_giou_aux_dn: 2.293664 loss: 14.944105 eta: 23:47:21 batch_cost: 0.5635 data_cost: 0.0013 ips: 7.0987 images/s [04/10 14:52:10] ppdet.engine INFO: Epoch: [61] [3900/7329] learning_rate: 0.000100 loss_class: 0.499578 loss_bbox: 0.128003 loss_giou: 0.322506 loss_class_aux: 3.340337 loss_bbox_aux: 0.824577 loss_giou_aux: 2.071603 loss_class_dn: 0.305176 loss_bbox_dn: 0.137752 loss_giou_dn: 0.314815 loss_class_aux_dn: 1.627334 loss_bbox_aux_dn: 0.829720 loss_giou_aux_dn: 1.775538 loss: 12.341541 eta: 23:46:28 batch_cost: 0.5009 data_cost: 0.0015 ips: 7.9851 images/s [04/10 14:53:05] ppdet.engine INFO: Epoch: [61] [4000/7329] learning_rate: 0.000100 loss_class: 0.523157 loss_bbox: 0.131426 loss_giou: 0.344018 loss_class_aux: 3.289122 loss_bbox_aux: 0.849358 loss_giou_aux: 2.267433 loss_class_dn: 0.302079 loss_bbox_dn: 0.127837 loss_giou_dn: 0.313186 loss_class_aux_dn: 1.596467 loss_bbox_aux_dn: 0.770578 loss_giou_aux_dn: 1.764729 loss: 12.505836 eta: 23:45:35 batch_cost: 0.4910 data_cost: 0.0012 ips: 8.1473 images/s [04/10 14:54:04] ppdet.engine INFO: Epoch: [61] [4100/7329] learning_rate: 0.000100 loss_class: 0.555759 loss_bbox: 0.136498 loss_giou: 0.382083 loss_class_aux: 3.447415 loss_bbox_aux: 0.905099 loss_giou_aux: 2.382510 loss_class_dn: 0.316996 loss_bbox_dn: 0.128513 loss_giou_dn: 0.348699 loss_class_aux_dn: 1.732087 loss_bbox_aux_dn: 0.752825 loss_giou_aux_dn: 1.963963 loss: 13.323435 eta: 23:44:43 batch_cost: 0.5304 data_cost: 0.0013 ips: 7.5418 images/s [04/10 14:55:05] ppdet.engine INFO: Epoch: [61] [4200/7329] learning_rate: 0.000100 loss_class: 0.534061 loss_bbox: 0.136136 loss_giou: 0.326233 loss_class_aux: 3.485209 loss_bbox_aux: 0.886073 loss_giou_aux: 2.159501 loss_class_dn: 0.328136 loss_bbox_dn: 0.140052 loss_giou_dn: 0.313199 loss_class_aux_dn: 1.724875 loss_bbox_aux_dn: 0.857289 loss_giou_aux_dn: 1.781351 loss: 13.608876 eta: 23:43:53 batch_cost: 0.5559 data_cost: 0.0013 ips: 7.1956 images/s [04/10 14:56:04] ppdet.engine INFO: Epoch: [61] [4300/7329] learning_rate: 0.000100 loss_class: 0.542415 loss_bbox: 0.130552 loss_giou: 0.353589 loss_class_aux: 3.457427 loss_bbox_aux: 0.864003 loss_giou_aux: 2.256565 loss_class_dn: 0.326728 loss_bbox_dn: 0.141101 loss_giou_dn: 0.328917 loss_class_aux_dn: 1.809673 loss_bbox_aux_dn: 0.844947 loss_giou_aux_dn: 1.892066 loss: 12.751013 eta: 23:43:01 batch_cost: 0.5291 data_cost: 0.0013 ips: 7.5593 images/s [04/10 14:56:58] ppdet.engine INFO: Epoch: [61] [4400/7329] learning_rate: 0.000100 loss_class: 0.525854 loss_bbox: 0.124703 loss_giou: 0.411484 loss_class_aux: 3.558692 loss_bbox_aux: 0.786182 loss_giou_aux: 2.628536 loss_class_dn: 0.321257 loss_bbox_dn: 0.118275 loss_giou_dn: 0.361721 loss_class_aux_dn: 1.725355 loss_bbox_aux_dn: 0.711143 loss_giou_aux_dn: 2.055622 loss: 13.068756 eta: 23:42:07 batch_cost: 0.4785 data_cost: 0.0012 ips: 8.3590 images/s [04/10 14:57:55] ppdet.engine INFO: Epoch: [61] [4500/7329] learning_rate: 0.000100 loss_class: 0.612452 loss_bbox: 0.142023 loss_giou: 0.401602 loss_class_aux: 3.880651 loss_bbox_aux: 0.949661 loss_giou_aux: 2.469737 loss_class_dn: 0.338871 loss_bbox_dn: 0.134617 loss_giou_dn: 0.360808 loss_class_aux_dn: 1.803904 loss_bbox_aux_dn: 0.832943 loss_giou_aux_dn: 2.053537 loss: 14.760180 eta: 23:41:15 batch_cost: 0.5113 data_cost: 0.0012 ips: 7.8235 images/s [04/10 14:58:53] ppdet.engine INFO: Epoch: [61] [4600/7329] learning_rate: 0.000100 loss_class: 0.575458 loss_bbox: 0.130554 loss_giou: 0.382872 loss_class_aux: 3.646494 loss_bbox_aux: 0.892519 loss_giou_aux: 2.410827 loss_class_dn: 0.350527 loss_bbox_dn: 0.130757 loss_giou_dn: 0.340585 loss_class_aux_dn: 1.887846 loss_bbox_aux_dn: 0.808478 loss_giou_aux_dn: 1.915335 loss: 14.098539 eta: 23:40:23 batch_cost: 0.5204 data_cost: 0.0012 ips: 7.6861 images/s [04/10 14:59:47] ppdet.engine INFO: Epoch: [61] [4700/7329] learning_rate: 0.000100 loss_class: 0.489219 loss_bbox: 0.127610 loss_giou: 0.342699 loss_class_aux: 3.173576 loss_bbox_aux: 0.826519 loss_giou_aux: 2.189975 loss_class_dn: 0.291235 loss_bbox_dn: 0.122024 loss_giou_dn: 0.306135 loss_class_aux_dn: 1.574161 loss_bbox_aux_dn: 0.784344 loss_giou_aux_dn: 1.721576 loss: 12.446362 eta: 23:39:30 batch_cost: 0.4796 data_cost: 0.0012 ips: 8.3410 images/s [04/10 15:00:40] ppdet.engine INFO: Epoch: [61] [4800/7329] learning_rate: 0.000100 loss_class: 0.601397 loss_bbox: 0.149775 loss_giou: 0.383566 loss_class_aux: 3.871664 loss_bbox_aux: 0.943653 loss_giou_aux: 2.527946 loss_class_dn: 0.360292 loss_bbox_dn: 0.137966 loss_giou_dn: 0.382915 loss_class_aux_dn: 1.954119 loss_bbox_aux_dn: 0.848894 loss_giou_aux_dn: 2.158056 loss: 15.682371 eta: 23:38:36 batch_cost: 0.4699 data_cost: 0.0012 ips: 8.5128 images/s [04/10 15:01:36] ppdet.engine INFO: Epoch: [61] [4900/7329] learning_rate: 0.000100 loss_class: 0.553934 loss_bbox: 0.123140 loss_giou: 0.442239 loss_class_aux: 3.672641 loss_bbox_aux: 0.841508 loss_giou_aux: 2.816289 loss_class_dn: 0.320359 loss_bbox_dn: 0.130142 loss_giou_dn: 0.388801 loss_class_aux_dn: 1.763443 loss_bbox_aux_dn: 0.787096 loss_giou_aux_dn: 2.134638 loss: 14.402407 eta: 23:37:43 batch_cost: 0.5010 data_cost: 0.0013 ips: 7.9847 images/s [04/10 15:02:29] ppdet.engine INFO: Epoch: [61] [5000/7329] learning_rate: 0.000100 loss_class: 0.553815 loss_bbox: 0.139830 loss_giou: 0.369666 loss_class_aux: 3.405185 loss_bbox_aux: 0.895183 loss_giou_aux: 2.276458 loss_class_dn: 0.326759 loss_bbox_dn: 0.141883 loss_giou_dn: 0.345383 loss_class_aux_dn: 1.758722 loss_bbox_aux_dn: 0.833859 loss_giou_aux_dn: 1.963510 loss: 13.516665 eta: 23:36:50 batch_cost: 0.4687 data_cost: 0.0012 ips: 8.5336 images/s [04/10 15:03:23] ppdet.engine INFO: Epoch: [61] [5100/7329] learning_rate: 0.000100 loss_class: 0.543511 loss_bbox: 0.132927 loss_giou: 0.330559 loss_class_aux: 3.398626 loss_bbox_aux: 0.864119 loss_giou_aux: 2.157815 loss_class_dn: 0.294343 loss_bbox_dn: 0.143217 loss_giou_dn: 0.303505 loss_class_aux_dn: 1.637709 loss_bbox_aux_dn: 0.855699 loss_giou_aux_dn: 1.789050 loss: 13.847284 eta: 23:35:56 batch_cost: 0.4805 data_cost: 0.0013 ips: 8.3246 images/s [04/10 15:04:20] ppdet.engine INFO: Epoch: [61] [5200/7329] learning_rate: 0.000100 loss_class: 0.543127 loss_bbox: 0.120241 loss_giou: 0.362938 loss_class_aux: 3.456491 loss_bbox_aux: 0.815577 loss_giou_aux: 2.303706 loss_class_dn: 0.320710 loss_bbox_dn: 0.131149 loss_giou_dn: 0.336479 loss_class_aux_dn: 1.740240 loss_bbox_aux_dn: 0.806093 loss_giou_aux_dn: 1.930657 loss: 13.572237 eta: 23:35:04 batch_cost: 0.5118 data_cost: 0.0013 ips: 7.8159 images/s [04/10 15:05:13] ppdet.engine INFO: Epoch: [61] [5300/7329] learning_rate: 0.000100 loss_class: 0.524188 loss_bbox: 0.139899 loss_giou: 0.371348 loss_class_aux: 3.400650 loss_bbox_aux: 0.975852 loss_giou_aux: 2.398620 loss_class_dn: 0.331584 loss_bbox_dn: 0.154010 loss_giou_dn: 0.324761 loss_class_aux_dn: 1.787345 loss_bbox_aux_dn: 0.938986 loss_giou_aux_dn: 1.883514 loss: 13.392546 eta: 23:34:10 batch_cost: 0.4756 data_cost: 0.0013 ips: 8.4105 images/s [04/10 15:06:09] ppdet.engine INFO: Epoch: [61] [5400/7329] learning_rate: 0.000100 loss_class: 0.577227 loss_bbox: 0.119776 loss_giou: 0.390636 loss_class_aux: 3.622715 loss_bbox_aux: 0.799928 loss_giou_aux: 2.525069 loss_class_dn: 0.306832 loss_bbox_dn: 0.132444 loss_giou_dn: 0.358632 loss_class_aux_dn: 1.682457 loss_bbox_aux_dn: 0.758606 loss_giou_aux_dn: 2.021876 loss: 13.635953 eta: 23:33:17 batch_cost: 0.4895 data_cost: 0.0014 ips: 8.1722 images/s [04/10 15:07:03] ppdet.engine INFO: Epoch: [61] [5500/7329] learning_rate: 0.000100 loss_class: 0.542275 loss_bbox: 0.123168 loss_giou: 0.386783 loss_class_aux: 3.463984 loss_bbox_aux: 0.831708 loss_giou_aux: 2.432188 loss_class_dn: 0.314653 loss_bbox_dn: 0.117661 loss_giou_dn: 0.330065 loss_class_aux_dn: 1.723589 loss_bbox_aux_dn: 0.720165 loss_giou_aux_dn: 1.867887 loss: 14.212902 eta: 23:32:24 batch_cost: 0.4869 data_cost: 0.0014 ips: 8.2151 images/s [04/10 15:08:01] ppdet.engine INFO: Epoch: [61] [5600/7329] learning_rate: 0.000100 loss_class: 0.561104 loss_bbox: 0.144199 loss_giou: 0.343927 loss_class_aux: 3.541017 loss_bbox_aux: 0.977819 loss_giou_aux: 2.155806 loss_class_dn: 0.320435 loss_bbox_dn: 0.145543 loss_giou_dn: 0.325885 loss_class_aux_dn: 1.706966 loss_bbox_aux_dn: 0.902992 loss_giou_aux_dn: 1.882727 loss: 13.604067 eta: 23:31:32 batch_cost: 0.5169 data_cost: 0.0012 ips: 7.7382 images/s [04/10 15:08:56] ppdet.engine INFO: Epoch: [61] [5700/7329] learning_rate: 0.000100 loss_class: 0.520670 loss_bbox: 0.124961 loss_giou: 0.362177 loss_class_aux: 3.331759 loss_bbox_aux: 0.795844 loss_giou_aux: 2.322669 loss_class_dn: 0.314635 loss_bbox_dn: 0.121077 loss_giou_dn: 0.325297 loss_class_aux_dn: 1.659866 loss_bbox_aux_dn: 0.726285 loss_giou_aux_dn: 1.833911 loss: 12.742411 eta: 23:30:39 batch_cost: 0.4896 data_cost: 0.0013 ips: 8.1700 images/s [04/10 15:09:50] ppdet.engine INFO: Epoch: [61] [5800/7329] learning_rate: 0.000100 loss_class: 0.556835 loss_bbox: 0.129492 loss_giou: 0.377973 loss_class_aux: 3.418807 loss_bbox_aux: 0.821757 loss_giou_aux: 2.386456 loss_class_dn: 0.319985 loss_bbox_dn: 0.134129 loss_giou_dn: 0.342779 loss_class_aux_dn: 1.801543 loss_bbox_aux_dn: 0.787319 loss_giou_aux_dn: 1.920409 loss: 13.565317 eta: 23:29:46 batch_cost: 0.4849 data_cost: 0.0012 ips: 8.2491 images/s [04/10 15:10:43] ppdet.engine INFO: Epoch: [61] [5900/7329] learning_rate: 0.000100 loss_class: 0.576893 loss_bbox: 0.130518 loss_giou: 0.392067 loss_class_aux: 3.571651 loss_bbox_aux: 0.871137 loss_giou_aux: 2.498767 loss_class_dn: 0.328033 loss_bbox_dn: 0.121667 loss_giou_dn: 0.358418 loss_class_aux_dn: 1.771387 loss_bbox_aux_dn: 0.740442 loss_giou_aux_dn: 1.982222 loss: 14.212111 eta: 23:28:52 batch_cost: 0.4671 data_cost: 0.0013 ips: 8.5641 images/s [04/10 15:11:39] ppdet.engine INFO: Epoch: [61] [6000/7329] learning_rate: 0.000100 loss_class: 0.531845 loss_bbox: 0.126060 loss_giou: 0.316610 loss_class_aux: 3.376943 loss_bbox_aux: 0.777415 loss_giou_aux: 2.067734 loss_class_dn: 0.303066 loss_bbox_dn: 0.139806 loss_giou_dn: 0.281839 loss_class_aux_dn: 1.631683 loss_bbox_aux_dn: 0.857216 loss_giou_aux_dn: 1.659438 loss: 12.738712 eta: 23:28:00 batch_cost: 0.5088 data_cost: 0.0012 ips: 7.8613 images/s [04/10 15:12:32] ppdet.engine INFO: Epoch: [61] [6100/7329] learning_rate: 0.000100 loss_class: 0.586620 loss_bbox: 0.137784 loss_giou: 0.392672 loss_class_aux: 3.682096 loss_bbox_aux: 0.874311 loss_giou_aux: 2.354815 loss_class_dn: 0.321270 loss_bbox_dn: 0.139248 loss_giou_dn: 0.340495 loss_class_aux_dn: 1.730568 loss_bbox_aux_dn: 0.842667 loss_giou_aux_dn: 1.908206 loss: 14.288395 eta: 23:27:06 batch_cost: 0.4713 data_cost: 0.0012 ips: 8.4867 images/s [04/10 15:13:28] ppdet.engine INFO: Epoch: [61] [6200/7329] learning_rate: 0.000100 loss_class: 0.472120 loss_bbox: 0.124510 loss_giou: 0.309523 loss_class_aux: 3.077219 loss_bbox_aux: 0.816003 loss_giou_aux: 1.971320 loss_class_dn: 0.270714 loss_bbox_dn: 0.134006 loss_giou_dn: 0.276746 loss_class_aux_dn: 1.495434 loss_bbox_aux_dn: 0.774199 loss_giou_aux_dn: 1.601705 loss: 11.614649 eta: 23:26:13 batch_cost: 0.4942 data_cost: 0.0014 ips: 8.0935 images/s [04/10 15:14:26] ppdet.engine INFO: Epoch: [61] [6300/7329] learning_rate: 0.000100 loss_class: 0.535711 loss_bbox: 0.126618 loss_giou: 0.334215 loss_class_aux: 3.482461 loss_bbox_aux: 0.839536 loss_giou_aux: 2.101898 loss_class_dn: 0.301772 loss_bbox_dn: 0.127619 loss_giou_dn: 0.322207 loss_class_aux_dn: 1.607680 loss_bbox_aux_dn: 0.808565 loss_giou_aux_dn: 1.822821 loss: 12.655760 eta: 23:25:21 batch_cost: 0.5110 data_cost: 0.0015 ips: 7.8280 images/s [04/10 15:15:23] ppdet.engine INFO: Epoch: [61] [6400/7329] learning_rate: 0.000100 loss_class: 0.585302 loss_bbox: 0.137585 loss_giou: 0.424850 loss_class_aux: 3.677500 loss_bbox_aux: 0.910736 loss_giou_aux: 2.760805 loss_class_dn: 0.346932 loss_bbox_dn: 0.129740 loss_giou_dn: 0.377959 loss_class_aux_dn: 1.777292 loss_bbox_aux_dn: 0.802681 loss_giou_aux_dn: 2.090905 loss: 15.113076 eta: 23:24:28 batch_cost: 0.5022 data_cost: 0.0014 ips: 7.9650 images/s [04/10 15:16:16] ppdet.engine INFO: Epoch: [61] [6500/7329] learning_rate: 0.000100 loss_class: 0.533503 loss_bbox: 0.115823 loss_giou: 0.327271 loss_class_aux: 3.371704 loss_bbox_aux: 0.782155 loss_giou_aux: 2.065819 loss_class_dn: 0.289544 loss_bbox_dn: 0.117628 loss_giou_dn: 0.286534 loss_class_aux_dn: 1.569334 loss_bbox_aux_dn: 0.695180 loss_giou_aux_dn: 1.600815 loss: 11.851526 eta: 23:23:35 batch_cost: 0.4754 data_cost: 0.0012 ips: 8.4142 images/s [04/10 15:17:14] ppdet.engine INFO: Epoch: [61] [6600/7329] learning_rate: 0.000100 loss_class: 0.598645 loss_bbox: 0.135192 loss_giou: 0.405759 loss_class_aux: 3.809972 loss_bbox_aux: 0.854548 loss_giou_aux: 2.563006 loss_class_dn: 0.320630 loss_bbox_dn: 0.131537 loss_giou_dn: 0.353131 loss_class_aux_dn: 1.763070 loss_bbox_aux_dn: 0.830471 loss_giou_aux_dn: 1.929233 loss: 13.907228 eta: 23:22:42 batch_cost: 0.5128 data_cost: 0.0016 ips: 7.8003 images/s [04/10 15:18:08] ppdet.engine INFO: Epoch: [61] [6700/7329] learning_rate: 0.000100 loss_class: 0.570386 loss_bbox: 0.123240 loss_giou: 0.370450 loss_class_aux: 3.657485 loss_bbox_aux: 0.820092 loss_giou_aux: 2.261163 loss_class_dn: 0.315431 loss_bbox_dn: 0.140446 loss_giou_dn: 0.350421 loss_class_aux_dn: 1.754502 loss_bbox_aux_dn: 0.815663 loss_giou_aux_dn: 1.996554 loss: 13.399674 eta: 23:21:49 batch_cost: 0.4749 data_cost: 0.0011 ips: 8.4227 images/s [04/10 15:19:01] ppdet.engine INFO: Epoch: [61] [6800/7329] learning_rate: 0.000100 loss_class: 0.567088 loss_bbox: 0.131489 loss_giou: 0.407417 loss_class_aux: 3.599797 loss_bbox_aux: 0.824745 loss_giou_aux: 2.645594 loss_class_dn: 0.350084 loss_bbox_dn: 0.119787 loss_giou_dn: 0.404825 loss_class_aux_dn: 1.869436 loss_bbox_aux_dn: 0.733051 loss_giou_aux_dn: 2.248940 loss: 14.827850 eta: 23:20:55 batch_cost: 0.4779 data_cost: 0.0012 ips: 8.3692 images/s [04/10 15:19:54] ppdet.engine INFO: Epoch: [61] [6900/7329] learning_rate: 0.000100 loss_class: 0.575549 loss_bbox: 0.128237 loss_giou: 0.387973 loss_class_aux: 3.813430 loss_bbox_aux: 0.856431 loss_giou_aux: 2.459029 loss_class_dn: 0.348022 loss_bbox_dn: 0.126494 loss_giou_dn: 0.353245 loss_class_aux_dn: 1.867897 loss_bbox_aux_dn: 0.760892 loss_giou_aux_dn: 2.001802 loss: 13.714367 eta: 23:20:02 batch_cost: 0.4700 data_cost: 0.0013 ips: 8.5098 images/s [04/10 15:20:49] ppdet.engine INFO: Epoch: [61] [7000/7329] learning_rate: 0.000100 loss_class: 0.583779 loss_bbox: 0.124313 loss_giou: 0.352432 loss_class_aux: 3.683198 loss_bbox_aux: 0.838266 loss_giou_aux: 2.170958 loss_class_dn: 0.315282 loss_bbox_dn: 0.135526 loss_giou_dn: 0.300644 loss_class_aux_dn: 1.744553 loss_bbox_aux_dn: 0.838290 loss_giou_aux_dn: 1.690634 loss: 13.382502 eta: 23:19:09 batch_cost: 0.4953 data_cost: 0.0012 ips: 8.0753 images/s [04/10 15:21:44] ppdet.engine INFO: Epoch: [61] [7100/7329] learning_rate: 0.000100 loss_class: 0.591039 loss_bbox: 0.131525 loss_giou: 0.388303 loss_class_aux: 3.625141 loss_bbox_aux: 0.866436 loss_giou_aux: 2.471642 loss_class_dn: 0.333222 loss_bbox_dn: 0.128766 loss_giou_dn: 0.357185 loss_class_aux_dn: 1.821212 loss_bbox_aux_dn: 0.818668 loss_giou_aux_dn: 2.016348 loss: 13.795574 eta: 23:18:16 batch_cost: 0.4828 data_cost: 0.0012 ips: 8.2848 images/s [04/10 15:22:42] ppdet.engine INFO: Epoch: [61] [7200/7329] learning_rate: 0.000100 loss_class: 0.573124 loss_bbox: 0.138956 loss_giou: 0.428628 loss_class_aux: 3.659184 loss_bbox_aux: 0.880627 loss_giou_aux: 2.703016 loss_class_dn: 0.357900 loss_bbox_dn: 0.150000 loss_giou_dn: 0.409552 loss_class_aux_dn: 1.897491 loss_bbox_aux_dn: 0.872536 loss_giou_aux_dn: 2.265376 loss: 15.088427 eta: 23:17:24 batch_cost: 0.5310 data_cost: 0.0011 ips: 7.5336 images/s [04/10 15:23:39] ppdet.engine INFO: Epoch: [61] [7300/7329] learning_rate: 0.000100 loss_class: 0.606355 loss_bbox: 0.131211 loss_giou: 0.417734 loss_class_aux: 3.837850 loss_bbox_aux: 0.900438 loss_giou_aux: 2.724221 loss_class_dn: 0.368241 loss_bbox_dn: 0.128184 loss_giou_dn: 0.378447 loss_class_aux_dn: 1.959265 loss_bbox_aux_dn: 0.812911 loss_giou_aux_dn: 2.111852 loss: 15.577831 eta: 23:16:31 batch_cost: 0.5024 data_cost: 0.0012 ips: 7.9611 images/s [04/10 15:23:58] ppdet.engine INFO: Eval iter: 0 [04/10 15:24:24] ppdet.engine INFO: Eval iter: 100 [04/10 15:24:49] ppdet.engine INFO: Eval iter: 200 [04/10 15:25:15] ppdet.engine INFO: Eval iter: 300 [04/10 15:25:41] ppdet.engine INFO: Eval iter: 400 [04/10 15:26:06] ppdet.engine INFO: Eval iter: 500 [04/10 15:26:32] ppdet.engine INFO: Eval iter: 600 [04/10 15:27:02] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.91s) creating index... index created! [04/10 15:27:04] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=16.65s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=116.42s). Accumulating evaluation results... DONE (t=26.28s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.345 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/10 15:29:49] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.950282920278394 [04/10 15:29:49] ppdet.engine INFO: Best test bbox ap is 0.529. [04/10 15:29:51] ppdet.engine INFO: Epoch: [62] [ 0/7329] learning_rate: 0.000100 loss_class: 0.615883 loss_bbox: 0.149699 loss_giou: 0.426293 loss_class_aux: 3.902045 loss_bbox_aux: 0.971156 loss_giou_aux: 2.724221 loss_class_dn: 0.365831 loss_bbox_dn: 0.140658 loss_giou_dn: 0.411480 loss_class_aux_dn: 1.886456 loss_bbox_aux_dn: 0.852182 loss_giou_aux_dn: 2.262680 loss: 16.249063 eta: 23:16:16 batch_cost: 0.4849 data_cost: 0.0013 ips: 8.2493 images/s [04/10 15:30:46] ppdet.engine INFO: Epoch: [62] [ 100/7329] learning_rate: 0.000100 loss_class: 0.490144 loss_bbox: 0.130077 loss_giou: 0.402472 loss_class_aux: 3.192286 loss_bbox_aux: 0.857672 loss_giou_aux: 2.600002 loss_class_dn: 0.308796 loss_bbox_dn: 0.141200 loss_giou_dn: 0.363691 loss_class_aux_dn: 1.615342 loss_bbox_aux_dn: 0.854527 loss_giou_aux_dn: 2.022286 loss: 12.882236 eta: 23:15:23 batch_cost: 0.4997 data_cost: 0.0012 ips: 8.0047 images/s [04/10 15:31:43] ppdet.engine INFO: Epoch: [62] [ 200/7329] learning_rate: 0.000100 loss_class: 0.536048 loss_bbox: 0.153896 loss_giou: 0.390192 loss_class_aux: 3.527969 loss_bbox_aux: 0.996122 loss_giou_aux: 2.477719 loss_class_dn: 0.320403 loss_bbox_dn: 0.155141 loss_giou_dn: 0.386650 loss_class_aux_dn: 1.688028 loss_bbox_aux_dn: 0.935835 loss_giou_aux_dn: 2.183865 loss: 14.307633 eta: 23:14:31 batch_cost: 0.4997 data_cost: 0.0016 ips: 8.0040 images/s [04/10 15:32:38] ppdet.engine INFO: Epoch: [62] [ 300/7329] learning_rate: 0.000100 loss_class: 0.588027 loss_bbox: 0.128000 loss_giou: 0.398458 loss_class_aux: 3.766999 loss_bbox_aux: 0.824373 loss_giou_aux: 2.513044 loss_class_dn: 0.331065 loss_bbox_dn: 0.134360 loss_giou_dn: 0.341498 loss_class_aux_dn: 1.762466 loss_bbox_aux_dn: 0.802541 loss_giou_aux_dn: 1.914740 loss: 14.491327 eta: 23:13:38 batch_cost: 0.4951 data_cost: 0.0012 ips: 8.0799 images/s [04/10 15:33:34] ppdet.engine INFO: Epoch: [62] [ 400/7329] learning_rate: 0.000100 loss_class: 0.561216 loss_bbox: 0.144969 loss_giou: 0.349636 loss_class_aux: 3.535215 loss_bbox_aux: 0.921372 loss_giou_aux: 2.208712 loss_class_dn: 0.325608 loss_bbox_dn: 0.140788 loss_giou_dn: 0.318357 loss_class_aux_dn: 1.765010 loss_bbox_aux_dn: 0.822601 loss_giou_aux_dn: 1.817107 loss: 13.669195 eta: 23:12:45 batch_cost: 0.4956 data_cost: 0.0013 ips: 8.0712 images/s [04/10 15:34:35] ppdet.engine INFO: Epoch: [62] [ 500/7329] learning_rate: 0.000100 loss_class: 0.573315 loss_bbox: 0.133240 loss_giou: 0.354777 loss_class_aux: 3.552860 loss_bbox_aux: 0.866592 loss_giou_aux: 2.235585 loss_class_dn: 0.338049 loss_bbox_dn: 0.122609 loss_giou_dn: 0.354221 loss_class_aux_dn: 1.835488 loss_bbox_aux_dn: 0.737230 loss_giou_aux_dn: 1.969570 loss: 14.419562 eta: 23:11:54 batch_cost: 0.5478 data_cost: 0.0015 ips: 7.3022 images/s [04/10 15:35:32] ppdet.engine INFO: Epoch: [62] [ 600/7329] learning_rate: 0.000100 loss_class: 0.508696 loss_bbox: 0.123307 loss_giou: 0.306215 loss_class_aux: 3.185337 loss_bbox_aux: 0.809339 loss_giou_aux: 1.979168 loss_class_dn: 0.299356 loss_bbox_dn: 0.135672 loss_giou_dn: 0.288761 loss_class_aux_dn: 1.647753 loss_bbox_aux_dn: 0.865442 loss_giou_aux_dn: 1.614623 loss: 12.427166 eta: 23:11:02 batch_cost: 0.5075 data_cost: 0.0013 ips: 7.8810 images/s [04/10 15:36:26] ppdet.engine INFO: Epoch: [62] [ 700/7329] learning_rate: 0.000100 loss_class: 0.530974 loss_bbox: 0.130369 loss_giou: 0.347246 loss_class_aux: 3.395198 loss_bbox_aux: 0.821112 loss_giou_aux: 2.236190 loss_class_dn: 0.319587 loss_bbox_dn: 0.124813 loss_giou_dn: 0.326180 loss_class_aux_dn: 1.711446 loss_bbox_aux_dn: 0.754535 loss_giou_aux_dn: 1.855662 loss: 13.438053 eta: 23:10:08 batch_cost: 0.4840 data_cost: 0.0012 ips: 8.2646 images/s [04/10 15:37:20] ppdet.engine INFO: Epoch: [62] [ 800/7329] learning_rate: 0.000100 loss_class: 0.618111 loss_bbox: 0.142761 loss_giou: 0.426050 loss_class_aux: 3.832028 loss_bbox_aux: 0.944251 loss_giou_aux: 2.715971 loss_class_dn: 0.364045 loss_bbox_dn: 0.140427 loss_giou_dn: 0.412559 loss_class_aux_dn: 1.962091 loss_bbox_aux_dn: 0.830943 loss_giou_aux_dn: 2.297659 loss: 15.509991 eta: 23:09:15 batch_cost: 0.4762 data_cost: 0.0012 ips: 8.3991 images/s [04/10 15:38:13] ppdet.engine INFO: Epoch: [62] [ 900/7329] learning_rate: 0.000100 loss_class: 0.536402 loss_bbox: 0.127630 loss_giou: 0.371692 loss_class_aux: 3.311721 loss_bbox_aux: 0.785587 loss_giou_aux: 2.395810 loss_class_dn: 0.313181 loss_bbox_dn: 0.123949 loss_giou_dn: 0.348891 loss_class_aux_dn: 1.706254 loss_bbox_aux_dn: 0.789221 loss_giou_aux_dn: 1.972016 loss: 13.312592 eta: 23:08:21 batch_cost: 0.4702 data_cost: 0.0014 ips: 8.5065 images/s [04/10 15:39:06] ppdet.engine INFO: Epoch: [62] [1000/7329] learning_rate: 0.000100 loss_class: 0.550984 loss_bbox: 0.133481 loss_giou: 0.372827 loss_class_aux: 3.486401 loss_bbox_aux: 0.844780 loss_giou_aux: 2.326012 loss_class_dn: 0.311001 loss_bbox_dn: 0.128132 loss_giou_dn: 0.331399 loss_class_aux_dn: 1.670096 loss_bbox_aux_dn: 0.792631 loss_giou_aux_dn: 1.877293 loss: 13.328974 eta: 23:07:28 batch_cost: 0.4722 data_cost: 0.0012 ips: 8.4706 images/s [04/10 15:40:01] ppdet.engine INFO: Epoch: [62] [1100/7329] learning_rate: 0.000100 loss_class: 0.569410 loss_bbox: 0.124855 loss_giou: 0.378120 loss_class_aux: 3.679853 loss_bbox_aux: 0.825671 loss_giou_aux: 2.369070 loss_class_dn: 0.333870 loss_bbox_dn: 0.124609 loss_giou_dn: 0.347250 loss_class_aux_dn: 1.820303 loss_bbox_aux_dn: 0.766373 loss_giou_aux_dn: 1.949026 loss: 14.276196 eta: 23:06:35 batch_cost: 0.4926 data_cost: 0.0012 ips: 8.1202 images/s [04/10 15:40:59] ppdet.engine INFO: Epoch: [62] [1200/7329] learning_rate: 0.000100 loss_class: 0.524673 loss_bbox: 0.120811 loss_giou: 0.334263 loss_class_aux: 3.404315 loss_bbox_aux: 0.790786 loss_giou_aux: 2.123717 loss_class_dn: 0.310570 loss_bbox_dn: 0.126599 loss_giou_dn: 0.315441 loss_class_aux_dn: 1.674838 loss_bbox_aux_dn: 0.734443 loss_giou_aux_dn: 1.788190 loss: 12.772337 eta: 23:05:43 batch_cost: 0.5276 data_cost: 0.0013 ips: 7.5809 images/s [04/10 15:42:02] ppdet.engine INFO: Epoch: [62] [1300/7329] learning_rate: 0.000100 loss_class: 0.611015 loss_bbox: 0.133674 loss_giou: 0.406923 loss_class_aux: 3.889409 loss_bbox_aux: 0.862927 loss_giou_aux: 2.550507 loss_class_dn: 0.335987 loss_bbox_dn: 0.136628 loss_giou_dn: 0.367504 loss_class_aux_dn: 1.799681 loss_bbox_aux_dn: 0.786217 loss_giou_aux_dn: 2.087298 loss: 14.409437 eta: 23:04:53 batch_cost: 0.5685 data_cost: 0.0012 ips: 7.0365 images/s [04/10 15:43:04] ppdet.engine INFO: Epoch: [62] [1400/7329] learning_rate: 0.000100 loss_class: 0.555634 loss_bbox: 0.134401 loss_giou: 0.364979 loss_class_aux: 3.607771 loss_bbox_aux: 0.871901 loss_giou_aux: 2.274038 loss_class_dn: 0.328533 loss_bbox_dn: 0.146048 loss_giou_dn: 0.343843 loss_class_aux_dn: 1.723560 loss_bbox_aux_dn: 0.852148 loss_giou_aux_dn: 1.956115 loss: 13.793547 eta: 23:04:02 batch_cost: 0.5616 data_cost: 0.0013 ips: 7.1224 images/s [04/10 15:43:58] ppdet.engine INFO: Epoch: [62] [1500/7329] learning_rate: 0.000100 loss_class: 0.562641 loss_bbox: 0.120073 loss_giou: 0.332901 loss_class_aux: 3.659326 loss_bbox_aux: 0.853763 loss_giou_aux: 2.223336 loss_class_dn: 0.314745 loss_bbox_dn: 0.134151 loss_giou_dn: 0.331019 loss_class_aux_dn: 1.747161 loss_bbox_aux_dn: 0.811034 loss_giou_aux_dn: 1.879871 loss: 13.484785 eta: 23:03:09 batch_cost: 0.4791 data_cost: 0.0013 ips: 8.3497 images/s [04/10 15:44:56] ppdet.engine INFO: Epoch: [62] [1600/7329] learning_rate: 0.000100 loss_class: 0.548415 loss_bbox: 0.139112 loss_giou: 0.396359 loss_class_aux: 3.509497 loss_bbox_aux: 0.919636 loss_giou_aux: 2.467968 loss_class_dn: 0.336830 loss_bbox_dn: 0.130237 loss_giou_dn: 0.352621 loss_class_aux_dn: 1.804279 loss_bbox_aux_dn: 0.795026 loss_giou_aux_dn: 1.933450 loss: 13.781757 eta: 23:02:17 batch_cost: 0.5158 data_cost: 0.0014 ips: 7.7551 images/s [04/10 15:45:50] ppdet.engine INFO: Epoch: [62] [1700/7329] learning_rate: 0.000100 loss_class: 0.582994 loss_bbox: 0.140444 loss_giou: 0.379232 loss_class_aux: 3.634774 loss_bbox_aux: 0.946703 loss_giou_aux: 2.530131 loss_class_dn: 0.344133 loss_bbox_dn: 0.138597 loss_giou_dn: 0.391601 loss_class_aux_dn: 1.838512 loss_bbox_aux_dn: 0.791906 loss_giou_aux_dn: 2.187928 loss: 14.578713 eta: 23:01:24 batch_cost: 0.4793 data_cost: 0.0013 ips: 8.3461 images/s [04/10 15:46:48] ppdet.engine INFO: Epoch: [62] [1800/7329] learning_rate: 0.000100 loss_class: 0.569347 loss_bbox: 0.129806 loss_giou: 0.366993 loss_class_aux: 3.627022 loss_bbox_aux: 0.832007 loss_giou_aux: 2.410511 loss_class_dn: 0.325908 loss_bbox_dn: 0.119949 loss_giou_dn: 0.371458 loss_class_aux_dn: 1.740617 loss_bbox_aux_dn: 0.768917 loss_giou_aux_dn: 2.056424 loss: 13.671417 eta: 23:00:32 batch_cost: 0.5257 data_cost: 0.0011 ips: 7.6087 images/s [04/10 15:47:44] ppdet.engine INFO: Epoch: [62] [1900/7329] learning_rate: 0.000100 loss_class: 0.572222 loss_bbox: 0.124406 loss_giou: 0.315946 loss_class_aux: 3.569042 loss_bbox_aux: 0.869888 loss_giou_aux: 1.975039 loss_class_dn: 0.299000 loss_bbox_dn: 0.129412 loss_giou_dn: 0.293814 loss_class_aux_dn: 1.637761 loss_bbox_aux_dn: 0.773874 loss_giou_aux_dn: 1.697299 loss: 12.921728 eta: 22:59:39 batch_cost: 0.5029 data_cost: 0.0014 ips: 7.9542 images/s [04/10 15:48:44] ppdet.engine INFO: Epoch: [62] [2000/7329] learning_rate: 0.000100 loss_class: 0.570141 loss_bbox: 0.138227 loss_giou: 0.378125 loss_class_aux: 3.573035 loss_bbox_aux: 0.929743 loss_giou_aux: 2.328582 loss_class_dn: 0.311617 loss_bbox_dn: 0.153176 loss_giou_dn: 0.325936 loss_class_aux_dn: 1.651255 loss_bbox_aux_dn: 0.894712 loss_giou_aux_dn: 1.803304 loss: 13.287687 eta: 22:58:48 batch_cost: 0.5342 data_cost: 0.0012 ips: 7.4880 images/s [04/10 15:49:40] ppdet.engine INFO: Epoch: [62] [2100/7329] learning_rate: 0.000100 loss_class: 0.577510 loss_bbox: 0.138743 loss_giou: 0.379664 loss_class_aux: 3.546263 loss_bbox_aux: 0.894120 loss_giou_aux: 2.412256 loss_class_dn: 0.302889 loss_bbox_dn: 0.142431 loss_giou_dn: 0.342380 loss_class_aux_dn: 1.640281 loss_bbox_aux_dn: 0.849835 loss_giou_aux_dn: 1.889304 loss: 13.249319 eta: 22:57:55 batch_cost: 0.5056 data_cost: 0.0014 ips: 7.9108 images/s [04/10 15:50:38] ppdet.engine INFO: Epoch: [62] [2200/7329] learning_rate: 0.000100 loss_class: 0.526980 loss_bbox: 0.133118 loss_giou: 0.361400 loss_class_aux: 3.441730 loss_bbox_aux: 0.827482 loss_giou_aux: 2.307990 loss_class_dn: 0.292922 loss_bbox_dn: 0.120551 loss_giou_dn: 0.318495 loss_class_aux_dn: 1.588879 loss_bbox_aux_dn: 0.767348 loss_giou_aux_dn: 1.785302 loss: 12.726284 eta: 22:57:03 batch_cost: 0.5182 data_cost: 0.0012 ips: 7.7192 images/s [04/10 15:51:31] ppdet.engine INFO: Epoch: [62] [2300/7329] learning_rate: 0.000100 loss_class: 0.591214 loss_bbox: 0.144066 loss_giou: 0.420940 loss_class_aux: 3.693069 loss_bbox_aux: 0.893835 loss_giou_aux: 2.729577 loss_class_dn: 0.333201 loss_bbox_dn: 0.140919 loss_giou_dn: 0.400871 loss_class_aux_dn: 1.842582 loss_bbox_aux_dn: 0.822437 loss_giou_aux_dn: 2.224034 loss: 14.721281 eta: 22:56:10 batch_cost: 0.4725 data_cost: 0.0013 ips: 8.4653 images/s [04/10 15:52:25] ppdet.engine INFO: Epoch: [62] [2400/7329] learning_rate: 0.000100 loss_class: 0.525301 loss_bbox: 0.141832 loss_giou: 0.353581 loss_class_aux: 3.633152 loss_bbox_aux: 0.904923 loss_giou_aux: 2.219018 loss_class_dn: 0.322959 loss_bbox_dn: 0.142689 loss_giou_dn: 0.339455 loss_class_aux_dn: 1.731390 loss_bbox_aux_dn: 0.840812 loss_giou_aux_dn: 1.911785 loss: 13.069513 eta: 22:55:16 batch_cost: 0.4808 data_cost: 0.0012 ips: 8.3203 images/s [04/10 15:53:20] ppdet.engine INFO: Epoch: [62] [2500/7329] learning_rate: 0.000100 loss_class: 0.536778 loss_bbox: 0.132703 loss_giou: 0.364948 loss_class_aux: 3.446782 loss_bbox_aux: 0.839516 loss_giou_aux: 2.291260 loss_class_dn: 0.332754 loss_bbox_dn: 0.136378 loss_giou_dn: 0.345264 loss_class_aux_dn: 1.767705 loss_bbox_aux_dn: 0.843494 loss_giou_aux_dn: 1.933254 loss: 13.967102 eta: 22:54:24 batch_cost: 0.4905 data_cost: 0.0013 ips: 8.1542 images/s [04/10 15:54:19] ppdet.engine INFO: Epoch: [62] [2600/7329] learning_rate: 0.000100 loss_class: 0.529453 loss_bbox: 0.121420 loss_giou: 0.362189 loss_class_aux: 3.411350 loss_bbox_aux: 0.807910 loss_giou_aux: 2.338630 loss_class_dn: 0.314667 loss_bbox_dn: 0.124688 loss_giou_dn: 0.336683 loss_class_aux_dn: 1.684338 loss_bbox_aux_dn: 0.741671 loss_giou_aux_dn: 1.862872 loss: 13.083836 eta: 22:53:32 batch_cost: 0.5357 data_cost: 0.0012 ips: 7.4668 images/s [04/10 15:55:14] ppdet.engine INFO: Epoch: [62] [2700/7329] learning_rate: 0.000100 loss_class: 0.567703 loss_bbox: 0.131097 loss_giou: 0.410358 loss_class_aux: 3.615859 loss_bbox_aux: 0.846222 loss_giou_aux: 2.644880 loss_class_dn: 0.319852 loss_bbox_dn: 0.120738 loss_giou_dn: 0.363941 loss_class_aux_dn: 1.764507 loss_bbox_aux_dn: 0.760353 loss_giou_aux_dn: 2.025473 loss: 13.697238 eta: 22:52:39 batch_cost: 0.4913 data_cost: 0.0012 ips: 8.1413 images/s [04/10 15:56:14] ppdet.engine INFO: Epoch: [62] [2800/7329] learning_rate: 0.000100 loss_class: 0.493313 loss_bbox: 0.114727 loss_giou: 0.294979 loss_class_aux: 3.135149 loss_bbox_aux: 0.769202 loss_giou_aux: 1.908686 loss_class_dn: 0.297258 loss_bbox_dn: 0.121280 loss_giou_dn: 0.275703 loss_class_aux_dn: 1.637150 loss_bbox_aux_dn: 0.721791 loss_giou_aux_dn: 1.561605 loss: 11.727240 eta: 22:51:48 batch_cost: 0.5358 data_cost: 0.0012 ips: 7.4659 images/s [04/10 15:57:11] ppdet.engine INFO: Epoch: [62] [2900/7329] learning_rate: 0.000100 loss_class: 0.548043 loss_bbox: 0.132506 loss_giou: 0.340428 loss_class_aux: 3.513021 loss_bbox_aux: 0.868666 loss_giou_aux: 2.156787 loss_class_dn: 0.316385 loss_bbox_dn: 0.153466 loss_giou_dn: 0.315722 loss_class_aux_dn: 1.698972 loss_bbox_aux_dn: 0.867595 loss_giou_aux_dn: 1.789078 loss: 13.247139 eta: 22:50:56 batch_cost: 0.5180 data_cost: 0.0012 ips: 7.7225 images/s [04/10 15:58:06] ppdet.engine INFO: Epoch: [62] [3000/7329] learning_rate: 0.000100 loss_class: 0.573883 loss_bbox: 0.116474 loss_giou: 0.367721 loss_class_aux: 3.568042 loss_bbox_aux: 0.749277 loss_giou_aux: 2.333551 loss_class_dn: 0.314267 loss_bbox_dn: 0.124592 loss_giou_dn: 0.333911 loss_class_aux_dn: 1.730181 loss_bbox_aux_dn: 0.742069 loss_giou_aux_dn: 1.920229 loss: 13.120541 eta: 22:50:03 batch_cost: 0.4909 data_cost: 0.0012 ips: 8.1485 images/s [04/10 15:59:03] ppdet.engine INFO: Epoch: [62] [3100/7329] learning_rate: 0.000100 loss_class: 0.593554 loss_bbox: 0.131092 loss_giou: 0.383197 loss_class_aux: 3.808923 loss_bbox_aux: 0.836123 loss_giou_aux: 2.386184 loss_class_dn: 0.325392 loss_bbox_dn: 0.116463 loss_giou_dn: 0.353070 loss_class_aux_dn: 1.760439 loss_bbox_aux_dn: 0.717918 loss_giou_aux_dn: 1.909910 loss: 13.657549 eta: 22:49:10 batch_cost: 0.5068 data_cost: 0.0012 ips: 7.8931 images/s [04/10 15:59:56] ppdet.engine INFO: Epoch: [62] [3200/7329] learning_rate: 0.000100 loss_class: 0.535611 loss_bbox: 0.125248 loss_giou: 0.347497 loss_class_aux: 3.353993 loss_bbox_aux: 0.809886 loss_giou_aux: 2.156273 loss_class_dn: 0.305507 loss_bbox_dn: 0.127084 loss_giou_dn: 0.320918 loss_class_aux_dn: 1.664450 loss_bbox_aux_dn: 0.752043 loss_giou_aux_dn: 1.768390 loss: 12.904003 eta: 22:48:17 batch_cost: 0.4726 data_cost: 0.0012 ips: 8.4636 images/s [04/10 16:00:50] ppdet.engine INFO: Epoch: [62] [3300/7329] learning_rate: 0.000100 loss_class: 0.575046 loss_bbox: 0.133932 loss_giou: 0.423629 loss_class_aux: 3.697255 loss_bbox_aux: 0.896132 loss_giou_aux: 2.630472 loss_class_dn: 0.342764 loss_bbox_dn: 0.129244 loss_giou_dn: 0.368862 loss_class_aux_dn: 1.809484 loss_bbox_aux_dn: 0.833723 loss_giou_aux_dn: 2.063198 loss: 13.778406 eta: 22:47:24 batch_cost: 0.4781 data_cost: 0.0013 ips: 8.3657 images/s [04/10 16:01:43] ppdet.engine INFO: Epoch: [62] [3400/7329] learning_rate: 0.000100 loss_class: 0.581627 loss_bbox: 0.131472 loss_giou: 0.377287 loss_class_aux: 3.714374 loss_bbox_aux: 0.891909 loss_giou_aux: 2.356452 loss_class_dn: 0.329201 loss_bbox_dn: 0.139072 loss_giou_dn: 0.331460 loss_class_aux_dn: 1.776736 loss_bbox_aux_dn: 0.830488 loss_giou_aux_dn: 1.925004 loss: 14.136469 eta: 22:46:30 batch_cost: 0.4725 data_cost: 0.0013 ips: 8.4652 images/s [04/10 16:02:37] ppdet.engine INFO: Epoch: [62] [3500/7329] learning_rate: 0.000100 loss_class: 0.561341 loss_bbox: 0.138069 loss_giou: 0.366582 loss_class_aux: 3.582840 loss_bbox_aux: 0.857629 loss_giou_aux: 2.283445 loss_class_dn: 0.324983 loss_bbox_dn: 0.123973 loss_giou_dn: 0.326562 loss_class_aux_dn: 1.725686 loss_bbox_aux_dn: 0.753316 loss_giou_aux_dn: 1.840523 loss: 13.639572 eta: 22:45:36 batch_cost: 0.4749 data_cost: 0.0013 ips: 8.4227 images/s [04/10 16:03:36] ppdet.engine INFO: Epoch: [62] [3600/7329] learning_rate: 0.000100 loss_class: 0.608177 loss_bbox: 0.144991 loss_giou: 0.423674 loss_class_aux: 3.681286 loss_bbox_aux: 0.925020 loss_giou_aux: 2.663985 loss_class_dn: 0.338907 loss_bbox_dn: 0.140756 loss_giou_dn: 0.401042 loss_class_aux_dn: 1.817549 loss_bbox_aux_dn: 0.857215 loss_giou_aux_dn: 2.221528 loss: 14.846071 eta: 22:44:45 batch_cost: 0.5334 data_cost: 0.0013 ips: 7.4991 images/s [04/10 16:04:28] ppdet.engine INFO: Epoch: [62] [3700/7329] learning_rate: 0.000100 loss_class: 0.612389 loss_bbox: 0.152504 loss_giou: 0.467621 loss_class_aux: 3.883762 loss_bbox_aux: 0.989336 loss_giou_aux: 2.939868 loss_class_dn: 0.366331 loss_bbox_dn: 0.144587 loss_giou_dn: 0.441275 loss_class_aux_dn: 1.954280 loss_bbox_aux_dn: 0.879238 loss_giou_aux_dn: 2.464853 loss: 16.022142 eta: 22:43:51 batch_cost: 0.4646 data_cost: 0.0013 ips: 8.6093 images/s [04/10 16:05:25] ppdet.engine INFO: Epoch: [62] [3800/7329] learning_rate: 0.000100 loss_class: 0.543890 loss_bbox: 0.128031 loss_giou: 0.336885 loss_class_aux: 3.518530 loss_bbox_aux: 0.834892 loss_giou_aux: 2.171976 loss_class_dn: 0.322293 loss_bbox_dn: 0.134314 loss_giou_dn: 0.314838 loss_class_aux_dn: 1.740341 loss_bbox_aux_dn: 0.824574 loss_giou_aux_dn: 1.827613 loss: 13.563318 eta: 22:42:59 batch_cost: 0.5035 data_cost: 0.0015 ips: 7.9437 images/s [04/10 16:06:18] ppdet.engine INFO: Epoch: [62] [3900/7329] learning_rate: 0.000100 loss_class: 0.525083 loss_bbox: 0.137272 loss_giou: 0.346317 loss_class_aux: 3.358135 loss_bbox_aux: 0.922059 loss_giou_aux: 2.234308 loss_class_dn: 0.290227 loss_bbox_dn: 0.133391 loss_giou_dn: 0.301396 loss_class_aux_dn: 1.580269 loss_bbox_aux_dn: 0.814655 loss_giou_aux_dn: 1.702958 loss: 12.498142 eta: 22:42:05 batch_cost: 0.4731 data_cost: 0.0015 ips: 8.4546 images/s [04/10 16:07:12] ppdet.engine INFO: Epoch: [62] [4000/7329] learning_rate: 0.000100 loss_class: 0.537505 loss_bbox: 0.142737 loss_giou: 0.419162 loss_class_aux: 3.324945 loss_bbox_aux: 0.960744 loss_giou_aux: 2.623935 loss_class_dn: 0.318639 loss_bbox_dn: 0.145117 loss_giou_dn: 0.356926 loss_class_aux_dn: 1.720272 loss_bbox_aux_dn: 0.839067 loss_giou_aux_dn: 1.987090 loss: 13.637943 eta: 22:41:12 batch_cost: 0.4785 data_cost: 0.0016 ips: 8.3588 images/s [04/10 16:08:07] ppdet.engine INFO: Epoch: [62] [4100/7329] learning_rate: 0.000100 loss_class: 0.540732 loss_bbox: 0.137472 loss_giou: 0.373912 loss_class_aux: 3.392061 loss_bbox_aux: 0.903654 loss_giou_aux: 2.404296 loss_class_dn: 0.318853 loss_bbox_dn: 0.127651 loss_giou_dn: 0.334547 loss_class_aux_dn: 1.754284 loss_bbox_aux_dn: 0.774126 loss_giou_aux_dn: 1.875133 loss: 13.464716 eta: 22:40:19 batch_cost: 0.4939 data_cost: 0.0013 ips: 8.0984 images/s [04/10 16:09:02] ppdet.engine INFO: Epoch: [62] [4200/7329] learning_rate: 0.000100 loss_class: 0.521829 loss_bbox: 0.131175 loss_giou: 0.345699 loss_class_aux: 3.285537 loss_bbox_aux: 0.839615 loss_giou_aux: 2.170026 loss_class_dn: 0.299873 loss_bbox_dn: 0.141499 loss_giou_dn: 0.304726 loss_class_aux_dn: 1.597397 loss_bbox_aux_dn: 0.834377 loss_giou_aux_dn: 1.700255 loss: 12.350465 eta: 22:39:26 batch_cost: 0.4945 data_cost: 0.0012 ips: 8.0883 images/s [04/10 16:10:02] ppdet.engine INFO: Epoch: [62] [4300/7329] learning_rate: 0.000100 loss_class: 0.569336 loss_bbox: 0.150078 loss_giou: 0.401612 loss_class_aux: 3.621965 loss_bbox_aux: 0.966238 loss_giou_aux: 2.536944 loss_class_dn: 0.338795 loss_bbox_dn: 0.136260 loss_giou_dn: 0.374711 loss_class_aux_dn: 1.850719 loss_bbox_aux_dn: 0.812986 loss_giou_aux_dn: 2.077611 loss: 14.091528 eta: 22:38:35 batch_cost: 0.5328 data_cost: 0.0011 ips: 7.5075 images/s [04/10 16:11:00] ppdet.engine INFO: Epoch: [62] [4400/7329] learning_rate: 0.000100 loss_class: 0.631118 loss_bbox: 0.146386 loss_giou: 0.447794 loss_class_aux: 4.134860 loss_bbox_aux: 0.940588 loss_giou_aux: 2.882120 loss_class_dn: 0.373815 loss_bbox_dn: 0.135405 loss_giou_dn: 0.424842 loss_class_aux_dn: 1.996909 loss_bbox_aux_dn: 0.805996 loss_giou_aux_dn: 2.352402 loss: 14.845953 eta: 22:37:43 batch_cost: 0.5160 data_cost: 0.0013 ips: 7.7513 images/s [04/10 16:12:01] ppdet.engine INFO: Epoch: [62] [4500/7329] learning_rate: 0.000100 loss_class: 0.544011 loss_bbox: 0.118832 loss_giou: 0.343474 loss_class_aux: 3.342271 loss_bbox_aux: 0.833578 loss_giou_aux: 2.213893 loss_class_dn: 0.302097 loss_bbox_dn: 0.128583 loss_giou_dn: 0.322226 loss_class_aux_dn: 1.659072 loss_bbox_aux_dn: 0.764001 loss_giou_aux_dn: 1.834082 loss: 12.843605 eta: 22:36:52 batch_cost: 0.5485 data_cost: 0.0013 ips: 7.2925 images/s [04/10 16:12:55] ppdet.engine INFO: Epoch: [62] [4600/7329] learning_rate: 0.000100 loss_class: 0.521841 loss_bbox: 0.121655 loss_giou: 0.351389 loss_class_aux: 3.299411 loss_bbox_aux: 0.796536 loss_giou_aux: 2.240474 loss_class_dn: 0.296215 loss_bbox_dn: 0.128828 loss_giou_dn: 0.327181 loss_class_aux_dn: 1.615515 loss_bbox_aux_dn: 0.745340 loss_giou_aux_dn: 1.797420 loss: 12.184872 eta: 22:35:59 batch_cost: 0.4820 data_cost: 0.0011 ips: 8.2986 images/s [04/10 16:13:48] ppdet.engine INFO: Epoch: [62] [4700/7329] learning_rate: 0.000100 loss_class: 0.581065 loss_bbox: 0.129225 loss_giou: 0.433858 loss_class_aux: 3.472041 loss_bbox_aux: 0.914392 loss_giou_aux: 2.694235 loss_class_dn: 0.333058 loss_bbox_dn: 0.154060 loss_giou_dn: 0.347047 loss_class_aux_dn: 1.752023 loss_bbox_aux_dn: 0.859680 loss_giou_aux_dn: 1.965297 loss: 14.297683 eta: 22:35:05 batch_cost: 0.4753 data_cost: 0.0012 ips: 8.4165 images/s [04/10 16:14:43] ppdet.engine INFO: Epoch: [62] [4800/7329] learning_rate: 0.000100 loss_class: 0.552867 loss_bbox: 0.128549 loss_giou: 0.343242 loss_class_aux: 3.568670 loss_bbox_aux: 0.850982 loss_giou_aux: 2.182330 loss_class_dn: 0.334036 loss_bbox_dn: 0.139671 loss_giou_dn: 0.320034 loss_class_aux_dn: 1.799746 loss_bbox_aux_dn: 0.816018 loss_giou_aux_dn: 1.817572 loss: 12.995312 eta: 22:34:12 batch_cost: 0.4871 data_cost: 0.0013 ips: 8.2119 images/s [04/10 16:15:37] ppdet.engine INFO: Epoch: [62] [4900/7329] learning_rate: 0.000100 loss_class: 0.547799 loss_bbox: 0.128478 loss_giou: 0.320882 loss_class_aux: 3.536736 loss_bbox_aux: 0.932747 loss_giou_aux: 2.105978 loss_class_dn: 0.289263 loss_bbox_dn: 0.149485 loss_giou_dn: 0.296005 loss_class_aux_dn: 1.577223 loss_bbox_aux_dn: 0.893816 loss_giou_aux_dn: 1.705292 loss: 12.808628 eta: 22:33:19 batch_cost: 0.4757 data_cost: 0.0013 ips: 8.4093 images/s [04/10 16:16:32] ppdet.engine INFO: Epoch: [62] [5000/7329] learning_rate: 0.000100 loss_class: 0.600059 loss_bbox: 0.151141 loss_giou: 0.374937 loss_class_aux: 3.785785 loss_bbox_aux: 1.002784 loss_giou_aux: 2.387784 loss_class_dn: 0.339744 loss_bbox_dn: 0.149724 loss_giou_dn: 0.345662 loss_class_aux_dn: 1.810912 loss_bbox_aux_dn: 0.906978 loss_giou_aux_dn: 1.984268 loss: 14.595669 eta: 22:32:26 batch_cost: 0.4963 data_cost: 0.0013 ips: 8.0604 images/s [04/10 16:17:26] ppdet.engine INFO: Epoch: [62] [5100/7329] learning_rate: 0.000100 loss_class: 0.534301 loss_bbox: 0.128180 loss_giou: 0.341369 loss_class_aux: 3.490077 loss_bbox_aux: 0.836428 loss_giou_aux: 2.134043 loss_class_dn: 0.297221 loss_bbox_dn: 0.132560 loss_giou_dn: 0.309549 loss_class_aux_dn: 1.634243 loss_bbox_aux_dn: 0.781399 loss_giou_aux_dn: 1.759153 loss: 12.551966 eta: 22:31:33 batch_cost: 0.4773 data_cost: 0.0015 ips: 8.3804 images/s [04/10 16:18:20] ppdet.engine INFO: Epoch: [62] [5200/7329] learning_rate: 0.000100 loss_class: 0.595516 loss_bbox: 0.139741 loss_giou: 0.383951 loss_class_aux: 3.683029 loss_bbox_aux: 0.936783 loss_giou_aux: 2.471861 loss_class_dn: 0.345071 loss_bbox_dn: 0.138350 loss_giou_dn: 0.363474 loss_class_aux_dn: 1.847603 loss_bbox_aux_dn: 0.815766 loss_giou_aux_dn: 2.122194 loss: 14.399963 eta: 22:30:39 batch_cost: 0.4802 data_cost: 0.0013 ips: 8.3298 images/s [04/10 16:19:13] ppdet.engine INFO: Epoch: [62] [5300/7329] learning_rate: 0.000100 loss_class: 0.567794 loss_bbox: 0.139077 loss_giou: 0.414104 loss_class_aux: 3.520320 loss_bbox_aux: 0.955698 loss_giou_aux: 2.668712 loss_class_dn: 0.342850 loss_bbox_dn: 0.130796 loss_giou_dn: 0.404412 loss_class_aux_dn: 1.830080 loss_bbox_aux_dn: 0.811517 loss_giou_aux_dn: 2.232046 loss: 14.986643 eta: 22:29:46 batch_cost: 0.4758 data_cost: 0.0012 ips: 8.4060 images/s [04/10 16:20:07] ppdet.engine INFO: Epoch: [62] [5400/7329] learning_rate: 0.000100 loss_class: 0.640637 loss_bbox: 0.143589 loss_giou: 0.413600 loss_class_aux: 3.954199 loss_bbox_aux: 0.930829 loss_giou_aux: 2.713668 loss_class_dn: 0.360212 loss_bbox_dn: 0.139318 loss_giou_dn: 0.398643 loss_class_aux_dn: 1.914932 loss_bbox_aux_dn: 0.839088 loss_giou_aux_dn: 2.240215 loss: 14.913475 eta: 22:28:53 batch_cost: 0.4835 data_cost: 0.0013 ips: 8.2730 images/s [04/10 16:21:05] ppdet.engine INFO: Epoch: [62] [5500/7329] learning_rate: 0.000100 loss_class: 0.591379 loss_bbox: 0.119592 loss_giou: 0.381240 loss_class_aux: 3.675772 loss_bbox_aux: 0.830655 loss_giou_aux: 2.291185 loss_class_dn: 0.319715 loss_bbox_dn: 0.131019 loss_giou_dn: 0.332151 loss_class_aux_dn: 1.746277 loss_bbox_aux_dn: 0.809878 loss_giou_aux_dn: 1.896165 loss: 14.067659 eta: 22:28:01 batch_cost: 0.5165 data_cost: 0.0013 ips: 7.7444 images/s [04/10 16:21:59] ppdet.engine INFO: Epoch: [62] [5600/7329] learning_rate: 0.000100 loss_class: 0.630946 loss_bbox: 0.158912 loss_giou: 0.376231 loss_class_aux: 4.039671 loss_bbox_aux: 1.015353 loss_giou_aux: 2.427912 loss_class_dn: 0.372982 loss_bbox_dn: 0.157219 loss_giou_dn: 0.368295 loss_class_aux_dn: 2.020741 loss_bbox_aux_dn: 0.944069 loss_giou_aux_dn: 2.109398 loss: 14.846389 eta: 22:27:07 batch_cost: 0.4785 data_cost: 0.0013 ips: 8.3598 images/s [04/10 16:22:55] ppdet.engine INFO: Epoch: [62] [5700/7329] learning_rate: 0.000100 loss_class: 0.519401 loss_bbox: 0.135162 loss_giou: 0.352396 loss_class_aux: 3.402016 loss_bbox_aux: 0.923822 loss_giou_aux: 2.202500 loss_class_dn: 0.287311 loss_bbox_dn: 0.136279 loss_giou_dn: 0.301916 loss_class_aux_dn: 1.544699 loss_bbox_aux_dn: 0.818504 loss_giou_aux_dn: 1.715639 loss: 12.741682 eta: 22:26:15 batch_cost: 0.5068 data_cost: 0.0012 ips: 7.8933 images/s [04/10 16:23:49] ppdet.engine INFO: Epoch: [62] [5800/7329] learning_rate: 0.000100 loss_class: 0.547606 loss_bbox: 0.127282 loss_giou: 0.335074 loss_class_aux: 3.394545 loss_bbox_aux: 0.860378 loss_giou_aux: 2.189247 loss_class_dn: 0.297979 loss_bbox_dn: 0.135758 loss_giou_dn: 0.318437 loss_class_aux_dn: 1.606725 loss_bbox_aux_dn: 0.795048 loss_giou_aux_dn: 1.718475 loss: 12.701237 eta: 22:25:22 batch_cost: 0.4781 data_cost: 0.0012 ips: 8.3666 images/s [04/10 16:24:43] ppdet.engine INFO: Epoch: [62] [5900/7329] learning_rate: 0.000100 loss_class: 0.499251 loss_bbox: 0.119256 loss_giou: 0.271933 loss_class_aux: 3.151361 loss_bbox_aux: 0.793959 loss_giou_aux: 1.766941 loss_class_dn: 0.270283 loss_bbox_dn: 0.120193 loss_giou_dn: 0.246889 loss_class_aux_dn: 1.433902 loss_bbox_aux_dn: 0.705754 loss_giou_aux_dn: 1.426007 loss: 10.882591 eta: 22:24:28 batch_cost: 0.4818 data_cost: 0.0012 ips: 8.3017 images/s [04/10 16:25:36] ppdet.engine INFO: Epoch: [62] [6000/7329] learning_rate: 0.000100 loss_class: 0.563112 loss_bbox: 0.127308 loss_giou: 0.318260 loss_class_aux: 3.390001 loss_bbox_aux: 0.821209 loss_giou_aux: 2.062394 loss_class_dn: 0.317327 loss_bbox_dn: 0.127324 loss_giou_dn: 0.306675 loss_class_aux_dn: 1.744060 loss_bbox_aux_dn: 0.762343 loss_giou_aux_dn: 1.772456 loss: 12.804907 eta: 22:23:35 batch_cost: 0.4720 data_cost: 0.0012 ips: 8.4746 images/s [04/10 16:26:34] ppdet.engine INFO: Epoch: [62] [6100/7329] learning_rate: 0.000100 loss_class: 0.592524 loss_bbox: 0.134173 loss_giou: 0.351057 loss_class_aux: 3.717687 loss_bbox_aux: 0.880071 loss_giou_aux: 2.200719 loss_class_dn: 0.311348 loss_bbox_dn: 0.134559 loss_giou_dn: 0.326112 loss_class_aux_dn: 1.652797 loss_bbox_aux_dn: 0.817317 loss_giou_aux_dn: 1.853546 loss: 13.383378 eta: 22:22:43 batch_cost: 0.5193 data_cost: 0.0013 ips: 7.7026 images/s [04/10 16:27:32] ppdet.engine INFO: Epoch: [62] [6200/7329] learning_rate: 0.000100 loss_class: 0.613146 loss_bbox: 0.135847 loss_giou: 0.356782 loss_class_aux: 3.674361 loss_bbox_aux: 0.908805 loss_giou_aux: 2.234851 loss_class_dn: 0.331575 loss_bbox_dn: 0.158790 loss_giou_dn: 0.336185 loss_class_aux_dn: 1.772661 loss_bbox_aux_dn: 0.920340 loss_giou_aux_dn: 1.875641 loss: 13.925220 eta: 22:21:51 batch_cost: 0.5183 data_cost: 0.0012 ips: 7.7180 images/s [04/10 16:28:28] ppdet.engine INFO: Epoch: [62] [6300/7329] learning_rate: 0.000100 loss_class: 0.578547 loss_bbox: 0.134794 loss_giou: 0.416246 loss_class_aux: 3.648188 loss_bbox_aux: 0.903394 loss_giou_aux: 2.670109 loss_class_dn: 0.325310 loss_bbox_dn: 0.154418 loss_giou_dn: 0.364623 loss_class_aux_dn: 1.766874 loss_bbox_aux_dn: 0.878895 loss_giou_aux_dn: 2.053416 loss: 14.208464 eta: 22:20:59 batch_cost: 0.5058 data_cost: 0.0013 ips: 7.9084 images/s [04/10 16:29:29] ppdet.engine INFO: Epoch: [62] [6400/7329] learning_rate: 0.000100 loss_class: 0.590753 loss_bbox: 0.137243 loss_giou: 0.383750 loss_class_aux: 3.767969 loss_bbox_aux: 0.945951 loss_giou_aux: 2.442967 loss_class_dn: 0.320175 loss_bbox_dn: 0.134189 loss_giou_dn: 0.353847 loss_class_aux_dn: 1.726515 loss_bbox_aux_dn: 0.834288 loss_giou_aux_dn: 1.927577 loss: 14.227072 eta: 22:20:08 batch_cost: 0.5451 data_cost: 0.0013 ips: 7.3381 images/s [04/10 16:30:35] ppdet.engine INFO: Epoch: [62] [6500/7329] learning_rate: 0.000100 loss_class: 0.549459 loss_bbox: 0.121013 loss_giou: 0.354401 loss_class_aux: 3.432128 loss_bbox_aux: 0.817986 loss_giou_aux: 2.190814 loss_class_dn: 0.310700 loss_bbox_dn: 0.116072 loss_giou_dn: 0.334894 loss_class_aux_dn: 1.680689 loss_bbox_aux_dn: 0.696395 loss_giou_aux_dn: 1.858476 loss: 13.138477 eta: 22:19:19 batch_cost: 0.6065 data_cost: 0.0012 ips: 6.5956 images/s [04/10 16:31:36] ppdet.engine INFO: Epoch: [62] [6600/7329] learning_rate: 0.000100 loss_class: 0.605055 loss_bbox: 0.147627 loss_giou: 0.369622 loss_class_aux: 3.699268 loss_bbox_aux: 0.945590 loss_giou_aux: 2.373769 loss_class_dn: 0.326807 loss_bbox_dn: 0.153647 loss_giou_dn: 0.352118 loss_class_aux_dn: 1.763069 loss_bbox_aux_dn: 0.943943 loss_giou_aux_dn: 2.008794 loss: 13.824590 eta: 22:18:28 batch_cost: 0.5467 data_cost: 0.0012 ips: 7.3162 images/s [04/10 16:32:33] ppdet.engine INFO: Epoch: [62] [6700/7329] learning_rate: 0.000100 loss_class: 0.570973 loss_bbox: 0.128016 loss_giou: 0.376616 loss_class_aux: 3.495852 loss_bbox_aux: 0.848295 loss_giou_aux: 2.468447 loss_class_dn: 0.333501 loss_bbox_dn: 0.143581 loss_giou_dn: 0.346273 loss_class_aux_dn: 1.774263 loss_bbox_aux_dn: 0.877292 loss_giou_aux_dn: 1.990826 loss: 14.336740 eta: 22:17:35 batch_cost: 0.5121 data_cost: 0.0012 ips: 7.8109 images/s [04/10 16:33:30] ppdet.engine INFO: Epoch: [62] [6800/7329] learning_rate: 0.000100 loss_class: 0.572080 loss_bbox: 0.126968 loss_giou: 0.330609 loss_class_aux: 3.634928 loss_bbox_aux: 0.841031 loss_giou_aux: 2.160079 loss_class_dn: 0.331548 loss_bbox_dn: 0.130577 loss_giou_dn: 0.322295 loss_class_aux_dn: 1.789309 loss_bbox_aux_dn: 0.742090 loss_giou_aux_dn: 1.819714 loss: 13.320950 eta: 22:16:43 batch_cost: 0.5127 data_cost: 0.0012 ips: 7.8016 images/s [04/10 16:34:25] ppdet.engine INFO: Epoch: [62] [6900/7329] learning_rate: 0.000100 loss_class: 0.604754 loss_bbox: 0.149104 loss_giou: 0.434167 loss_class_aux: 3.871696 loss_bbox_aux: 0.987759 loss_giou_aux: 2.794716 loss_class_dn: 0.354183 loss_bbox_dn: 0.156386 loss_giou_dn: 0.400248 loss_class_aux_dn: 1.887487 loss_bbox_aux_dn: 0.894740 loss_giou_aux_dn: 2.177127 loss: 15.051926 eta: 22:15:50 batch_cost: 0.4933 data_cost: 0.0013 ips: 8.1093 images/s [04/10 16:35:20] ppdet.engine INFO: Epoch: [62] [7000/7329] learning_rate: 0.000100 loss_class: 0.583744 loss_bbox: 0.136291 loss_giou: 0.412939 loss_class_aux: 3.873962 loss_bbox_aux: 0.892303 loss_giou_aux: 2.590367 loss_class_dn: 0.344544 loss_bbox_dn: 0.144466 loss_giou_dn: 0.376414 loss_class_aux_dn: 1.882053 loss_bbox_aux_dn: 0.893365 loss_giou_aux_dn: 2.149026 loss: 14.430260 eta: 22:14:57 batch_cost: 0.4864 data_cost: 0.0012 ips: 8.2235 images/s [04/10 16:36:13] ppdet.engine INFO: Epoch: [62] [7100/7329] learning_rate: 0.000100 loss_class: 0.544865 loss_bbox: 0.122304 loss_giou: 0.370132 loss_class_aux: 3.410217 loss_bbox_aux: 0.804339 loss_giou_aux: 2.403211 loss_class_dn: 0.304314 loss_bbox_dn: 0.130628 loss_giou_dn: 0.323017 loss_class_aux_dn: 1.653344 loss_bbox_aux_dn: 0.782638 loss_giou_aux_dn: 1.842108 loss: 13.395807 eta: 22:14:04 batch_cost: 0.4726 data_cost: 0.0012 ips: 8.4642 images/s [04/10 16:37:07] ppdet.engine INFO: Epoch: [62] [7200/7329] learning_rate: 0.000100 loss_class: 0.512567 loss_bbox: 0.131839 loss_giou: 0.353198 loss_class_aux: 3.348406 loss_bbox_aux: 0.875507 loss_giou_aux: 2.191612 loss_class_dn: 0.307497 loss_bbox_dn: 0.139120 loss_giou_dn: 0.306367 loss_class_aux_dn: 1.661588 loss_bbox_aux_dn: 0.817461 loss_giou_aux_dn: 1.760893 loss: 12.771873 eta: 22:13:11 batch_cost: 0.4843 data_cost: 0.0012 ips: 8.2589 images/s [04/10 16:38:03] ppdet.engine INFO: Epoch: [62] [7300/7329] learning_rate: 0.000100 loss_class: 0.565997 loss_bbox: 0.138021 loss_giou: 0.405654 loss_class_aux: 3.579957 loss_bbox_aux: 0.931855 loss_giou_aux: 2.622854 loss_class_dn: 0.336870 loss_bbox_dn: 0.131300 loss_giou_dn: 0.379869 loss_class_aux_dn: 1.812780 loss_bbox_aux_dn: 0.759627 loss_giou_aux_dn: 2.081013 loss: 14.137796 eta: 22:12:18 batch_cost: 0.4970 data_cost: 0.0013 ips: 8.0480 images/s [04/10 16:38:23] ppdet.engine INFO: Eval iter: 0 [04/10 16:38:48] ppdet.engine INFO: Eval iter: 100 [04/10 16:39:12] ppdet.engine INFO: Eval iter: 200 [04/10 16:39:36] ppdet.engine INFO: Eval iter: 300 [04/10 16:40:01] ppdet.engine INFO: Eval iter: 400 [04/10 16:40:25] ppdet.engine INFO: Eval iter: 500 [04/10 16:40:51] ppdet.engine INFO: Eval iter: 600 [04/10 16:41:20] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.55s) creating index... index created! [04/10 16:41:20] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.31s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.38s). Accumulating evaluation results... DONE (t=28.14s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.345 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.554 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/10 16:44:01] ppdet.engine INFO: Total sample number: 5000, average FPS: 32.20812846812305 [04/10 16:44:01] ppdet.engine INFO: Best test bbox ap is 0.529. [04/10 16:44:02] ppdet.engine INFO: Epoch: [63] [ 0/7329] learning_rate: 0.000100 loss_class: 0.548571 loss_bbox: 0.143527 loss_giou: 0.383306 loss_class_aux: 3.375680 loss_bbox_aux: 0.933580 loss_giou_aux: 2.485727 loss_class_dn: 0.329623 loss_bbox_dn: 0.138426 loss_giou_dn: 0.355829 loss_class_aux_dn: 1.739849 loss_bbox_aux_dn: 0.808046 loss_giou_aux_dn: 1.977721 loss: 13.711014 eta: 22:12:03 batch_cost: 0.4969 data_cost: 0.0014 ips: 8.0496 images/s [04/10 16:44:58] ppdet.engine INFO: Epoch: [63] [ 100/7329] learning_rate: 0.000100 loss_class: 0.577698 loss_bbox: 0.138897 loss_giou: 0.411339 loss_class_aux: 3.711083 loss_bbox_aux: 0.911669 loss_giou_aux: 2.624142 loss_class_dn: 0.329568 loss_bbox_dn: 0.133466 loss_giou_dn: 0.380101 loss_class_aux_dn: 1.768603 loss_bbox_aux_dn: 0.807952 loss_giou_aux_dn: 2.075318 loss: 14.138445 eta: 22:11:10 batch_cost: 0.4965 data_cost: 0.0013 ips: 8.0564 images/s [04/10 16:45:57] ppdet.engine INFO: Epoch: [63] [ 200/7329] learning_rate: 0.000100 loss_class: 0.595264 loss_bbox: 0.139226 loss_giou: 0.382987 loss_class_aux: 3.698097 loss_bbox_aux: 0.952280 loss_giou_aux: 2.487712 loss_class_dn: 0.316530 loss_bbox_dn: 0.127344 loss_giou_dn: 0.352034 loss_class_aux_dn: 1.694771 loss_bbox_aux_dn: 0.768856 loss_giou_aux_dn: 2.028515 loss: 13.524532 eta: 22:10:18 batch_cost: 0.5239 data_cost: 0.0013 ips: 7.6354 images/s [04/10 16:46:52] ppdet.engine INFO: Epoch: [63] [ 300/7329] learning_rate: 0.000100 loss_class: 0.598131 loss_bbox: 0.143738 loss_giou: 0.456082 loss_class_aux: 3.765769 loss_bbox_aux: 0.942278 loss_giou_aux: 2.920768 loss_class_dn: 0.350476 loss_bbox_dn: 0.143258 loss_giou_dn: 0.417674 loss_class_aux_dn: 1.866329 loss_bbox_aux_dn: 0.862150 loss_giou_aux_dn: 2.316095 loss: 15.382584 eta: 22:09:26 batch_cost: 0.4951 data_cost: 0.0012 ips: 8.0794 images/s [04/10 16:47:46] ppdet.engine INFO: Epoch: [63] [ 400/7329] learning_rate: 0.000100 loss_class: 0.518861 loss_bbox: 0.121426 loss_giou: 0.363975 loss_class_aux: 3.280295 loss_bbox_aux: 0.836014 loss_giou_aux: 2.307626 loss_class_dn: 0.300136 loss_bbox_dn: 0.125209 loss_giou_dn: 0.297682 loss_class_aux_dn: 1.607098 loss_bbox_aux_dn: 0.796336 loss_giou_aux_dn: 1.717729 loss: 12.050741 eta: 22:08:33 batch_cost: 0.4849 data_cost: 0.0012 ips: 8.2491 images/s [04/10 16:48:46] ppdet.engine INFO: Epoch: [63] [ 500/7329] learning_rate: 0.000100 loss_class: 0.586463 loss_bbox: 0.141954 loss_giou: 0.351086 loss_class_aux: 3.938738 loss_bbox_aux: 0.969606 loss_giou_aux: 2.221901 loss_class_dn: 0.321079 loss_bbox_dn: 0.147428 loss_giou_dn: 0.337244 loss_class_aux_dn: 1.770435 loss_bbox_aux_dn: 0.913823 loss_giou_aux_dn: 1.918066 loss: 13.970306 eta: 22:07:41 batch_cost: 0.5345 data_cost: 0.0014 ips: 7.4836 images/s [04/10 16:49:44] ppdet.engine INFO: Epoch: [63] [ 600/7329] learning_rate: 0.000100 loss_class: 0.528625 loss_bbox: 0.127288 loss_giou: 0.330767 loss_class_aux: 3.410405 loss_bbox_aux: 0.896273 loss_giou_aux: 2.088217 loss_class_dn: 0.288995 loss_bbox_dn: 0.132279 loss_giou_dn: 0.283821 loss_class_aux_dn: 1.570556 loss_bbox_aux_dn: 0.807701 loss_giou_aux_dn: 1.674346 loss: 12.165925 eta: 22:06:49 batch_cost: 0.5199 data_cost: 0.0013 ips: 7.6944 images/s [04/10 16:50:42] ppdet.engine INFO: Epoch: [63] [ 700/7329] learning_rate: 0.000100 loss_class: 0.621709 loss_bbox: 0.153627 loss_giou: 0.437680 loss_class_aux: 3.987338 loss_bbox_aux: 0.953610 loss_giou_aux: 2.891421 loss_class_dn: 0.370028 loss_bbox_dn: 0.142810 loss_giou_dn: 0.421228 loss_class_aux_dn: 2.000549 loss_bbox_aux_dn: 0.865121 loss_giou_aux_dn: 2.380465 loss: 15.896914 eta: 22:05:58 batch_cost: 0.5283 data_cost: 0.0013 ips: 7.5716 images/s [04/10 16:51:42] ppdet.engine INFO: Epoch: [63] [ 800/7329] learning_rate: 0.000100 loss_class: 0.579616 loss_bbox: 0.140545 loss_giou: 0.366703 loss_class_aux: 3.710545 loss_bbox_aux: 0.912506 loss_giou_aux: 2.501618 loss_class_dn: 0.346821 loss_bbox_dn: 0.145287 loss_giou_dn: 0.347751 loss_class_aux_dn: 1.854643 loss_bbox_aux_dn: 0.834558 loss_giou_aux_dn: 1.916586 loss: 13.723030 eta: 22:05:06 batch_cost: 0.5407 data_cost: 0.0013 ips: 7.3985 images/s [04/10 16:52:39] ppdet.engine INFO: Epoch: [63] [ 900/7329] learning_rate: 0.000100 loss_class: 0.483003 loss_bbox: 0.121972 loss_giou: 0.373704 loss_class_aux: 3.227404 loss_bbox_aux: 0.831117 loss_giou_aux: 2.457456 loss_class_dn: 0.310696 loss_bbox_dn: 0.130604 loss_giou_dn: 0.364272 loss_class_aux_dn: 1.680893 loss_bbox_aux_dn: 0.798169 loss_giou_aux_dn: 1.992333 loss: 12.966844 eta: 22:04:14 batch_cost: 0.5012 data_cost: 0.0013 ips: 7.9808 images/s [04/10 16:53:37] ppdet.engine INFO: Epoch: [63] [1000/7329] learning_rate: 0.000100 loss_class: 0.612311 loss_bbox: 0.127556 loss_giou: 0.436174 loss_class_aux: 3.728997 loss_bbox_aux: 0.856827 loss_giou_aux: 2.772197 loss_class_dn: 0.348815 loss_bbox_dn: 0.128722 loss_giou_dn: 0.378026 loss_class_aux_dn: 1.855607 loss_bbox_aux_dn: 0.780020 loss_giou_aux_dn: 2.102354 loss: 14.717797 eta: 22:03:22 batch_cost: 0.5166 data_cost: 0.0016 ips: 7.7435 images/s [04/10 16:54:30] ppdet.engine INFO: Epoch: [63] [1100/7329] learning_rate: 0.000100 loss_class: 0.594946 loss_bbox: 0.127876 loss_giou: 0.409621 loss_class_aux: 3.802320 loss_bbox_aux: 0.849216 loss_giou_aux: 2.610763 loss_class_dn: 0.349303 loss_bbox_dn: 0.124260 loss_giou_dn: 0.368790 loss_class_aux_dn: 1.875432 loss_bbox_aux_dn: 0.761259 loss_giou_aux_dn: 2.093389 loss: 14.124198 eta: 22:02:28 batch_cost: 0.4765 data_cost: 0.0013 ips: 8.3950 images/s [04/10 16:55:26] ppdet.engine INFO: Epoch: [63] [1200/7329] learning_rate: 0.000100 loss_class: 0.512395 loss_bbox: 0.114381 loss_giou: 0.327595 loss_class_aux: 3.294536 loss_bbox_aux: 0.775445 loss_giou_aux: 2.072348 loss_class_dn: 0.276196 loss_bbox_dn: 0.122943 loss_giou_dn: 0.304654 loss_class_aux_dn: 1.505970 loss_bbox_aux_dn: 0.769120 loss_giou_aux_dn: 1.696197 loss: 11.938423 eta: 22:01:36 batch_cost: 0.4940 data_cost: 0.0012 ips: 8.0975 images/s [04/10 16:56:23] ppdet.engine INFO: Epoch: [63] [1300/7329] learning_rate: 0.000100 loss_class: 0.627745 loss_bbox: 0.131033 loss_giou: 0.366873 loss_class_aux: 3.947647 loss_bbox_aux: 0.869706 loss_giou_aux: 2.385727 loss_class_dn: 0.355566 loss_bbox_dn: 0.135399 loss_giou_dn: 0.361752 loss_class_aux_dn: 1.916815 loss_bbox_aux_dn: 0.817977 loss_giou_aux_dn: 2.095071 loss: 14.111528 eta: 22:00:43 batch_cost: 0.5020 data_cost: 0.0015 ips: 7.9677 images/s [04/10 16:57:16] ppdet.engine INFO: Epoch: [63] [1400/7329] learning_rate: 0.000100 loss_class: 0.491944 loss_bbox: 0.104498 loss_giou: 0.326523 loss_class_aux: 3.207955 loss_bbox_aux: 0.711426 loss_giou_aux: 2.109074 loss_class_dn: 0.286588 loss_bbox_dn: 0.128985 loss_giou_dn: 0.316398 loss_class_aux_dn: 1.572800 loss_bbox_aux_dn: 0.798164 loss_giou_aux_dn: 1.783436 loss: 12.518057 eta: 21:59:50 batch_cost: 0.4700 data_cost: 0.0011 ips: 8.5111 images/s [04/10 16:58:10] ppdet.engine INFO: Epoch: [63] [1500/7329] learning_rate: 0.000100 loss_class: 0.525844 loss_bbox: 0.125807 loss_giou: 0.397237 loss_class_aux: 3.383616 loss_bbox_aux: 0.820027 loss_giou_aux: 2.587270 loss_class_dn: 0.333967 loss_bbox_dn: 0.118606 loss_giou_dn: 0.367737 loss_class_aux_dn: 1.788778 loss_bbox_aux_dn: 0.724921 loss_giou_aux_dn: 2.073862 loss: 14.199094 eta: 21:58:57 batch_cost: 0.4850 data_cost: 0.0012 ips: 8.2477 images/s [04/10 16:59:05] ppdet.engine INFO: Epoch: [63] [1600/7329] learning_rate: 0.000100 loss_class: 0.498348 loss_bbox: 0.135740 loss_giou: 0.366116 loss_class_aux: 3.178030 loss_bbox_aux: 0.879271 loss_giou_aux: 2.255491 loss_class_dn: 0.301006 loss_bbox_dn: 0.130063 loss_giou_dn: 0.320428 loss_class_aux_dn: 1.629656 loss_bbox_aux_dn: 0.779003 loss_giou_aux_dn: 1.801538 loss: 12.433983 eta: 21:58:04 batch_cost: 0.4888 data_cost: 0.0012 ips: 8.1829 images/s [04/10 17:00:00] ppdet.engine INFO: Epoch: [63] [1700/7329] learning_rate: 0.000100 loss_class: 0.510424 loss_bbox: 0.121068 loss_giou: 0.356848 loss_class_aux: 3.295478 loss_bbox_aux: 0.841342 loss_giou_aux: 2.390697 loss_class_dn: 0.292566 loss_bbox_dn: 0.127266 loss_giou_dn: 0.323409 loss_class_aux_dn: 1.602076 loss_bbox_aux_dn: 0.763155 loss_giou_aux_dn: 1.908624 loss: 12.377245 eta: 21:57:11 batch_cost: 0.4894 data_cost: 0.0014 ips: 8.1734 images/s [04/10 17:00:58] ppdet.engine INFO: Epoch: [63] [1800/7329] learning_rate: 0.000100 loss_class: 0.547832 loss_bbox: 0.112608 loss_giou: 0.322822 loss_class_aux: 3.350720 loss_bbox_aux: 0.712275 loss_giou_aux: 2.073718 loss_class_dn: 0.295609 loss_bbox_dn: 0.109894 loss_giou_dn: 0.309134 loss_class_aux_dn: 1.626719 loss_bbox_aux_dn: 0.665646 loss_giou_aux_dn: 1.798513 loss: 12.436073 eta: 21:56:19 batch_cost: 0.5135 data_cost: 0.0014 ips: 7.7897 images/s [04/10 17:01:53] ppdet.engine INFO: Epoch: [63] [1900/7329] learning_rate: 0.000100 loss_class: 0.570265 loss_bbox: 0.125472 loss_giou: 0.407967 loss_class_aux: 3.677756 loss_bbox_aux: 0.828443 loss_giou_aux: 2.456569 loss_class_dn: 0.324765 loss_bbox_dn: 0.127748 loss_giou_dn: 0.371248 loss_class_aux_dn: 1.748223 loss_bbox_aux_dn: 0.787401 loss_giou_aux_dn: 2.013348 loss: 14.161581 eta: 21:55:26 batch_cost: 0.4961 data_cost: 0.0013 ips: 8.0635 images/s [04/10 17:02:51] ppdet.engine INFO: Epoch: [63] [2000/7329] learning_rate: 0.000100 loss_class: 0.549117 loss_bbox: 0.128368 loss_giou: 0.415184 loss_class_aux: 3.327832 loss_bbox_aux: 0.876785 loss_giou_aux: 2.633268 loss_class_dn: 0.335657 loss_bbox_dn: 0.126328 loss_giou_dn: 0.358477 loss_class_aux_dn: 1.752887 loss_bbox_aux_dn: 0.758225 loss_giou_aux_dn: 1.996141 loss: 14.099745 eta: 21:54:34 batch_cost: 0.5218 data_cost: 0.0013 ips: 7.6652 images/s [04/10 17:03:44] ppdet.engine INFO: Epoch: [63] [2100/7329] learning_rate: 0.000100 loss_class: 0.583812 loss_bbox: 0.134005 loss_giou: 0.393568 loss_class_aux: 3.753531 loss_bbox_aux: 0.884570 loss_giou_aux: 2.514085 loss_class_dn: 0.338910 loss_bbox_dn: 0.138713 loss_giou_dn: 0.361854 loss_class_aux_dn: 1.841112 loss_bbox_aux_dn: 0.860035 loss_giou_aux_dn: 2.073716 loss: 14.587385 eta: 21:53:41 batch_cost: 0.4680 data_cost: 0.0012 ips: 8.5462 images/s [04/10 17:04:37] ppdet.engine INFO: Epoch: [63] [2200/7329] learning_rate: 0.000100 loss_class: 0.568111 loss_bbox: 0.135286 loss_giou: 0.424817 loss_class_aux: 3.523864 loss_bbox_aux: 0.887715 loss_giou_aux: 2.606261 loss_class_dn: 0.337295 loss_bbox_dn: 0.121340 loss_giou_dn: 0.384387 loss_class_aux_dn: 1.826354 loss_bbox_aux_dn: 0.764569 loss_giou_aux_dn: 2.161594 loss: 14.189663 eta: 21:52:47 batch_cost: 0.4741 data_cost: 0.0014 ips: 8.4374 images/s [04/10 17:05:30] ppdet.engine INFO: Epoch: [63] [2300/7329] learning_rate: 0.000100 loss_class: 0.505652 loss_bbox: 0.125810 loss_giou: 0.338552 loss_class_aux: 3.115976 loss_bbox_aux: 0.835621 loss_giou_aux: 2.138401 loss_class_dn: 0.310321 loss_bbox_dn: 0.121804 loss_giou_dn: 0.309615 loss_class_aux_dn: 1.659763 loss_bbox_aux_dn: 0.720123 loss_giou_aux_dn: 1.679055 loss: 12.904871 eta: 21:51:54 batch_cost: 0.4697 data_cost: 0.0012 ips: 8.5165 images/s [04/10 17:06:23] ppdet.engine INFO: Epoch: [63] [2400/7329] learning_rate: 0.000100 loss_class: 0.533244 loss_bbox: 0.125425 loss_giou: 0.385675 loss_class_aux: 3.359881 loss_bbox_aux: 0.854938 loss_giou_aux: 2.465942 loss_class_dn: 0.329743 loss_bbox_dn: 0.124258 loss_giou_dn: 0.322117 loss_class_aux_dn: 1.779635 loss_bbox_aux_dn: 0.772925 loss_giou_aux_dn: 1.797088 loss: 13.203735 eta: 21:51:00 batch_cost: 0.4748 data_cost: 0.0012 ips: 8.4248 images/s [04/10 17:07:19] ppdet.engine INFO: Epoch: [63] [2500/7329] learning_rate: 0.000100 loss_class: 0.583524 loss_bbox: 0.135826 loss_giou: 0.387467 loss_class_aux: 3.695963 loss_bbox_aux: 0.881849 loss_giou_aux: 2.414287 loss_class_dn: 0.338378 loss_bbox_dn: 0.139749 loss_giou_dn: 0.347248 loss_class_aux_dn: 1.858148 loss_bbox_aux_dn: 0.853667 loss_giou_aux_dn: 1.969484 loss: 14.610181 eta: 21:50:08 batch_cost: 0.4994 data_cost: 0.0012 ips: 8.0100 images/s [04/10 17:08:15] ppdet.engine INFO: Epoch: [63] [2600/7329] learning_rate: 0.000100 loss_class: 0.583295 loss_bbox: 0.126345 loss_giou: 0.401569 loss_class_aux: 3.563068 loss_bbox_aux: 0.894262 loss_giou_aux: 2.675386 loss_class_dn: 0.340763 loss_bbox_dn: 0.138231 loss_giou_dn: 0.384616 loss_class_aux_dn: 1.852267 loss_bbox_aux_dn: 0.784445 loss_giou_aux_dn: 2.129860 loss: 14.291195 eta: 21:49:15 batch_cost: 0.4982 data_cost: 0.0014 ips: 8.0286 images/s [04/10 17:09:09] ppdet.engine INFO: Epoch: [63] [2700/7329] learning_rate: 0.000100 loss_class: 0.587906 loss_bbox: 0.128551 loss_giou: 0.434176 loss_class_aux: 3.745393 loss_bbox_aux: 0.877304 loss_giou_aux: 2.627688 loss_class_dn: 0.348657 loss_bbox_dn: 0.147177 loss_giou_dn: 0.386708 loss_class_aux_dn: 1.885568 loss_bbox_aux_dn: 0.873099 loss_giou_aux_dn: 2.171439 loss: 14.376572 eta: 21:48:22 batch_cost: 0.4796 data_cost: 0.0014 ips: 8.3403 images/s [04/10 17:10:02] ppdet.engine INFO: Epoch: [63] [2800/7329] learning_rate: 0.000100 loss_class: 0.544805 loss_bbox: 0.135518 loss_giou: 0.387603 loss_class_aux: 3.369431 loss_bbox_aux: 0.890753 loss_giou_aux: 2.530363 loss_class_dn: 0.335553 loss_bbox_dn: 0.139437 loss_giou_dn: 0.357714 loss_class_aux_dn: 1.731770 loss_bbox_aux_dn: 0.787845 loss_giou_aux_dn: 2.001844 loss: 14.024742 eta: 21:47:28 batch_cost: 0.4679 data_cost: 0.0012 ips: 8.5493 images/s [04/10 17:10:54] ppdet.engine INFO: Epoch: [63] [2900/7329] learning_rate: 0.000100 loss_class: 0.616785 loss_bbox: 0.130868 loss_giou: 0.473027 loss_class_aux: 3.866001 loss_bbox_aux: 0.831194 loss_giou_aux: 3.091062 loss_class_dn: 0.387261 loss_bbox_dn: 0.133913 loss_giou_dn: 0.439013 loss_class_aux_dn: 2.025322 loss_bbox_aux_dn: 0.774147 loss_giou_aux_dn: 2.441462 loss: 16.285631 eta: 21:46:35 batch_cost: 0.4678 data_cost: 0.0013 ips: 8.5506 images/s [04/10 17:11:53] ppdet.engine INFO: Epoch: [63] [3000/7329] learning_rate: 0.000100 loss_class: 0.576920 loss_bbox: 0.135786 loss_giou: 0.364280 loss_class_aux: 3.571364 loss_bbox_aux: 0.883883 loss_giou_aux: 2.438110 loss_class_dn: 0.315694 loss_bbox_dn: 0.133461 loss_giou_dn: 0.355382 loss_class_aux_dn: 1.702576 loss_bbox_aux_dn: 0.798965 loss_giou_aux_dn: 2.019876 loss: 13.317635 eta: 21:45:43 batch_cost: 0.5155 data_cost: 0.0020 ips: 7.7600 images/s [04/10 17:12:55] ppdet.engine INFO: Epoch: [63] [3100/7329] learning_rate: 0.000100 loss_class: 0.482840 loss_bbox: 0.119102 loss_giou: 0.313842 loss_class_aux: 3.069658 loss_bbox_aux: 0.783118 loss_giou_aux: 1.895873 loss_class_dn: 0.273043 loss_bbox_dn: 0.116637 loss_giou_dn: 0.286664 loss_class_aux_dn: 1.517715 loss_bbox_aux_dn: 0.703882 loss_giou_aux_dn: 1.656759 loss: 11.448893 eta: 21:44:52 batch_cost: 0.5557 data_cost: 0.0014 ips: 7.1984 images/s [04/10 17:13:55] ppdet.engine INFO: Epoch: [63] [3200/7329] learning_rate: 0.000100 loss_class: 0.620374 loss_bbox: 0.139310 loss_giou: 0.437419 loss_class_aux: 4.036717 loss_bbox_aux: 0.908143 loss_giou_aux: 2.688535 loss_class_dn: 0.368042 loss_bbox_dn: 0.134603 loss_giou_dn: 0.383888 loss_class_aux_dn: 1.955083 loss_bbox_aux_dn: 0.802579 loss_giou_aux_dn: 2.140576 loss: 14.681780 eta: 21:44:01 batch_cost: 0.5385 data_cost: 0.0012 ips: 7.4275 images/s [04/10 17:14:54] ppdet.engine INFO: Epoch: [63] [3300/7329] learning_rate: 0.000100 loss_class: 0.616758 loss_bbox: 0.143751 loss_giou: 0.420333 loss_class_aux: 3.879907 loss_bbox_aux: 0.921951 loss_giou_aux: 2.639558 loss_class_dn: 0.343300 loss_bbox_dn: 0.144472 loss_giou_dn: 0.380392 loss_class_aux_dn: 1.847291 loss_bbox_aux_dn: 0.853557 loss_giou_aux_dn: 2.183050 loss: 14.669870 eta: 21:43:09 batch_cost: 0.5356 data_cost: 0.0013 ips: 7.4687 images/s [04/10 17:15:49] ppdet.engine INFO: Epoch: [63] [3400/7329] learning_rate: 0.000100 loss_class: 0.536671 loss_bbox: 0.121140 loss_giou: 0.372573 loss_class_aux: 3.402870 loss_bbox_aux: 0.838087 loss_giou_aux: 2.359687 loss_class_dn: 0.333969 loss_bbox_dn: 0.132082 loss_giou_dn: 0.345768 loss_class_aux_dn: 1.811542 loss_bbox_aux_dn: 0.756224 loss_giou_aux_dn: 1.931214 loss: 13.676189 eta: 21:42:16 batch_cost: 0.4858 data_cost: 0.0013 ips: 8.2343 images/s [04/10 17:16:45] ppdet.engine INFO: Epoch: [63] [3500/7329] learning_rate: 0.000100 loss_class: 0.569693 loss_bbox: 0.132450 loss_giou: 0.364907 loss_class_aux: 3.591802 loss_bbox_aux: 0.853614 loss_giou_aux: 2.375462 loss_class_dn: 0.352501 loss_bbox_dn: 0.129068 loss_giou_dn: 0.378260 loss_class_aux_dn: 1.858240 loss_bbox_aux_dn: 0.753268 loss_giou_aux_dn: 2.117667 loss: 14.613882 eta: 21:41:24 batch_cost: 0.4970 data_cost: 0.0015 ips: 8.0490 images/s [04/10 17:17:41] ppdet.engine INFO: Epoch: [63] [3600/7329] learning_rate: 0.000100 loss_class: 0.573925 loss_bbox: 0.130112 loss_giou: 0.350757 loss_class_aux: 3.524056 loss_bbox_aux: 0.873273 loss_giou_aux: 2.298233 loss_class_dn: 0.324300 loss_bbox_dn: 0.129785 loss_giou_dn: 0.334910 loss_class_aux_dn: 1.769672 loss_bbox_aux_dn: 0.792665 loss_giou_aux_dn: 1.944564 loss: 14.145855 eta: 21:40:31 batch_cost: 0.5060 data_cost: 0.0012 ips: 7.9053 images/s [04/10 17:18:36] ppdet.engine INFO: Epoch: [63] [3700/7329] learning_rate: 0.000100 loss_class: 0.547243 loss_bbox: 0.121844 loss_giou: 0.324934 loss_class_aux: 3.441694 loss_bbox_aux: 0.829522 loss_giou_aux: 2.083836 loss_class_dn: 0.297791 loss_bbox_dn: 0.132327 loss_giou_dn: 0.319794 loss_class_aux_dn: 1.635873 loss_bbox_aux_dn: 0.781999 loss_giou_aux_dn: 1.829290 loss: 12.511566 eta: 21:39:38 batch_cost: 0.4854 data_cost: 0.0012 ips: 8.2404 images/s [04/10 17:19:31] ppdet.engine INFO: Epoch: [63] [3800/7329] learning_rate: 0.000100 loss_class: 0.553774 loss_bbox: 0.120163 loss_giou: 0.318023 loss_class_aux: 3.361457 loss_bbox_aux: 0.769641 loss_giou_aux: 2.075491 loss_class_dn: 0.319636 loss_bbox_dn: 0.120141 loss_giou_dn: 0.314931 loss_class_aux_dn: 1.701097 loss_bbox_aux_dn: 0.730993 loss_giou_aux_dn: 1.780484 loss: 12.996560 eta: 21:38:46 batch_cost: 0.4957 data_cost: 0.0012 ips: 8.0692 images/s [04/10 17:20:27] ppdet.engine INFO: Epoch: [63] [3900/7329] learning_rate: 0.000100 loss_class: 0.507179 loss_bbox: 0.126816 loss_giou: 0.396144 loss_class_aux: 3.421226 loss_bbox_aux: 0.835254 loss_giou_aux: 2.618287 loss_class_dn: 0.332248 loss_bbox_dn: 0.118658 loss_giou_dn: 0.358650 loss_class_aux_dn: 1.798118 loss_bbox_aux_dn: 0.715350 loss_giou_aux_dn: 2.067527 loss: 13.533290 eta: 21:37:53 batch_cost: 0.4961 data_cost: 0.0013 ips: 8.0632 images/s [04/10 17:21:23] ppdet.engine INFO: Epoch: [63] [4000/7329] learning_rate: 0.000100 loss_class: 0.568250 loss_bbox: 0.121676 loss_giou: 0.389268 loss_class_aux: 3.668066 loss_bbox_aux: 0.808799 loss_giou_aux: 2.445703 loss_class_dn: 0.340373 loss_bbox_dn: 0.128747 loss_giou_dn: 0.350622 loss_class_aux_dn: 1.733536 loss_bbox_aux_dn: 0.776096 loss_giou_aux_dn: 1.988012 loss: 13.551868 eta: 21:37:01 batch_cost: 0.5074 data_cost: 0.0012 ips: 7.8830 images/s [04/10 17:22:17] ppdet.engine INFO: Epoch: [63] [4100/7329] learning_rate: 0.000100 loss_class: 0.543377 loss_bbox: 0.121976 loss_giou: 0.364330 loss_class_aux: 3.403304 loss_bbox_aux: 0.835146 loss_giou_aux: 2.241869 loss_class_dn: 0.308609 loss_bbox_dn: 0.107912 loss_giou_dn: 0.305223 loss_class_aux_dn: 1.690693 loss_bbox_aux_dn: 0.642276 loss_giou_aux_dn: 1.753099 loss: 12.801807 eta: 21:36:07 batch_cost: 0.4793 data_cost: 0.0012 ips: 8.3447 images/s [04/10 17:23:14] ppdet.engine INFO: Epoch: [63] [4200/7329] learning_rate: 0.000100 loss_class: 0.645744 loss_bbox: 0.163372 loss_giou: 0.488926 loss_class_aux: 4.031365 loss_bbox_aux: 1.054095 loss_giou_aux: 3.060629 loss_class_dn: 0.376370 loss_bbox_dn: 0.143224 loss_giou_dn: 0.431376 loss_class_aux_dn: 2.021548 loss_bbox_aux_dn: 0.871054 loss_giou_aux_dn: 2.397590 loss: 16.555809 eta: 21:35:15 batch_cost: 0.5075 data_cost: 0.0014 ips: 7.8815 images/s [04/10 17:24:14] ppdet.engine INFO: Epoch: [63] [4300/7329] learning_rate: 0.000100 loss_class: 0.583894 loss_bbox: 0.131296 loss_giou: 0.368781 loss_class_aux: 3.716734 loss_bbox_aux: 0.931101 loss_giou_aux: 2.304167 loss_class_dn: 0.317396 loss_bbox_dn: 0.151147 loss_giou_dn: 0.352404 loss_class_aux_dn: 1.729131 loss_bbox_aux_dn: 0.904735 loss_giou_aux_dn: 1.975787 loss: 13.737179 eta: 21:34:24 batch_cost: 0.5348 data_cost: 0.0013 ips: 7.4788 images/s [04/10 17:25:10] ppdet.engine INFO: Epoch: [63] [4400/7329] learning_rate: 0.000100 loss_class: 0.604377 loss_bbox: 0.152427 loss_giou: 0.389231 loss_class_aux: 3.763748 loss_bbox_aux: 0.963101 loss_giou_aux: 2.492048 loss_class_dn: 0.318311 loss_bbox_dn: 0.153175 loss_giou_dn: 0.383609 loss_class_aux_dn: 1.748684 loss_bbox_aux_dn: 0.885095 loss_giou_aux_dn: 2.101407 loss: 14.934369 eta: 21:33:31 batch_cost: 0.5044 data_cost: 0.0012 ips: 7.9299 images/s [04/10 17:26:04] ppdet.engine INFO: Epoch: [63] [4500/7329] learning_rate: 0.000100 loss_class: 0.570187 loss_bbox: 0.138218 loss_giou: 0.393957 loss_class_aux: 3.654257 loss_bbox_aux: 0.904424 loss_giou_aux: 2.562603 loss_class_dn: 0.328224 loss_bbox_dn: 0.133097 loss_giou_dn: 0.346212 loss_class_aux_dn: 1.788331 loss_bbox_aux_dn: 0.802922 loss_giou_aux_dn: 1.967797 loss: 13.424646 eta: 21:32:38 batch_cost: 0.4801 data_cost: 0.0013 ips: 8.3321 images/s [04/10 17:26:57] ppdet.engine INFO: Epoch: [63] [4600/7329] learning_rate: 0.000100 loss_class: 0.559988 loss_bbox: 0.126292 loss_giou: 0.372939 loss_class_aux: 3.608537 loss_bbox_aux: 0.874128 loss_giou_aux: 2.490196 loss_class_dn: 0.326349 loss_bbox_dn: 0.131832 loss_giou_dn: 0.362739 loss_class_aux_dn: 1.728064 loss_bbox_aux_dn: 0.772655 loss_giou_aux_dn: 2.002817 loss: 13.693122 eta: 21:31:45 batch_cost: 0.4713 data_cost: 0.0014 ips: 8.4868 images/s [04/10 17:27:50] ppdet.engine INFO: Epoch: [63] [4700/7329] learning_rate: 0.000100 loss_class: 0.545948 loss_bbox: 0.133035 loss_giou: 0.422843 loss_class_aux: 3.535312 loss_bbox_aux: 0.872608 loss_giou_aux: 2.653232 loss_class_dn: 0.316335 loss_bbox_dn: 0.129558 loss_giou_dn: 0.380248 loss_class_aux_dn: 1.705902 loss_bbox_aux_dn: 0.770903 loss_giou_aux_dn: 2.114429 loss: 13.086470 eta: 21:30:52 batch_cost: 0.4762 data_cost: 0.0014 ips: 8.4000 images/s [04/10 17:28:43] ppdet.engine INFO: Epoch: [63] [4800/7329] learning_rate: 0.000100 loss_class: 0.560539 loss_bbox: 0.140064 loss_giou: 0.391968 loss_class_aux: 3.339195 loss_bbox_aux: 0.922535 loss_giou_aux: 2.465596 loss_class_dn: 0.320403 loss_bbox_dn: 0.138490 loss_giou_dn: 0.369008 loss_class_aux_dn: 1.742156 loss_bbox_aux_dn: 0.824134 loss_giou_aux_dn: 2.036981 loss: 14.204969 eta: 21:29:58 batch_cost: 0.4673 data_cost: 0.0013 ips: 8.5591 images/s [04/10 17:29:44] ppdet.engine INFO: Epoch: [63] [4900/7329] learning_rate: 0.000100 loss_class: 0.503876 loss_bbox: 0.131265 loss_giou: 0.342333 loss_class_aux: 3.015128 loss_bbox_aux: 0.857663 loss_giou_aux: 2.173736 loss_class_dn: 0.274210 loss_bbox_dn: 0.121159 loss_giou_dn: 0.294270 loss_class_aux_dn: 1.475954 loss_bbox_aux_dn: 0.752432 loss_giou_aux_dn: 1.665667 loss: 11.763557 eta: 21:29:07 batch_cost: 0.5532 data_cost: 0.0012 ips: 7.2312 images/s [04/10 17:30:43] ppdet.engine INFO: Epoch: [63] [5000/7329] learning_rate: 0.000100 loss_class: 0.542680 loss_bbox: 0.135354 loss_giou: 0.344015 loss_class_aux: 3.407814 loss_bbox_aux: 0.881464 loss_giou_aux: 2.164975 loss_class_dn: 0.303215 loss_bbox_dn: 0.130746 loss_giou_dn: 0.305804 loss_class_aux_dn: 1.622283 loss_bbox_aux_dn: 0.804220 loss_giou_aux_dn: 1.750475 loss: 12.717021 eta: 21:28:15 batch_cost: 0.5252 data_cost: 0.0014 ips: 7.6162 images/s [04/10 17:31:45] ppdet.engine INFO: Epoch: [63] [5100/7329] learning_rate: 0.000100 loss_class: 0.568718 loss_bbox: 0.138175 loss_giou: 0.440214 loss_class_aux: 3.642824 loss_bbox_aux: 0.893256 loss_giou_aux: 2.763455 loss_class_dn: 0.349892 loss_bbox_dn: 0.136881 loss_giou_dn: 0.424013 loss_class_aux_dn: 1.889950 loss_bbox_aux_dn: 0.849727 loss_giou_aux_dn: 2.309770 loss: 14.641246 eta: 21:27:24 batch_cost: 0.5480 data_cost: 0.0019 ips: 7.2990 images/s [04/10 17:32:39] ppdet.engine INFO: Epoch: [63] [5200/7329] learning_rate: 0.000100 loss_class: 0.538148 loss_bbox: 0.129510 loss_giou: 0.335765 loss_class_aux: 3.431498 loss_bbox_aux: 0.851971 loss_giou_aux: 2.143595 loss_class_dn: 0.296949 loss_bbox_dn: 0.130390 loss_giou_dn: 0.322497 loss_class_aux_dn: 1.649622 loss_bbox_aux_dn: 0.774010 loss_giou_aux_dn: 1.808037 loss: 12.882233 eta: 21:26:31 batch_cost: 0.4816 data_cost: 0.0013 ips: 8.3054 images/s [04/10 17:33:38] ppdet.engine INFO: Epoch: [63] [5300/7329] learning_rate: 0.000100 loss_class: 0.541855 loss_bbox: 0.139169 loss_giou: 0.344181 loss_class_aux: 3.463832 loss_bbox_aux: 0.929613 loss_giou_aux: 2.314996 loss_class_dn: 0.319178 loss_bbox_dn: 0.150689 loss_giou_dn: 0.329678 loss_class_aux_dn: 1.736614 loss_bbox_aux_dn: 0.879958 loss_giou_aux_dn: 1.839257 loss: 12.171190 eta: 21:25:40 batch_cost: 0.5324 data_cost: 0.0012 ips: 7.5133 images/s [04/10 17:34:32] ppdet.engine INFO: Epoch: [63] [5400/7329] learning_rate: 0.000100 loss_class: 0.555914 loss_bbox: 0.122583 loss_giou: 0.354555 loss_class_aux: 3.505141 loss_bbox_aux: 0.836520 loss_giou_aux: 2.281773 loss_class_dn: 0.312147 loss_bbox_dn: 0.138030 loss_giou_dn: 0.325356 loss_class_aux_dn: 1.686362 loss_bbox_aux_dn: 0.816932 loss_giou_aux_dn: 1.881945 loss: 13.724521 eta: 21:24:47 batch_cost: 0.4767 data_cost: 0.0012 ips: 8.3916 images/s [04/10 17:35:26] ppdet.engine INFO: Epoch: [63] [5500/7329] learning_rate: 0.000100 loss_class: 0.621795 loss_bbox: 0.145533 loss_giou: 0.418384 loss_class_aux: 4.049600 loss_bbox_aux: 0.942506 loss_giou_aux: 2.666923 loss_class_dn: 0.346797 loss_bbox_dn: 0.143493 loss_giou_dn: 0.376747 loss_class_aux_dn: 1.907451 loss_bbox_aux_dn: 0.863288 loss_giou_aux_dn: 2.149711 loss: 15.079153 eta: 21:23:53 batch_cost: 0.4783 data_cost: 0.0015 ips: 8.3634 images/s [04/10 17:36:22] ppdet.engine INFO: Epoch: [63] [5600/7329] learning_rate: 0.000100 loss_class: 0.593599 loss_bbox: 0.136643 loss_giou: 0.329358 loss_class_aux: 3.699381 loss_bbox_aux: 0.869912 loss_giou_aux: 2.094729 loss_class_dn: 0.338308 loss_bbox_dn: 0.133779 loss_giou_dn: 0.340769 loss_class_aux_dn: 1.811191 loss_bbox_aux_dn: 0.796292 loss_giou_aux_dn: 1.937894 loss: 14.095776 eta: 21:23:01 batch_cost: 0.5041 data_cost: 0.0016 ips: 7.9357 images/s [04/10 17:37:20] ppdet.engine INFO: Epoch: [63] [5700/7329] learning_rate: 0.000100 loss_class: 0.558002 loss_bbox: 0.130361 loss_giou: 0.445564 loss_class_aux: 3.662503 loss_bbox_aux: 0.886479 loss_giou_aux: 2.842221 loss_class_dn: 0.364812 loss_bbox_dn: 0.134374 loss_giou_dn: 0.417894 loss_class_aux_dn: 1.906356 loss_bbox_aux_dn: 0.788627 loss_giou_aux_dn: 2.359032 loss: 15.455185 eta: 21:22:09 batch_cost: 0.5156 data_cost: 0.0012 ips: 7.7582 images/s [04/10 17:38:16] ppdet.engine INFO: Epoch: [63] [5800/7329] learning_rate: 0.000100 loss_class: 0.537713 loss_bbox: 0.122636 loss_giou: 0.356244 loss_class_aux: 3.371462 loss_bbox_aux: 0.875111 loss_giou_aux: 2.263658 loss_class_dn: 0.316550 loss_bbox_dn: 0.127454 loss_giou_dn: 0.328171 loss_class_aux_dn: 1.735794 loss_bbox_aux_dn: 0.757503 loss_giou_aux_dn: 1.850370 loss: 12.556111 eta: 21:21:17 batch_cost: 0.5001 data_cost: 0.0014 ips: 7.9987 images/s [04/10 17:39:11] ppdet.engine INFO: Epoch: [63] [5900/7329] learning_rate: 0.000100 loss_class: 0.598337 loss_bbox: 0.149496 loss_giou: 0.382314 loss_class_aux: 3.803308 loss_bbox_aux: 0.975676 loss_giou_aux: 2.344992 loss_class_dn: 0.347290 loss_bbox_dn: 0.139436 loss_giou_dn: 0.352235 loss_class_aux_dn: 1.881078 loss_bbox_aux_dn: 0.820358 loss_giou_aux_dn: 1.942764 loss: 14.337460 eta: 21:20:24 batch_cost: 0.4918 data_cost: 0.0014 ips: 8.1330 images/s [04/10 17:40:04] ppdet.engine INFO: Epoch: [63] [6000/7329] learning_rate: 0.000100 loss_class: 0.590755 loss_bbox: 0.148701 loss_giou: 0.435463 loss_class_aux: 3.914996 loss_bbox_aux: 0.981841 loss_giou_aux: 2.671072 loss_class_dn: 0.347643 loss_bbox_dn: 0.150616 loss_giou_dn: 0.376970 loss_class_aux_dn: 1.843072 loss_bbox_aux_dn: 0.880484 loss_giou_aux_dn: 2.071816 loss: 14.686802 eta: 21:19:30 batch_cost: 0.4738 data_cost: 0.0012 ips: 8.4427 images/s [04/10 17:40:59] ppdet.engine INFO: Epoch: [63] [6100/7329] learning_rate: 0.000100 loss_class: 0.469938 loss_bbox: 0.115734 loss_giou: 0.334540 loss_class_aux: 3.003280 loss_bbox_aux: 0.762703 loss_giou_aux: 2.114094 loss_class_dn: 0.290764 loss_bbox_dn: 0.114380 loss_giou_dn: 0.285358 loss_class_aux_dn: 1.580915 loss_bbox_aux_dn: 0.706082 loss_giou_aux_dn: 1.583324 loss: 11.869841 eta: 21:18:38 batch_cost: 0.4895 data_cost: 0.0012 ips: 8.1724 images/s [04/10 17:41:57] ppdet.engine INFO: Epoch: [63] [6200/7329] learning_rate: 0.000100 loss_class: 0.543756 loss_bbox: 0.138333 loss_giou: 0.297090 loss_class_aux: 3.474539 loss_bbox_aux: 0.888452 loss_giou_aux: 1.881685 loss_class_dn: 0.288419 loss_bbox_dn: 0.156183 loss_giou_dn: 0.291291 loss_class_aux_dn: 1.633344 loss_bbox_aux_dn: 0.943660 loss_giou_aux_dn: 1.652385 loss: 12.720030 eta: 21:17:46 batch_cost: 0.5231 data_cost: 0.0012 ips: 7.6460 images/s [04/10 17:42:56] ppdet.engine INFO: Epoch: [63] [6300/7329] learning_rate: 0.000100 loss_class: 0.542804 loss_bbox: 0.125896 loss_giou: 0.328216 loss_class_aux: 3.419074 loss_bbox_aux: 0.834132 loss_giou_aux: 2.068163 loss_class_dn: 0.309059 loss_bbox_dn: 0.139385 loss_giou_dn: 0.325752 loss_class_aux_dn: 1.685054 loss_bbox_aux_dn: 0.843284 loss_giou_aux_dn: 1.815573 loss: 13.338011 eta: 21:16:54 batch_cost: 0.5266 data_cost: 0.0012 ips: 7.5959 images/s [04/10 17:44:00] ppdet.engine INFO: Epoch: [63] [6400/7329] learning_rate: 0.000100 loss_class: 0.527118 loss_bbox: 0.130627 loss_giou: 0.375127 loss_class_aux: 3.245046 loss_bbox_aux: 0.896088 loss_giou_aux: 2.333281 loss_class_dn: 0.338940 loss_bbox_dn: 0.129957 loss_giou_dn: 0.339043 loss_class_aux_dn: 1.781250 loss_bbox_aux_dn: 0.820716 loss_giou_aux_dn: 1.865584 loss: 13.843473 eta: 21:16:04 batch_cost: 0.5829 data_cost: 0.0012 ips: 6.8628 images/s [04/10 17:44:57] ppdet.engine INFO: Epoch: [63] [6500/7329] learning_rate: 0.000100 loss_class: 0.611208 loss_bbox: 0.156882 loss_giou: 0.448687 loss_class_aux: 3.838381 loss_bbox_aux: 1.004638 loss_giou_aux: 2.843910 loss_class_dn: 0.375438 loss_bbox_dn: 0.150950 loss_giou_dn: 0.434278 loss_class_aux_dn: 1.999094 loss_bbox_aux_dn: 0.899594 loss_giou_aux_dn: 2.438439 loss: 15.401203 eta: 21:15:12 batch_cost: 0.5070 data_cost: 0.0014 ips: 7.8899 images/s [04/10 17:45:52] ppdet.engine INFO: Epoch: [63] [6600/7329] learning_rate: 0.000100 loss_class: 0.621880 loss_bbox: 0.136734 loss_giou: 0.420809 loss_class_aux: 3.839672 loss_bbox_aux: 0.890874 loss_giou_aux: 2.634748 loss_class_dn: 0.373256 loss_bbox_dn: 0.129875 loss_giou_dn: 0.379674 loss_class_aux_dn: 1.940223 loss_bbox_aux_dn: 0.799653 loss_giou_aux_dn: 2.112527 loss: 14.795782 eta: 21:14:19 batch_cost: 0.4915 data_cost: 0.0012 ips: 8.1382 images/s [04/10 17:46:52] ppdet.engine INFO: Epoch: [63] [6700/7329] learning_rate: 0.000100 loss_class: 0.612313 loss_bbox: 0.142017 loss_giou: 0.376817 loss_class_aux: 3.862371 loss_bbox_aux: 0.944992 loss_giou_aux: 2.346498 loss_class_dn: 0.340923 loss_bbox_dn: 0.133279 loss_giou_dn: 0.344231 loss_class_aux_dn: 1.868913 loss_bbox_aux_dn: 0.798294 loss_giou_aux_dn: 1.909704 loss: 14.533359 eta: 21:13:28 batch_cost: 0.5389 data_cost: 0.0013 ips: 7.4228 images/s [04/10 17:47:50] ppdet.engine INFO: Epoch: [63] [6800/7329] learning_rate: 0.000100 loss_class: 0.598187 loss_bbox: 0.141614 loss_giou: 0.450249 loss_class_aux: 3.677360 loss_bbox_aux: 0.910389 loss_giou_aux: 2.840927 loss_class_dn: 0.357546 loss_bbox_dn: 0.145215 loss_giou_dn: 0.398813 loss_class_aux_dn: 1.925289 loss_bbox_aux_dn: 0.855698 loss_giou_aux_dn: 2.156259 loss: 15.137671 eta: 21:12:36 batch_cost: 0.5214 data_cost: 0.0014 ips: 7.6712 images/s [04/10 17:48:44] ppdet.engine INFO: Epoch: [63] [6900/7329] learning_rate: 0.000100 loss_class: 0.596580 loss_bbox: 0.129543 loss_giou: 0.392014 loss_class_aux: 3.766602 loss_bbox_aux: 0.886980 loss_giou_aux: 2.508063 loss_class_dn: 0.313338 loss_bbox_dn: 0.150518 loss_giou_dn: 0.358740 loss_class_aux_dn: 1.682670 loss_bbox_aux_dn: 0.843342 loss_giou_aux_dn: 1.986006 loss: 14.194713 eta: 21:11:43 batch_cost: 0.4825 data_cost: 0.0012 ips: 8.2902 images/s [04/10 17:49:37] ppdet.engine INFO: Epoch: [63] [7000/7329] learning_rate: 0.000100 loss_class: 0.567875 loss_bbox: 0.125432 loss_giou: 0.390611 loss_class_aux: 3.482374 loss_bbox_aux: 0.816158 loss_giou_aux: 2.505493 loss_class_dn: 0.305246 loss_bbox_dn: 0.143951 loss_giou_dn: 0.349519 loss_class_aux_dn: 1.677636 loss_bbox_aux_dn: 0.834872 loss_giou_aux_dn: 1.915666 loss: 13.092407 eta: 21:10:50 batch_cost: 0.4739 data_cost: 0.0012 ips: 8.4401 images/s [04/10 17:50:38] ppdet.engine INFO: Epoch: [63] [7100/7329] learning_rate: 0.000100 loss_class: 0.613344 loss_bbox: 0.142748 loss_giou: 0.391189 loss_class_aux: 3.919326 loss_bbox_aux: 0.883794 loss_giou_aux: 2.569647 loss_class_dn: 0.361982 loss_bbox_dn: 0.142070 loss_giou_dn: 0.393269 loss_class_aux_dn: 1.942394 loss_bbox_aux_dn: 0.837983 loss_giou_aux_dn: 2.243397 loss: 14.780256 eta: 21:09:58 batch_cost: 0.5298 data_cost: 0.0028 ips: 7.5502 images/s [04/10 17:51:49] ppdet.engine INFO: Epoch: [63] [7200/7329] learning_rate: 0.000100 loss_class: 0.550659 loss_bbox: 0.129648 loss_giou: 0.402053 loss_class_aux: 3.573938 loss_bbox_aux: 0.843777 loss_giou_aux: 2.470690 loss_class_dn: 0.324625 loss_bbox_dn: 0.114368 loss_giou_dn: 0.366965 loss_class_aux_dn: 1.715728 loss_bbox_aux_dn: 0.754100 loss_giou_aux_dn: 2.069783 loss: 13.768394 eta: 21:09:09 batch_cost: 0.6086 data_cost: 0.0020 ips: 6.5726 images/s [04/10 17:52:44] ppdet.engine INFO: Epoch: [63] [7300/7329] learning_rate: 0.000100 loss_class: 0.512650 loss_bbox: 0.139808 loss_giou: 0.334061 loss_class_aux: 3.263552 loss_bbox_aux: 0.949868 loss_giou_aux: 2.112867 loss_class_dn: 0.299989 loss_bbox_dn: 0.139455 loss_giou_dn: 0.299972 loss_class_aux_dn: 1.624871 loss_bbox_aux_dn: 0.854955 loss_giou_aux_dn: 1.800296 loss: 12.894648 eta: 21:08:16 batch_cost: 0.4945 data_cost: 0.0012 ips: 8.0897 images/s [04/10 17:53:04] ppdet.engine INFO: Eval iter: 0 [04/10 17:53:30] ppdet.engine INFO: Eval iter: 100 [04/10 17:53:57] ppdet.engine INFO: Eval iter: 200 [04/10 17:54:24] ppdet.engine INFO: Eval iter: 300 [04/10 17:54:50] ppdet.engine INFO: Eval iter: 400 [04/10 17:55:17] ppdet.engine INFO: Eval iter: 500 [04/10 17:55:44] ppdet.engine INFO: Eval iter: 600 [04/10 17:56:13] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 17:56:14] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.84s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=111.50s). Accumulating evaluation results... DONE (t=32.62s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.717 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.712 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/10 17:59:03] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.882967870629916 [04/10 17:59:03] ppdet.engine INFO: Best test bbox ap is 0.530. [04/10 17:59:06] ppdet.engine INFO: Epoch: [64] [ 0/7329] learning_rate: 0.000100 loss_class: 0.557028 loss_bbox: 0.140815 loss_giou: 0.385432 loss_class_aux: 3.516138 loss_bbox_aux: 0.934339 loss_giou_aux: 2.407337 loss_class_dn: 0.318844 loss_bbox_dn: 0.139536 loss_giou_dn: 0.326590 loss_class_aux_dn: 1.685882 loss_bbox_aux_dn: 0.843507 loss_giou_aux_dn: 1.875255 loss: 13.634627 eta: 21:08:01 batch_cost: 0.4794 data_cost: 0.0013 ips: 8.3438 images/s [04/10 18:00:05] ppdet.engine INFO: Epoch: [64] [ 100/7329] learning_rate: 0.000100 loss_class: 0.606302 loss_bbox: 0.131665 loss_giou: 0.407641 loss_class_aux: 3.748455 loss_bbox_aux: 0.865057 loss_giou_aux: 2.482631 loss_class_dn: 0.316164 loss_bbox_dn: 0.120646 loss_giou_dn: 0.332927 loss_class_aux_dn: 1.729878 loss_bbox_aux_dn: 0.719550 loss_giou_aux_dn: 1.884128 loss: 13.770742 eta: 21:07:09 batch_cost: 0.5319 data_cost: 0.0012 ips: 7.5197 images/s [04/10 18:00:59] ppdet.engine INFO: Epoch: [64] [ 200/7329] learning_rate: 0.000100 loss_class: 0.569112 loss_bbox: 0.150972 loss_giou: 0.418316 loss_class_aux: 3.706069 loss_bbox_aux: 0.939882 loss_giou_aux: 2.649905 loss_class_dn: 0.345178 loss_bbox_dn: 0.133153 loss_giou_dn: 0.372169 loss_class_aux_dn: 1.839339 loss_bbox_aux_dn: 0.777629 loss_giou_aux_dn: 2.084970 loss: 14.759983 eta: 21:06:16 batch_cost: 0.4777 data_cost: 0.0013 ips: 8.3729 images/s [04/10 18:01:57] ppdet.engine INFO: Epoch: [64] [ 300/7329] learning_rate: 0.000100 loss_class: 0.600133 loss_bbox: 0.138389 loss_giou: 0.383323 loss_class_aux: 3.677926 loss_bbox_aux: 0.879947 loss_giou_aux: 2.352852 loss_class_dn: 0.351577 loss_bbox_dn: 0.141465 loss_giou_dn: 0.358159 loss_class_aux_dn: 1.921847 loss_bbox_aux_dn: 0.871642 loss_giou_aux_dn: 2.024759 loss: 13.778306 eta: 21:05:24 batch_cost: 0.5174 data_cost: 0.0011 ips: 7.7311 images/s [04/10 18:02:56] ppdet.engine INFO: Epoch: [64] [ 400/7329] learning_rate: 0.000100 loss_class: 0.544357 loss_bbox: 0.136381 loss_giou: 0.358617 loss_class_aux: 3.418198 loss_bbox_aux: 0.882024 loss_giou_aux: 2.238454 loss_class_dn: 0.313604 loss_bbox_dn: 0.128799 loss_giou_dn: 0.331356 loss_class_aux_dn: 1.706716 loss_bbox_aux_dn: 0.802930 loss_giou_aux_dn: 1.894734 loss: 14.092468 eta: 21:04:32 batch_cost: 0.5237 data_cost: 0.0014 ips: 7.6378 images/s [04/10 18:03:51] ppdet.engine INFO: Epoch: [64] [ 500/7329] learning_rate: 0.000100 loss_class: 0.629412 loss_bbox: 0.125262 loss_giou: 0.394666 loss_class_aux: 3.931195 loss_bbox_aux: 0.839318 loss_giou_aux: 2.482907 loss_class_dn: 0.329529 loss_bbox_dn: 0.133980 loss_giou_dn: 0.358823 loss_class_aux_dn: 1.767462 loss_bbox_aux_dn: 0.831581 loss_giou_aux_dn: 1.988353 loss: 14.404896 eta: 21:03:40 batch_cost: 0.4892 data_cost: 0.0013 ips: 8.1774 images/s [04/10 18:04:49] ppdet.engine INFO: Epoch: [64] [ 600/7329] learning_rate: 0.000100 loss_class: 0.533990 loss_bbox: 0.134136 loss_giou: 0.322298 loss_class_aux: 3.509077 loss_bbox_aux: 0.855183 loss_giou_aux: 2.084458 loss_class_dn: 0.319703 loss_bbox_dn: 0.124650 loss_giou_dn: 0.298072 loss_class_aux_dn: 1.692345 loss_bbox_aux_dn: 0.763332 loss_giou_aux_dn: 1.695130 loss: 13.197228 eta: 21:02:48 batch_cost: 0.5207 data_cost: 0.0015 ips: 7.6827 images/s [04/10 18:05:51] ppdet.engine INFO: Epoch: [64] [ 700/7329] learning_rate: 0.000100 loss_class: 0.495631 loss_bbox: 0.130943 loss_giou: 0.329611 loss_class_aux: 3.138700 loss_bbox_aux: 0.809222 loss_giou_aux: 2.050190 loss_class_dn: 0.277639 loss_bbox_dn: 0.126586 loss_giou_dn: 0.306460 loss_class_aux_dn: 1.491100 loss_bbox_aux_dn: 0.794576 loss_giou_aux_dn: 1.711502 loss: 12.056920 eta: 21:01:57 batch_cost: 0.5528 data_cost: 0.0012 ips: 7.2356 images/s [04/10 18:06:44] ppdet.engine INFO: Epoch: [64] [ 800/7329] learning_rate: 0.000100 loss_class: 0.547572 loss_bbox: 0.141160 loss_giou: 0.383423 loss_class_aux: 3.589752 loss_bbox_aux: 0.894100 loss_giou_aux: 2.439795 loss_class_dn: 0.317633 loss_bbox_dn: 0.148792 loss_giou_dn: 0.349709 loss_class_aux_dn: 1.722151 loss_bbox_aux_dn: 0.904284 loss_giou_aux_dn: 1.952739 loss: 13.931202 eta: 21:01:04 batch_cost: 0.4781 data_cost: 0.0013 ips: 8.3665 images/s [04/10 18:07:41] ppdet.engine INFO: Epoch: [64] [ 900/7329] learning_rate: 0.000100 loss_class: 0.487361 loss_bbox: 0.128210 loss_giou: 0.314658 loss_class_aux: 3.184721 loss_bbox_aux: 0.795022 loss_giou_aux: 2.066159 loss_class_dn: 0.297502 loss_bbox_dn: 0.126913 loss_giou_dn: 0.312884 loss_class_aux_dn: 1.617121 loss_bbox_aux_dn: 0.751623 loss_giou_aux_dn: 1.772332 loss: 12.475996 eta: 21:00:11 batch_cost: 0.5032 data_cost: 0.0013 ips: 7.9488 images/s [04/10 18:08:37] ppdet.engine INFO: Epoch: [64] [1000/7329] learning_rate: 0.000100 loss_class: 0.559407 loss_bbox: 0.144531 loss_giou: 0.432303 loss_class_aux: 3.582031 loss_bbox_aux: 0.910932 loss_giou_aux: 2.692884 loss_class_dn: 0.345406 loss_bbox_dn: 0.135460 loss_giou_dn: 0.378498 loss_class_aux_dn: 1.850795 loss_bbox_aux_dn: 0.834851 loss_giou_aux_dn: 2.074004 loss: 14.181987 eta: 20:59:19 batch_cost: 0.5073 data_cost: 0.0012 ips: 7.8844 images/s [04/10 18:09:34] ppdet.engine INFO: Epoch: [64] [1100/7329] learning_rate: 0.000100 loss_class: 0.485588 loss_bbox: 0.125700 loss_giou: 0.281112 loss_class_aux: 3.195867 loss_bbox_aux: 0.831757 loss_giou_aux: 1.809978 loss_class_dn: 0.276756 loss_bbox_dn: 0.120335 loss_giou_dn: 0.261878 loss_class_aux_dn: 1.495316 loss_bbox_aux_dn: 0.718347 loss_giou_aux_dn: 1.502474 loss: 11.956866 eta: 20:58:27 batch_cost: 0.5095 data_cost: 0.0012 ips: 7.8508 images/s [04/10 18:10:32] ppdet.engine INFO: Epoch: [64] [1200/7329] learning_rate: 0.000100 loss_class: 0.572909 loss_bbox: 0.131974 loss_giou: 0.383118 loss_class_aux: 3.574519 loss_bbox_aux: 0.888247 loss_giou_aux: 2.569304 loss_class_dn: 0.334457 loss_bbox_dn: 0.136638 loss_giou_dn: 0.368006 loss_class_aux_dn: 1.782106 loss_bbox_aux_dn: 0.850713 loss_giou_aux_dn: 2.047427 loss: 14.511956 eta: 20:57:35 batch_cost: 0.5134 data_cost: 0.0012 ips: 7.7913 images/s [04/10 18:11:26] ppdet.engine INFO: Epoch: [64] [1300/7329] learning_rate: 0.000100 loss_class: 0.567805 loss_bbox: 0.148223 loss_giou: 0.449844 loss_class_aux: 3.631257 loss_bbox_aux: 0.928260 loss_giou_aux: 2.954239 loss_class_dn: 0.356181 loss_bbox_dn: 0.141770 loss_giou_dn: 0.419703 loss_class_aux_dn: 1.931552 loss_bbox_aux_dn: 0.836882 loss_giou_aux_dn: 2.320594 loss: 15.890779 eta: 20:56:42 batch_cost: 0.4864 data_cost: 0.0014 ips: 8.2229 images/s [04/10 18:12:21] ppdet.engine INFO: Epoch: [64] [1400/7329] learning_rate: 0.000100 loss_class: 0.573876 loss_bbox: 0.151514 loss_giou: 0.374523 loss_class_aux: 3.634838 loss_bbox_aux: 0.956325 loss_giou_aux: 2.409538 loss_class_dn: 0.338998 loss_bbox_dn: 0.145003 loss_giou_dn: 0.378306 loss_class_aux_dn: 1.824758 loss_bbox_aux_dn: 0.865316 loss_giou_aux_dn: 2.100781 loss: 14.145297 eta: 20:55:49 batch_cost: 0.4901 data_cost: 0.0015 ips: 8.1613 images/s [04/10 18:13:18] ppdet.engine INFO: Epoch: [64] [1500/7329] learning_rate: 0.000100 loss_class: 0.531340 loss_bbox: 0.122615 loss_giou: 0.328301 loss_class_aux: 3.508391 loss_bbox_aux: 0.796302 loss_giou_aux: 2.111453 loss_class_dn: 0.289430 loss_bbox_dn: 0.129301 loss_giou_dn: 0.318496 loss_class_aux_dn: 1.571348 loss_bbox_aux_dn: 0.768004 loss_giou_aux_dn: 1.795500 loss: 12.356819 eta: 20:54:57 batch_cost: 0.4986 data_cost: 0.0014 ips: 8.0225 images/s [04/10 18:14:18] ppdet.engine INFO: Epoch: [64] [1600/7329] learning_rate: 0.000100 loss_class: 0.557450 loss_bbox: 0.139966 loss_giou: 0.360737 loss_class_aux: 3.683000 loss_bbox_aux: 0.879743 loss_giou_aux: 2.285189 loss_class_dn: 0.316696 loss_bbox_dn: 0.134896 loss_giou_dn: 0.334934 loss_class_aux_dn: 1.699261 loss_bbox_aux_dn: 0.768248 loss_giou_aux_dn: 1.877426 loss: 13.973852 eta: 20:54:05 batch_cost: 0.5438 data_cost: 0.0013 ips: 7.3562 images/s [04/10 18:15:29] ppdet.engine INFO: Epoch: [64] [1700/7329] learning_rate: 0.000100 loss_class: 0.491817 loss_bbox: 0.115342 loss_giou: 0.313605 loss_class_aux: 3.334764 loss_bbox_aux: 0.786365 loss_giou_aux: 2.151556 loss_class_dn: 0.272321 loss_bbox_dn: 0.127976 loss_giou_dn: 0.290081 loss_class_aux_dn: 1.531996 loss_bbox_aux_dn: 0.755466 loss_giou_aux_dn: 1.648399 loss: 12.094927 eta: 20:53:17 batch_cost: 0.6348 data_cost: 0.0013 ips: 6.3016 images/s [04/10 18:16:30] ppdet.engine INFO: Epoch: [64] [1800/7329] learning_rate: 0.000100 loss_class: 0.518234 loss_bbox: 0.127070 loss_giou: 0.337082 loss_class_aux: 3.319556 loss_bbox_aux: 0.828775 loss_giou_aux: 2.221672 loss_class_dn: 0.298181 loss_bbox_dn: 0.140288 loss_giou_dn: 0.329483 loss_class_aux_dn: 1.579400 loss_bbox_aux_dn: 0.869984 loss_giou_aux_dn: 1.887537 loss: 13.632059 eta: 20:52:26 batch_cost: 0.5402 data_cost: 0.0013 ips: 7.4042 images/s [04/10 18:17:26] ppdet.engine INFO: Epoch: [64] [1900/7329] learning_rate: 0.000100 loss_class: 0.555218 loss_bbox: 0.135715 loss_giou: 0.397638 loss_class_aux: 3.387113 loss_bbox_aux: 0.871668 loss_giou_aux: 2.427172 loss_class_dn: 0.311593 loss_bbox_dn: 0.132639 loss_giou_dn: 0.338365 loss_class_aux_dn: 1.658189 loss_bbox_aux_dn: 0.790639 loss_giou_aux_dn: 1.951760 loss: 13.283434 eta: 20:51:34 batch_cost: 0.5051 data_cost: 0.0013 ips: 7.9198 images/s [04/10 18:18:25] ppdet.engine INFO: Epoch: [64] [2000/7329] learning_rate: 0.000100 loss_class: 0.530008 loss_bbox: 0.139474 loss_giou: 0.344395 loss_class_aux: 3.540441 loss_bbox_aux: 0.936015 loss_giou_aux: 2.156876 loss_class_dn: 0.293024 loss_bbox_dn: 0.140568 loss_giou_dn: 0.305059 loss_class_aux_dn: 1.620943 loss_bbox_aux_dn: 0.820365 loss_giou_aux_dn: 1.702781 loss: 13.518940 eta: 20:50:42 batch_cost: 0.5159 data_cost: 0.0017 ips: 7.7530 images/s [04/10 18:19:20] ppdet.engine INFO: Epoch: [64] [2100/7329] learning_rate: 0.000100 loss_class: 0.512659 loss_bbox: 0.131167 loss_giou: 0.367750 loss_class_aux: 3.274151 loss_bbox_aux: 0.875919 loss_giou_aux: 2.294989 loss_class_dn: 0.318288 loss_bbox_dn: 0.130320 loss_giou_dn: 0.320975 loss_class_aux_dn: 1.705812 loss_bbox_aux_dn: 0.770824 loss_giou_aux_dn: 1.799202 loss: 13.807741 eta: 20:49:49 batch_cost: 0.4948 data_cost: 0.0013 ips: 8.0845 images/s [04/10 18:20:14] ppdet.engine INFO: Epoch: [64] [2200/7329] learning_rate: 0.000100 loss_class: 0.486623 loss_bbox: 0.138542 loss_giou: 0.315843 loss_class_aux: 3.182113 loss_bbox_aux: 0.840609 loss_giou_aux: 1.947043 loss_class_dn: 0.288199 loss_bbox_dn: 0.130519 loss_giou_dn: 0.269987 loss_class_aux_dn: 1.602715 loss_bbox_aux_dn: 0.784727 loss_giou_aux_dn: 1.582649 loss: 12.141454 eta: 20:48:56 batch_cost: 0.4819 data_cost: 0.0011 ips: 8.3000 images/s [04/10 18:21:08] ppdet.engine INFO: Epoch: [64] [2300/7329] learning_rate: 0.000100 loss_class: 0.576109 loss_bbox: 0.138028 loss_giou: 0.414420 loss_class_aux: 3.600893 loss_bbox_aux: 0.919107 loss_giou_aux: 2.624553 loss_class_dn: 0.353535 loss_bbox_dn: 0.127470 loss_giou_dn: 0.367527 loss_class_aux_dn: 1.924758 loss_bbox_aux_dn: 0.773677 loss_giou_aux_dn: 2.066784 loss: 15.671315 eta: 20:48:03 batch_cost: 0.4844 data_cost: 0.0012 ips: 8.2571 images/s [04/10 18:22:02] ppdet.engine INFO: Epoch: [64] [2400/7329] learning_rate: 0.000100 loss_class: 0.600850 loss_bbox: 0.130056 loss_giou: 0.392304 loss_class_aux: 3.710958 loss_bbox_aux: 0.889088 loss_giou_aux: 2.474568 loss_class_dn: 0.343952 loss_bbox_dn: 0.128817 loss_giou_dn: 0.366391 loss_class_aux_dn: 1.834594 loss_bbox_aux_dn: 0.799221 loss_giou_aux_dn: 2.054589 loss: 14.420853 eta: 20:47:10 batch_cost: 0.4742 data_cost: 0.0013 ips: 8.4345 images/s [04/10 18:22:59] ppdet.engine INFO: Epoch: [64] [2500/7329] learning_rate: 0.000100 loss_class: 0.504229 loss_bbox: 0.111006 loss_giou: 0.340103 loss_class_aux: 3.252805 loss_bbox_aux: 0.719424 loss_giou_aux: 2.117222 loss_class_dn: 0.289523 loss_bbox_dn: 0.106470 loss_giou_dn: 0.306651 loss_class_aux_dn: 1.540050 loss_bbox_aux_dn: 0.648941 loss_giou_aux_dn: 1.697023 loss: 11.917084 eta: 20:46:18 batch_cost: 0.5178 data_cost: 0.0012 ips: 7.7256 images/s [04/10 18:24:00] ppdet.engine INFO: Epoch: [64] [2600/7329] learning_rate: 0.000100 loss_class: 0.522579 loss_bbox: 0.136112 loss_giou: 0.426359 loss_class_aux: 3.534164 loss_bbox_aux: 0.892032 loss_giou_aux: 2.686494 loss_class_dn: 0.347916 loss_bbox_dn: 0.130903 loss_giou_dn: 0.366867 loss_class_aux_dn: 1.846566 loss_bbox_aux_dn: 0.758241 loss_giou_aux_dn: 2.074100 loss: 13.931656 eta: 20:45:26 batch_cost: 0.5417 data_cost: 0.0013 ips: 7.3846 images/s [04/10 18:24:55] ppdet.engine INFO: Epoch: [64] [2700/7329] learning_rate: 0.000100 loss_class: 0.579239 loss_bbox: 0.131460 loss_giou: 0.400607 loss_class_aux: 3.559436 loss_bbox_aux: 0.835276 loss_giou_aux: 2.593862 loss_class_dn: 0.332117 loss_bbox_dn: 0.130357 loss_giou_dn: 0.351999 loss_class_aux_dn: 1.759215 loss_bbox_aux_dn: 0.761204 loss_giou_aux_dn: 1.971010 loss: 13.641452 eta: 20:44:34 batch_cost: 0.4967 data_cost: 0.0013 ips: 8.0538 images/s [04/10 18:25:56] ppdet.engine INFO: Epoch: [64] [2800/7329] learning_rate: 0.000100 loss_class: 0.545472 loss_bbox: 0.127923 loss_giou: 0.352309 loss_class_aux: 3.283826 loss_bbox_aux: 0.832924 loss_giou_aux: 2.226142 loss_class_dn: 0.296961 loss_bbox_dn: 0.125115 loss_giou_dn: 0.307553 loss_class_aux_dn: 1.609353 loss_bbox_aux_dn: 0.785476 loss_giou_aux_dn: 1.764095 loss: 12.691050 eta: 20:43:42 batch_cost: 0.5308 data_cost: 0.0021 ips: 7.5357 images/s [04/10 18:26:51] ppdet.engine INFO: Epoch: [64] [2900/7329] learning_rate: 0.000100 loss_class: 0.524241 loss_bbox: 0.124458 loss_giou: 0.338414 loss_class_aux: 3.339895 loss_bbox_aux: 0.808054 loss_giou_aux: 2.144197 loss_class_dn: 0.325063 loss_bbox_dn: 0.122729 loss_giou_dn: 0.326445 loss_class_aux_dn: 1.701966 loss_bbox_aux_dn: 0.721961 loss_giou_aux_dn: 1.857521 loss: 12.736679 eta: 20:42:50 batch_cost: 0.4920 data_cost: 0.0016 ips: 8.1304 images/s [04/10 18:27:48] ppdet.engine INFO: Epoch: [64] [3000/7329] learning_rate: 0.000100 loss_class: 0.520773 loss_bbox: 0.124209 loss_giou: 0.355024 loss_class_aux: 3.331526 loss_bbox_aux: 0.834124 loss_giou_aux: 2.309473 loss_class_dn: 0.308217 loss_bbox_dn: 0.128357 loss_giou_dn: 0.329223 loss_class_aux_dn: 1.671323 loss_bbox_aux_dn: 0.735231 loss_giou_aux_dn: 1.901798 loss: 13.633098 eta: 20:41:57 batch_cost: 0.5095 data_cost: 0.0014 ips: 7.8505 images/s [04/10 18:28:41] ppdet.engine INFO: Epoch: [64] [3100/7329] learning_rate: 0.000100 loss_class: 0.606485 loss_bbox: 0.123556 loss_giou: 0.411377 loss_class_aux: 3.855186 loss_bbox_aux: 0.836766 loss_giou_aux: 2.527668 loss_class_dn: 0.337366 loss_bbox_dn: 0.125710 loss_giou_dn: 0.379388 loss_class_aux_dn: 1.791566 loss_bbox_aux_dn: 0.755713 loss_giou_aux_dn: 2.099425 loss: 14.681974 eta: 20:41:04 batch_cost: 0.4701 data_cost: 0.0013 ips: 8.5084 images/s [04/10 18:29:36] ppdet.engine INFO: Epoch: [64] [3200/7329] learning_rate: 0.000100 loss_class: 0.556356 loss_bbox: 0.136205 loss_giou: 0.339827 loss_class_aux: 3.518622 loss_bbox_aux: 0.909305 loss_giou_aux: 2.282622 loss_class_dn: 0.312766 loss_bbox_dn: 0.138838 loss_giou_dn: 0.317219 loss_class_aux_dn: 1.682224 loss_bbox_aux_dn: 0.834584 loss_giou_aux_dn: 1.797507 loss: 13.274895 eta: 20:40:11 batch_cost: 0.4900 data_cost: 0.0013 ips: 8.1637 images/s [04/10 18:30:33] ppdet.engine INFO: Epoch: [64] [3300/7329] learning_rate: 0.000100 loss_class: 0.591582 loss_bbox: 0.130218 loss_giou: 0.368752 loss_class_aux: 3.774280 loss_bbox_aux: 0.874454 loss_giou_aux: 2.345134 loss_class_dn: 0.321215 loss_bbox_dn: 0.133235 loss_giou_dn: 0.341494 loss_class_aux_dn: 1.730082 loss_bbox_aux_dn: 0.787422 loss_giou_aux_dn: 1.910712 loss: 13.724140 eta: 20:39:19 batch_cost: 0.5135 data_cost: 0.0012 ips: 7.7897 images/s [04/10 18:31:35] ppdet.engine INFO: Epoch: [64] [3400/7329] learning_rate: 0.000100 loss_class: 0.562074 loss_bbox: 0.129694 loss_giou: 0.401036 loss_class_aux: 3.658509 loss_bbox_aux: 0.864604 loss_giou_aux: 2.524155 loss_class_dn: 0.332389 loss_bbox_dn: 0.134726 loss_giou_dn: 0.347478 loss_class_aux_dn: 1.789778 loss_bbox_aux_dn: 0.829241 loss_giou_aux_dn: 1.982448 loss: 13.701918 eta: 20:38:28 batch_cost: 0.5537 data_cost: 0.0013 ips: 7.2243 images/s [04/10 18:32:31] ppdet.engine INFO: Epoch: [64] [3500/7329] learning_rate: 0.000100 loss_class: 0.543109 loss_bbox: 0.119512 loss_giou: 0.394751 loss_class_aux: 3.463851 loss_bbox_aux: 0.830419 loss_giou_aux: 2.449397 loss_class_dn: 0.303315 loss_bbox_dn: 0.116178 loss_giou_dn: 0.332460 loss_class_aux_dn: 1.653686 loss_bbox_aux_dn: 0.704548 loss_giou_aux_dn: 1.878852 loss: 12.996830 eta: 20:37:36 batch_cost: 0.5018 data_cost: 0.0012 ips: 7.9717 images/s [04/10 18:33:26] ppdet.engine INFO: Epoch: [64] [3600/7329] learning_rate: 0.000100 loss_class: 0.633708 loss_bbox: 0.144208 loss_giou: 0.410343 loss_class_aux: 3.988989 loss_bbox_aux: 0.901553 loss_giou_aux: 2.638289 loss_class_dn: 0.341529 loss_bbox_dn: 0.156658 loss_giou_dn: 0.375283 loss_class_aux_dn: 1.829950 loss_bbox_aux_dn: 0.896938 loss_giou_aux_dn: 2.098127 loss: 14.956636 eta: 20:36:43 batch_cost: 0.4969 data_cost: 0.0012 ips: 8.0504 images/s [04/10 18:34:20] ppdet.engine INFO: Epoch: [64] [3700/7329] learning_rate: 0.000100 loss_class: 0.598494 loss_bbox: 0.141743 loss_giou: 0.416070 loss_class_aux: 3.876976 loss_bbox_aux: 0.916772 loss_giou_aux: 2.672572 loss_class_dn: 0.355650 loss_bbox_dn: 0.143485 loss_giou_dn: 0.390664 loss_class_aux_dn: 1.865067 loss_bbox_aux_dn: 0.856630 loss_giou_aux_dn: 2.236629 loss: 14.995115 eta: 20:35:50 batch_cost: 0.4754 data_cost: 0.0013 ips: 8.4138 images/s [04/10 18:35:16] ppdet.engine INFO: Epoch: [64] [3800/7329] learning_rate: 0.000100 loss_class: 0.551129 loss_bbox: 0.130496 loss_giou: 0.395073 loss_class_aux: 3.587108 loss_bbox_aux: 0.862057 loss_giou_aux: 2.522033 loss_class_dn: 0.320600 loss_bbox_dn: 0.137788 loss_giou_dn: 0.361737 loss_class_aux_dn: 1.734614 loss_bbox_aux_dn: 0.793256 loss_giou_aux_dn: 1.972113 loss: 13.033707 eta: 20:34:58 batch_cost: 0.5024 data_cost: 0.0014 ips: 7.9620 images/s [04/10 18:36:11] ppdet.engine INFO: Epoch: [64] [3900/7329] learning_rate: 0.000100 loss_class: 0.536134 loss_bbox: 0.129801 loss_giou: 0.385418 loss_class_aux: 3.361700 loss_bbox_aux: 0.822752 loss_giou_aux: 2.381312 loss_class_dn: 0.306200 loss_bbox_dn: 0.131641 loss_giou_dn: 0.324531 loss_class_aux_dn: 1.612350 loss_bbox_aux_dn: 0.767588 loss_giou_aux_dn: 1.826528 loss: 12.774702 eta: 20:34:05 batch_cost: 0.4892 data_cost: 0.0014 ips: 8.1770 images/s [04/10 18:37:05] ppdet.engine INFO: Epoch: [64] [4000/7329] learning_rate: 0.000100 loss_class: 0.508388 loss_bbox: 0.114334 loss_giou: 0.362167 loss_class_aux: 3.234022 loss_bbox_aux: 0.790340 loss_giou_aux: 2.298852 loss_class_dn: 0.319129 loss_bbox_dn: 0.116244 loss_giou_dn: 0.320399 loss_class_aux_dn: 1.683252 loss_bbox_aux_dn: 0.714384 loss_giou_aux_dn: 1.800866 loss: 13.257854 eta: 20:33:12 batch_cost: 0.4774 data_cost: 0.0014 ips: 8.3785 images/s [04/10 18:38:00] ppdet.engine INFO: Epoch: [64] [4100/7329] learning_rate: 0.000100 loss_class: 0.535411 loss_bbox: 0.138343 loss_giou: 0.408366 loss_class_aux: 3.403052 loss_bbox_aux: 0.891465 loss_giou_aux: 2.587008 loss_class_dn: 0.331766 loss_bbox_dn: 0.131840 loss_giou_dn: 0.382304 loss_class_aux_dn: 1.787613 loss_bbox_aux_dn: 0.783648 loss_giou_aux_dn: 2.115350 loss: 14.384022 eta: 20:32:19 batch_cost: 0.4913 data_cost: 0.0014 ips: 8.1419 images/s [04/10 18:39:00] ppdet.engine INFO: Epoch: [64] [4200/7329] learning_rate: 0.000100 loss_class: 0.520340 loss_bbox: 0.134356 loss_giou: 0.334076 loss_class_aux: 3.316053 loss_bbox_aux: 0.861153 loss_giou_aux: 2.123838 loss_class_dn: 0.285492 loss_bbox_dn: 0.128710 loss_giou_dn: 0.305446 loss_class_aux_dn: 1.514362 loss_bbox_aux_dn: 0.798154 loss_giou_aux_dn: 1.735972 loss: 12.574536 eta: 20:31:28 batch_cost: 0.5353 data_cost: 0.0013 ips: 7.4720 images/s [04/10 18:39:56] ppdet.engine INFO: Epoch: [64] [4300/7329] learning_rate: 0.000100 loss_class: 0.564466 loss_bbox: 0.159806 loss_giou: 0.411434 loss_class_aux: 3.676466 loss_bbox_aux: 1.031622 loss_giou_aux: 2.687905 loss_class_dn: 0.340120 loss_bbox_dn: 0.152401 loss_giou_dn: 0.384444 loss_class_aux_dn: 1.831365 loss_bbox_aux_dn: 0.897421 loss_giou_aux_dn: 2.233379 loss: 15.700432 eta: 20:30:35 batch_cost: 0.4949 data_cost: 0.0013 ips: 8.0819 images/s [04/10 18:40:52] ppdet.engine INFO: Epoch: [64] [4400/7329] learning_rate: 0.000100 loss_class: 0.572794 loss_bbox: 0.137652 loss_giou: 0.362035 loss_class_aux: 3.522529 loss_bbox_aux: 0.880699 loss_giou_aux: 2.271797 loss_class_dn: 0.298642 loss_bbox_dn: 0.123105 loss_giou_dn: 0.343995 loss_class_aux_dn: 1.603399 loss_bbox_aux_dn: 0.738936 loss_giou_aux_dn: 1.910619 loss: 13.113729 eta: 20:29:43 batch_cost: 0.5029 data_cost: 0.0012 ips: 7.9545 images/s [04/10 18:41:53] ppdet.engine INFO: Epoch: [64] [4500/7329] learning_rate: 0.000100 loss_class: 0.538471 loss_bbox: 0.129479 loss_giou: 0.362428 loss_class_aux: 3.408046 loss_bbox_aux: 0.839779 loss_giou_aux: 2.262413 loss_class_dn: 0.305041 loss_bbox_dn: 0.126132 loss_giou_dn: 0.341162 loss_class_aux_dn: 1.598291 loss_bbox_aux_dn: 0.804392 loss_giou_aux_dn: 1.911392 loss: 13.077633 eta: 20:28:52 batch_cost: 0.5437 data_cost: 0.0015 ips: 7.3564 images/s [04/10 18:42:55] ppdet.engine INFO: Epoch: [64] [4600/7329] learning_rate: 0.000100 loss_class: 0.501533 loss_bbox: 0.122281 loss_giou: 0.319185 loss_class_aux: 3.310468 loss_bbox_aux: 0.819527 loss_giou_aux: 2.026043 loss_class_dn: 0.303276 loss_bbox_dn: 0.123131 loss_giou_dn: 0.308945 loss_class_aux_dn: 1.607870 loss_bbox_aux_dn: 0.759362 loss_giou_aux_dn: 1.765375 loss: 12.391225 eta: 20:28:00 batch_cost: 0.5424 data_cost: 0.0015 ips: 7.3746 images/s [04/10 18:43:57] ppdet.engine INFO: Epoch: [64] [4700/7329] learning_rate: 0.000100 loss_class: 0.579661 loss_bbox: 0.131526 loss_giou: 0.389520 loss_class_aux: 3.682623 loss_bbox_aux: 0.865474 loss_giou_aux: 2.454664 loss_class_dn: 0.324254 loss_bbox_dn: 0.126156 loss_giou_dn: 0.350226 loss_class_aux_dn: 1.754568 loss_bbox_aux_dn: 0.767506 loss_giou_aux_dn: 2.008119 loss: 13.814781 eta: 20:27:09 batch_cost: 0.5377 data_cost: 0.0014 ips: 7.4387 images/s [04/10 18:44:56] ppdet.engine INFO: Epoch: [64] [4800/7329] learning_rate: 0.000100 loss_class: 0.588269 loss_bbox: 0.129895 loss_giou: 0.358078 loss_class_aux: 3.882097 loss_bbox_aux: 0.864779 loss_giou_aux: 2.310286 loss_class_dn: 0.314194 loss_bbox_dn: 0.134050 loss_giou_dn: 0.339795 loss_class_aux_dn: 1.691711 loss_bbox_aux_dn: 0.803057 loss_giou_aux_dn: 1.896402 loss: 13.225533 eta: 20:26:18 batch_cost: 0.5343 data_cost: 0.0014 ips: 7.4858 images/s [04/10 18:45:49] ppdet.engine INFO: Epoch: [64] [4900/7329] learning_rate: 0.000100 loss_class: 0.532909 loss_bbox: 0.133690 loss_giou: 0.357830 loss_class_aux: 3.344604 loss_bbox_aux: 0.866903 loss_giou_aux: 2.401220 loss_class_dn: 0.316182 loss_bbox_dn: 0.133538 loss_giou_dn: 0.323148 loss_class_aux_dn: 1.732250 loss_bbox_aux_dn: 0.776525 loss_giou_aux_dn: 1.776080 loss: 12.835196 eta: 20:25:24 batch_cost: 0.4763 data_cost: 0.0012 ips: 8.3989 images/s [04/10 18:46:43] ppdet.engine INFO: Epoch: [64] [5000/7329] learning_rate: 0.000100 loss_class: 0.541507 loss_bbox: 0.136655 loss_giou: 0.384905 loss_class_aux: 3.387048 loss_bbox_aux: 0.893288 loss_giou_aux: 2.414174 loss_class_dn: 0.340074 loss_bbox_dn: 0.129680 loss_giou_dn: 0.359275 loss_class_aux_dn: 1.778232 loss_bbox_aux_dn: 0.807806 loss_giou_aux_dn: 2.059642 loss: 14.375870 eta: 20:24:31 batch_cost: 0.4815 data_cost: 0.0012 ips: 8.3073 images/s [04/10 18:47:37] ppdet.engine INFO: Epoch: [64] [5100/7329] learning_rate: 0.000100 loss_class: 0.535252 loss_bbox: 0.126541 loss_giou: 0.365780 loss_class_aux: 3.368810 loss_bbox_aux: 0.845441 loss_giou_aux: 2.295321 loss_class_dn: 0.309020 loss_bbox_dn: 0.130583 loss_giou_dn: 0.337842 loss_class_aux_dn: 1.688644 loss_bbox_aux_dn: 0.796703 loss_giou_aux_dn: 1.889038 loss: 12.875341 eta: 20:23:38 batch_cost: 0.4766 data_cost: 0.0014 ips: 8.3928 images/s [04/10 18:48:33] ppdet.engine INFO: Epoch: [64] [5200/7329] learning_rate: 0.000100 loss_class: 0.522779 loss_bbox: 0.130744 loss_giou: 0.264081 loss_class_aux: 3.330979 loss_bbox_aux: 0.881678 loss_giou_aux: 1.784308 loss_class_dn: 0.286852 loss_bbox_dn: 0.139735 loss_giou_dn: 0.292527 loss_class_aux_dn: 1.538941 loss_bbox_aux_dn: 0.826866 loss_giou_aux_dn: 1.695935 loss: 12.122938 eta: 20:22:46 batch_cost: 0.4921 data_cost: 0.0015 ips: 8.1279 images/s [04/10 18:49:36] ppdet.engine INFO: Epoch: [64] [5300/7329] learning_rate: 0.000100 loss_class: 0.519804 loss_bbox: 0.123429 loss_giou: 0.398421 loss_class_aux: 3.388661 loss_bbox_aux: 0.792653 loss_giou_aux: 2.538932 loss_class_dn: 0.311357 loss_bbox_dn: 0.111496 loss_giou_dn: 0.355473 loss_class_aux_dn: 1.688434 loss_bbox_aux_dn: 0.682270 loss_giou_aux_dn: 1.985875 loss: 13.150248 eta: 20:21:55 batch_cost: 0.5618 data_cost: 0.0014 ips: 7.1200 images/s [04/10 18:50:34] ppdet.engine INFO: Epoch: [64] [5400/7329] learning_rate: 0.000100 loss_class: 0.534127 loss_bbox: 0.132274 loss_giou: 0.349781 loss_class_aux: 3.414218 loss_bbox_aux: 0.861778 loss_giou_aux: 2.230345 loss_class_dn: 0.337803 loss_bbox_dn: 0.141930 loss_giou_dn: 0.315541 loss_class_aux_dn: 1.814417 loss_bbox_aux_dn: 0.824878 loss_giou_aux_dn: 1.811097 loss: 13.877947 eta: 20:21:03 batch_cost: 0.5276 data_cost: 0.0012 ips: 7.5820 images/s [04/10 18:51:33] ppdet.engine INFO: Epoch: [64] [5500/7329] learning_rate: 0.000100 loss_class: 0.591210 loss_bbox: 0.142661 loss_giou: 0.355474 loss_class_aux: 3.621686 loss_bbox_aux: 0.957552 loss_giou_aux: 2.236957 loss_class_dn: 0.337190 loss_bbox_dn: 0.150096 loss_giou_dn: 0.359630 loss_class_aux_dn: 1.826546 loss_bbox_aux_dn: 0.898872 loss_giou_aux_dn: 2.003155 loss: 13.716755 eta: 20:20:12 batch_cost: 0.5240 data_cost: 0.0017 ips: 7.6333 images/s [04/10 18:52:30] ppdet.engine INFO: Epoch: [64] [5600/7329] learning_rate: 0.000100 loss_class: 0.494017 loss_bbox: 0.122089 loss_giou: 0.320306 loss_class_aux: 3.273243 loss_bbox_aux: 0.776407 loss_giou_aux: 2.009827 loss_class_dn: 0.294078 loss_bbox_dn: 0.124213 loss_giou_dn: 0.303306 loss_class_aux_dn: 1.604146 loss_bbox_aux_dn: 0.751109 loss_giou_aux_dn: 1.669305 loss: 12.302536 eta: 20:19:19 batch_cost: 0.5023 data_cost: 0.0013 ips: 7.9633 images/s [04/10 18:53:27] ppdet.engine INFO: Epoch: [64] [5700/7329] learning_rate: 0.000100 loss_class: 0.541259 loss_bbox: 0.121526 loss_giou: 0.364017 loss_class_aux: 3.408957 loss_bbox_aux: 0.858358 loss_giou_aux: 2.299162 loss_class_dn: 0.307946 loss_bbox_dn: 0.142350 loss_giou_dn: 0.336550 loss_class_aux_dn: 1.647525 loss_bbox_aux_dn: 0.824665 loss_giou_aux_dn: 1.922220 loss: 13.081221 eta: 20:18:27 batch_cost: 0.4972 data_cost: 0.0015 ips: 8.0452 images/s [04/10 18:54:23] ppdet.engine INFO: Epoch: [64] [5800/7329] learning_rate: 0.000100 loss_class: 0.585436 loss_bbox: 0.148721 loss_giou: 0.404818 loss_class_aux: 3.798021 loss_bbox_aux: 0.943426 loss_giou_aux: 2.541312 loss_class_dn: 0.340284 loss_bbox_dn: 0.143891 loss_giou_dn: 0.370435 loss_class_aux_dn: 1.860834 loss_bbox_aux_dn: 0.866186 loss_giou_aux_dn: 2.078147 loss: 14.593135 eta: 20:17:34 batch_cost: 0.5042 data_cost: 0.0013 ips: 7.9332 images/s [04/10 18:55:24] ppdet.engine INFO: Epoch: [64] [5900/7329] learning_rate: 0.000100 loss_class: 0.585244 loss_bbox: 0.120432 loss_giou: 0.395944 loss_class_aux: 3.580883 loss_bbox_aux: 0.813650 loss_giou_aux: 2.459670 loss_class_dn: 0.312110 loss_bbox_dn: 0.129666 loss_giou_dn: 0.342536 loss_class_aux_dn: 1.671700 loss_bbox_aux_dn: 0.737461 loss_giou_aux_dn: 1.989639 loss: 13.761486 eta: 20:16:43 batch_cost: 0.5454 data_cost: 0.0014 ips: 7.3342 images/s [04/10 18:56:20] ppdet.engine INFO: Epoch: [64] [6000/7329] learning_rate: 0.000100 loss_class: 0.615467 loss_bbox: 0.130999 loss_giou: 0.423386 loss_class_aux: 3.887577 loss_bbox_aux: 0.873348 loss_giou_aux: 2.659303 loss_class_dn: 0.341032 loss_bbox_dn: 0.144045 loss_giou_dn: 0.397429 loss_class_aux_dn: 1.820396 loss_bbox_aux_dn: 0.838370 loss_giou_aux_dn: 2.236633 loss: 14.575210 eta: 20:15:51 batch_cost: 0.5049 data_cost: 0.0012 ips: 7.9231 images/s [04/10 18:57:17] ppdet.engine INFO: Epoch: [64] [6100/7329] learning_rate: 0.000100 loss_class: 0.590053 loss_bbox: 0.129416 loss_giou: 0.416776 loss_class_aux: 3.667063 loss_bbox_aux: 0.834037 loss_giou_aux: 2.615852 loss_class_dn: 0.333225 loss_bbox_dn: 0.125641 loss_giou_dn: 0.403423 loss_class_aux_dn: 1.777821 loss_bbox_aux_dn: 0.774479 loss_giou_aux_dn: 2.297695 loss: 14.743327 eta: 20:14:59 batch_cost: 0.5042 data_cost: 0.0012 ips: 7.9330 images/s [04/10 18:58:13] ppdet.engine INFO: Epoch: [64] [6200/7329] learning_rate: 0.000100 loss_class: 0.596044 loss_bbox: 0.129879 loss_giou: 0.353252 loss_class_aux: 3.787632 loss_bbox_aux: 0.832377 loss_giou_aux: 2.335562 loss_class_dn: 0.345925 loss_bbox_dn: 0.117544 loss_giou_dn: 0.328026 loss_class_aux_dn: 1.840712 loss_bbox_aux_dn: 0.745429 loss_giou_aux_dn: 1.847368 loss: 13.719975 eta: 20:14:06 batch_cost: 0.5023 data_cost: 0.0013 ips: 7.9641 images/s [04/10 18:59:09] ppdet.engine INFO: Epoch: [64] [6300/7329] learning_rate: 0.000100 loss_class: 0.573665 loss_bbox: 0.134759 loss_giou: 0.409915 loss_class_aux: 3.577818 loss_bbox_aux: 0.860654 loss_giou_aux: 2.580000 loss_class_dn: 0.345678 loss_bbox_dn: 0.122836 loss_giou_dn: 0.376518 loss_class_aux_dn: 1.820938 loss_bbox_aux_dn: 0.772962 loss_giou_aux_dn: 2.096310 loss: 14.123838 eta: 20:13:14 batch_cost: 0.5039 data_cost: 0.0013 ips: 7.9383 images/s [04/10 19:00:03] ppdet.engine INFO: Epoch: [64] [6400/7329] learning_rate: 0.000100 loss_class: 0.616680 loss_bbox: 0.138561 loss_giou: 0.478435 loss_class_aux: 3.805400 loss_bbox_aux: 0.954860 loss_giou_aux: 3.020569 loss_class_dn: 0.350277 loss_bbox_dn: 0.135506 loss_giou_dn: 0.410884 loss_class_aux_dn: 1.894549 loss_bbox_aux_dn: 0.816317 loss_giou_aux_dn: 2.320241 loss: 15.517820 eta: 20:12:21 batch_cost: 0.4733 data_cost: 0.0013 ips: 8.4512 images/s [04/10 19:01:01] ppdet.engine INFO: Epoch: [64] [6500/7329] learning_rate: 0.000100 loss_class: 0.603679 loss_bbox: 0.142679 loss_giou: 0.411078 loss_class_aux: 3.766673 loss_bbox_aux: 0.875172 loss_giou_aux: 2.593165 loss_class_dn: 0.332577 loss_bbox_dn: 0.133217 loss_giou_dn: 0.368090 loss_class_aux_dn: 1.778439 loss_bbox_aux_dn: 0.798775 loss_giou_aux_dn: 2.010465 loss: 13.968576 eta: 20:11:29 batch_cost: 0.5198 data_cost: 0.0013 ips: 7.6950 images/s [04/10 19:01:56] ppdet.engine INFO: Epoch: [64] [6600/7329] learning_rate: 0.000100 loss_class: 0.525206 loss_bbox: 0.129533 loss_giou: 0.405287 loss_class_aux: 3.306584 loss_bbox_aux: 0.875040 loss_giou_aux: 2.555153 loss_class_dn: 0.314502 loss_bbox_dn: 0.129681 loss_giou_dn: 0.354925 loss_class_aux_dn: 1.705630 loss_bbox_aux_dn: 0.767719 loss_giou_aux_dn: 2.021713 loss: 14.274191 eta: 20:10:36 batch_cost: 0.4959 data_cost: 0.0012 ips: 8.0668 images/s [04/10 19:02:51] ppdet.engine INFO: Epoch: [64] [6700/7329] learning_rate: 0.000100 loss_class: 0.523320 loss_bbox: 0.127367 loss_giou: 0.328431 loss_class_aux: 3.329469 loss_bbox_aux: 0.805944 loss_giou_aux: 2.090180 loss_class_dn: 0.289239 loss_bbox_dn: 0.131096 loss_giou_dn: 0.306109 loss_class_aux_dn: 1.582310 loss_bbox_aux_dn: 0.758164 loss_giou_aux_dn: 1.732538 loss: 12.112159 eta: 20:09:43 batch_cost: 0.4887 data_cost: 0.0013 ips: 8.1850 images/s [04/10 19:03:46] ppdet.engine INFO: Epoch: [64] [6800/7329] learning_rate: 0.000100 loss_class: 0.460520 loss_bbox: 0.125812 loss_giou: 0.300958 loss_class_aux: 2.995808 loss_bbox_aux: 0.799294 loss_giou_aux: 1.933510 loss_class_dn: 0.265847 loss_bbox_dn: 0.131858 loss_giou_dn: 0.286225 loss_class_aux_dn: 1.413089 loss_bbox_aux_dn: 0.774169 loss_giou_aux_dn: 1.603241 loss: 11.456755 eta: 20:08:51 batch_cost: 0.4908 data_cost: 0.0013 ips: 8.1497 images/s [04/10 19:04:42] ppdet.engine INFO: Epoch: [64] [6900/7329] learning_rate: 0.000100 loss_class: 0.577125 loss_bbox: 0.127595 loss_giou: 0.366975 loss_class_aux: 3.615216 loss_bbox_aux: 0.814308 loss_giou_aux: 2.372202 loss_class_dn: 0.321158 loss_bbox_dn: 0.122870 loss_giou_dn: 0.336253 loss_class_aux_dn: 1.694281 loss_bbox_aux_dn: 0.734253 loss_giou_aux_dn: 1.902884 loss: 12.967323 eta: 20:07:58 batch_cost: 0.4982 data_cost: 0.0013 ips: 8.0288 images/s [04/10 19:05:34] ppdet.engine INFO: Epoch: [64] [7000/7329] learning_rate: 0.000100 loss_class: 0.546847 loss_bbox: 0.134123 loss_giou: 0.371533 loss_class_aux: 3.389082 loss_bbox_aux: 0.880642 loss_giou_aux: 2.387911 loss_class_dn: 0.312039 loss_bbox_dn: 0.137249 loss_giou_dn: 0.353981 loss_class_aux_dn: 1.684201 loss_bbox_aux_dn: 0.805451 loss_giou_aux_dn: 1.987596 loss: 13.517557 eta: 20:07:05 batch_cost: 0.4692 data_cost: 0.0013 ips: 8.5255 images/s [04/10 19:06:29] ppdet.engine INFO: Epoch: [64] [7100/7329] learning_rate: 0.000100 loss_class: 0.516088 loss_bbox: 0.132932 loss_giou: 0.322062 loss_class_aux: 3.324077 loss_bbox_aux: 0.888229 loss_giou_aux: 2.064101 loss_class_dn: 0.290602 loss_bbox_dn: 0.138397 loss_giou_dn: 0.306226 loss_class_aux_dn: 1.587634 loss_bbox_aux_dn: 0.859439 loss_giou_aux_dn: 1.714890 loss: 12.536036 eta: 20:06:12 batch_cost: 0.4907 data_cost: 0.0012 ips: 8.1513 images/s [04/10 19:07:27] ppdet.engine INFO: Epoch: [64] [7200/7329] learning_rate: 0.000100 loss_class: 0.578422 loss_bbox: 0.120422 loss_giou: 0.414313 loss_class_aux: 3.810678 loss_bbox_aux: 0.823668 loss_giou_aux: 2.571831 loss_class_dn: 0.325280 loss_bbox_dn: 0.135915 loss_giou_dn: 0.361074 loss_class_aux_dn: 1.741426 loss_bbox_aux_dn: 0.814672 loss_giou_aux_dn: 1.999723 loss: 13.842925 eta: 20:05:20 batch_cost: 0.5169 data_cost: 0.0012 ips: 7.7390 images/s [04/10 19:08:24] ppdet.engine INFO: Epoch: [64] [7300/7329] learning_rate: 0.000100 loss_class: 0.600073 loss_bbox: 0.136469 loss_giou: 0.368640 loss_class_aux: 3.692978 loss_bbox_aux: 0.888035 loss_giou_aux: 2.338382 loss_class_dn: 0.322368 loss_bbox_dn: 0.130086 loss_giou_dn: 0.341410 loss_class_aux_dn: 1.710946 loss_bbox_aux_dn: 0.785028 loss_giou_aux_dn: 1.939931 loss: 13.726676 eta: 20:04:28 batch_cost: 0.5095 data_cost: 0.0012 ips: 7.8502 images/s [04/10 19:08:44] ppdet.engine INFO: Eval iter: 0 [04/10 19:09:10] ppdet.engine INFO: Eval iter: 100 [04/10 19:09:37] ppdet.engine INFO: Eval iter: 200 [04/10 19:10:02] ppdet.engine INFO: Eval iter: 300 [04/10 19:10:28] ppdet.engine INFO: Eval iter: 400 [04/10 19:10:53] ppdet.engine INFO: Eval iter: 500 [04/10 19:11:19] ppdet.engine INFO: Eval iter: 600 [04/10 19:11:48] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/10 19:11:48] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.39s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=106.40s). Accumulating evaluation results... DONE (t=26.64s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.713 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.756 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 [04/10 19:14:25] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.914803961397958 [04/10 19:14:25] ppdet.engine INFO: Best test bbox ap is 0.530. [04/10 19:14:27] ppdet.engine INFO: Epoch: [65] [ 0/7329] learning_rate: 0.000100 loss_class: 0.622085 loss_bbox: 0.136691 loss_giou: 0.361671 loss_class_aux: 3.912534 loss_bbox_aux: 0.900310 loss_giou_aux: 2.301279 loss_class_dn: 0.313841 loss_bbox_dn: 0.131492 loss_giou_dn: 0.336087 loss_class_aux_dn: 1.706314 loss_bbox_aux_dn: 0.797011 loss_giou_aux_dn: 1.874855 loss: 13.622370 eta: 20:04:13 batch_cost: 0.5088 data_cost: 0.0014 ips: 7.8618 images/s [04/10 19:15:25] ppdet.engine INFO: Epoch: [65] [ 100/7329] learning_rate: 0.000100 loss_class: 0.543744 loss_bbox: 0.137344 loss_giou: 0.410404 loss_class_aux: 3.461421 loss_bbox_aux: 0.931261 loss_giou_aux: 2.697745 loss_class_dn: 0.331322 loss_bbox_dn: 0.145876 loss_giou_dn: 0.350737 loss_class_aux_dn: 1.809511 loss_bbox_aux_dn: 0.872319 loss_giou_aux_dn: 2.001949 loss: 14.051582 eta: 20:03:21 batch_cost: 0.5254 data_cost: 0.0013 ips: 7.6128 images/s [04/10 19:16:19] ppdet.engine INFO: Epoch: [65] [ 200/7329] learning_rate: 0.000100 loss_class: 0.566910 loss_bbox: 0.149556 loss_giou: 0.415426 loss_class_aux: 3.769474 loss_bbox_aux: 0.957184 loss_giou_aux: 2.541741 loss_class_dn: 0.329779 loss_bbox_dn: 0.146281 loss_giou_dn: 0.371347 loss_class_aux_dn: 1.771429 loss_bbox_aux_dn: 0.875585 loss_giou_aux_dn: 2.077153 loss: 14.017952 eta: 20:02:28 batch_cost: 0.4740 data_cost: 0.0013 ips: 8.4383 images/s [04/10 19:17:12] ppdet.engine INFO: Epoch: [65] [ 300/7329] learning_rate: 0.000100 loss_class: 0.512142 loss_bbox: 0.128743 loss_giou: 0.334838 loss_class_aux: 3.212502 loss_bbox_aux: 0.844236 loss_giou_aux: 2.149338 loss_class_dn: 0.293296 loss_bbox_dn: 0.131316 loss_giou_dn: 0.307523 loss_class_aux_dn: 1.605241 loss_bbox_aux_dn: 0.813004 loss_giou_aux_dn: 1.758649 loss: 13.067575 eta: 20:01:35 batch_cost: 0.4775 data_cost: 0.0013 ips: 8.3771 images/s [04/10 19:18:17] ppdet.engine INFO: Epoch: [65] [ 400/7329] learning_rate: 0.000100 loss_class: 0.512201 loss_bbox: 0.125538 loss_giou: 0.261974 loss_class_aux: 3.273044 loss_bbox_aux: 0.822498 loss_giou_aux: 1.665911 loss_class_dn: 0.267994 loss_bbox_dn: 0.129823 loss_giou_dn: 0.260524 loss_class_aux_dn: 1.526396 loss_bbox_aux_dn: 0.799544 loss_giou_aux_dn: 1.435913 loss: 11.507185 eta: 20:00:45 batch_cost: 0.5869 data_cost: 0.0012 ips: 6.8151 images/s [04/10 19:19:14] ppdet.engine INFO: Epoch: [65] [ 500/7329] learning_rate: 0.000100 loss_class: 0.600775 loss_bbox: 0.151417 loss_giou: 0.398266 loss_class_aux: 3.834203 loss_bbox_aux: 0.985225 loss_giou_aux: 2.528145 loss_class_dn: 0.344420 loss_bbox_dn: 0.157619 loss_giou_dn: 0.380759 loss_class_aux_dn: 1.855821 loss_bbox_aux_dn: 0.932473 loss_giou_aux_dn: 2.128126 loss: 14.910986 eta: 19:59:53 batch_cost: 0.5073 data_cost: 0.0013 ips: 7.8851 images/s [04/10 19:20:12] ppdet.engine INFO: Epoch: [65] [ 600/7329] learning_rate: 0.000100 loss_class: 0.560393 loss_bbox: 0.138746 loss_giou: 0.415317 loss_class_aux: 3.726400 loss_bbox_aux: 0.901494 loss_giou_aux: 2.640075 loss_class_dn: 0.345869 loss_bbox_dn: 0.143057 loss_giou_dn: 0.368372 loss_class_aux_dn: 1.832006 loss_bbox_aux_dn: 0.801433 loss_giou_aux_dn: 2.068001 loss: 14.478872 eta: 19:59:01 batch_cost: 0.5300 data_cost: 0.0012 ips: 7.5472 images/s [04/10 19:21:12] ppdet.engine INFO: Epoch: [65] [ 700/7329] learning_rate: 0.000100 loss_class: 0.563689 loss_bbox: 0.129243 loss_giou: 0.363231 loss_class_aux: 3.606700 loss_bbox_aux: 0.854602 loss_giou_aux: 2.271705 loss_class_dn: 0.313862 loss_bbox_dn: 0.142752 loss_giou_dn: 0.320709 loss_class_aux_dn: 1.694427 loss_bbox_aux_dn: 0.820661 loss_giou_aux_dn: 1.849084 loss: 13.219923 eta: 19:58:10 batch_cost: 0.5436 data_cost: 0.0011 ips: 7.3579 images/s [04/10 19:22:13] ppdet.engine INFO: Epoch: [65] [ 800/7329] learning_rate: 0.000100 loss_class: 0.588853 loss_bbox: 0.134321 loss_giou: 0.359780 loss_class_aux: 3.692507 loss_bbox_aux: 0.897262 loss_giou_aux: 2.289245 loss_class_dn: 0.353983 loss_bbox_dn: 0.140290 loss_giou_dn: 0.346712 loss_class_aux_dn: 1.881891 loss_bbox_aux_dn: 0.799264 loss_giou_aux_dn: 1.923014 loss: 13.792152 eta: 19:57:19 batch_cost: 0.5447 data_cost: 0.0013 ips: 7.3438 images/s [04/10 19:23:08] ppdet.engine INFO: Epoch: [65] [ 900/7329] learning_rate: 0.000100 loss_class: 0.536250 loss_bbox: 0.123513 loss_giou: 0.360959 loss_class_aux: 3.363320 loss_bbox_aux: 0.851687 loss_giou_aux: 2.267589 loss_class_dn: 0.295873 loss_bbox_dn: 0.116959 loss_giou_dn: 0.331211 loss_class_aux_dn: 1.586762 loss_bbox_aux_dn: 0.698130 loss_giou_aux_dn: 1.846495 loss: 12.430633 eta: 19:56:26 batch_cost: 0.4881 data_cost: 0.0015 ips: 8.1949 images/s [04/10 19:24:06] ppdet.engine INFO: Epoch: [65] [1000/7329] learning_rate: 0.000100 loss_class: 0.640831 loss_bbox: 0.147859 loss_giou: 0.439390 loss_class_aux: 3.993359 loss_bbox_aux: 0.916709 loss_giou_aux: 2.792759 loss_class_dn: 0.388321 loss_bbox_dn: 0.131233 loss_giou_dn: 0.424134 loss_class_aux_dn: 2.040673 loss_bbox_aux_dn: 0.805437 loss_giou_aux_dn: 2.437279 loss: 15.883514 eta: 19:55:34 batch_cost: 0.5062 data_cost: 0.0014 ips: 7.9023 images/s [04/10 19:25:06] ppdet.engine INFO: Epoch: [65] [1100/7329] learning_rate: 0.000100 loss_class: 0.504187 loss_bbox: 0.106884 loss_giou: 0.300501 loss_class_aux: 3.199126 loss_bbox_aux: 0.696466 loss_giou_aux: 1.906049 loss_class_dn: 0.288239 loss_bbox_dn: 0.127024 loss_giou_dn: 0.286406 loss_class_aux_dn: 1.546018 loss_bbox_aux_dn: 0.777666 loss_giou_aux_dn: 1.597699 loss: 11.863164 eta: 19:54:42 batch_cost: 0.5352 data_cost: 0.0013 ips: 7.4744 images/s [04/10 19:26:07] ppdet.engine INFO: Epoch: [65] [1200/7329] learning_rate: 0.000100 loss_class: 0.572396 loss_bbox: 0.132312 loss_giou: 0.371428 loss_class_aux: 3.695358 loss_bbox_aux: 0.844006 loss_giou_aux: 2.322381 loss_class_dn: 0.334698 loss_bbox_dn: 0.123228 loss_giou_dn: 0.348632 loss_class_aux_dn: 1.790636 loss_bbox_aux_dn: 0.774763 loss_giou_aux_dn: 1.964836 loss: 13.617918 eta: 19:53:51 batch_cost: 0.5527 data_cost: 0.0013 ips: 7.2370 images/s [04/10 19:27:04] ppdet.engine INFO: Epoch: [65] [1300/7329] learning_rate: 0.000100 loss_class: 0.529132 loss_bbox: 0.123942 loss_giou: 0.421998 loss_class_aux: 3.350305 loss_bbox_aux: 0.798924 loss_giou_aux: 2.601408 loss_class_dn: 0.319637 loss_bbox_dn: 0.119636 loss_giou_dn: 0.351636 loss_class_aux_dn: 1.704880 loss_bbox_aux_dn: 0.709977 loss_giou_aux_dn: 2.013445 loss: 13.307584 eta: 19:52:59 batch_cost: 0.5115 data_cost: 0.0013 ips: 7.8194 images/s [04/10 19:28:00] ppdet.engine INFO: Epoch: [65] [1400/7329] learning_rate: 0.000100 loss_class: 0.502107 loss_bbox: 0.120101 loss_giou: 0.320319 loss_class_aux: 3.058211 loss_bbox_aux: 0.780549 loss_giou_aux: 2.016311 loss_class_dn: 0.268712 loss_bbox_dn: 0.135336 loss_giou_dn: 0.270605 loss_class_aux_dn: 1.476067 loss_bbox_aux_dn: 0.811462 loss_giou_aux_dn: 1.545638 loss: 11.686054 eta: 19:52:07 batch_cost: 0.4987 data_cost: 0.0012 ips: 8.0203 images/s [04/10 19:28:54] ppdet.engine INFO: Epoch: [65] [1500/7329] learning_rate: 0.000100 loss_class: 0.552190 loss_bbox: 0.125243 loss_giou: 0.411118 loss_class_aux: 3.510007 loss_bbox_aux: 0.801677 loss_giou_aux: 2.613682 loss_class_dn: 0.325354 loss_bbox_dn: 0.129208 loss_giou_dn: 0.366829 loss_class_aux_dn: 1.743044 loss_bbox_aux_dn: 0.744333 loss_giou_aux_dn: 2.102008 loss: 13.793795 eta: 19:51:14 batch_cost: 0.4872 data_cost: 0.0012 ips: 8.2097 images/s [04/10 19:29:54] ppdet.engine INFO: Epoch: [65] [1600/7329] learning_rate: 0.000100 loss_class: 0.546622 loss_bbox: 0.127388 loss_giou: 0.385822 loss_class_aux: 3.403027 loss_bbox_aux: 0.878801 loss_giou_aux: 2.472046 loss_class_dn: 0.336865 loss_bbox_dn: 0.125823 loss_giou_dn: 0.349096 loss_class_aux_dn: 1.795759 loss_bbox_aux_dn: 0.769454 loss_giou_aux_dn: 1.983108 loss: 13.975731 eta: 19:50:22 batch_cost: 0.5279 data_cost: 0.0016 ips: 7.5778 images/s [04/10 19:30:51] ppdet.engine INFO: Epoch: [65] [1700/7329] learning_rate: 0.000100 loss_class: 0.586572 loss_bbox: 0.131514 loss_giou: 0.379074 loss_class_aux: 3.596803 loss_bbox_aux: 0.848161 loss_giou_aux: 2.385377 loss_class_dn: 0.324327 loss_bbox_dn: 0.134534 loss_giou_dn: 0.347418 loss_class_aux_dn: 1.725683 loss_bbox_aux_dn: 0.820074 loss_giou_aux_dn: 1.992753 loss: 13.192005 eta: 19:49:30 batch_cost: 0.5165 data_cost: 0.0012 ips: 7.7446 images/s [04/10 19:31:47] ppdet.engine INFO: Epoch: [65] [1800/7329] learning_rate: 0.000100 loss_class: 0.514953 loss_bbox: 0.126871 loss_giou: 0.282906 loss_class_aux: 3.231988 loss_bbox_aux: 0.830364 loss_giou_aux: 1.931185 loss_class_dn: 0.274330 loss_bbox_dn: 0.120668 loss_giou_dn: 0.305934 loss_class_aux_dn: 1.523518 loss_bbox_aux_dn: 0.752098 loss_giou_aux_dn: 1.676500 loss: 12.824041 eta: 19:48:38 batch_cost: 0.4943 data_cost: 0.0013 ips: 8.0924 images/s [04/10 19:32:43] ppdet.engine INFO: Epoch: [65] [1900/7329] learning_rate: 0.000100 loss_class: 0.509738 loss_bbox: 0.128672 loss_giou: 0.362851 loss_class_aux: 3.251335 loss_bbox_aux: 0.808367 loss_giou_aux: 2.181734 loss_class_dn: 0.298656 loss_bbox_dn: 0.119349 loss_giou_dn: 0.321494 loss_class_aux_dn: 1.592842 loss_bbox_aux_dn: 0.702027 loss_giou_aux_dn: 1.805878 loss: 12.418749 eta: 19:47:45 batch_cost: 0.4982 data_cost: 0.0013 ips: 8.0285 images/s [04/10 19:33:38] ppdet.engine INFO: Epoch: [65] [2000/7329] learning_rate: 0.000100 loss_class: 0.578391 loss_bbox: 0.135772 loss_giou: 0.373159 loss_class_aux: 3.775287 loss_bbox_aux: 0.892818 loss_giou_aux: 2.383718 loss_class_dn: 0.325843 loss_bbox_dn: 0.130960 loss_giou_dn: 0.353523 loss_class_aux_dn: 1.786895 loss_bbox_aux_dn: 0.785756 loss_giou_aux_dn: 2.000376 loss: 13.927107 eta: 19:46:53 batch_cost: 0.4936 data_cost: 0.0012 ips: 8.1037 images/s [04/10 19:34:32] ppdet.engine INFO: Epoch: [65] [2100/7329] learning_rate: 0.000100 loss_class: 0.577715 loss_bbox: 0.135187 loss_giou: 0.390170 loss_class_aux: 3.546480 loss_bbox_aux: 0.869856 loss_giou_aux: 2.497660 loss_class_dn: 0.337856 loss_bbox_dn: 0.134349 loss_giou_dn: 0.330195 loss_class_aux_dn: 1.801410 loss_bbox_aux_dn: 0.795791 loss_giou_aux_dn: 1.871624 loss: 13.793739 eta: 19:46:00 batch_cost: 0.4798 data_cost: 0.0012 ips: 8.3366 images/s [04/10 19:35:32] ppdet.engine INFO: Epoch: [65] [2200/7329] learning_rate: 0.000100 loss_class: 0.481559 loss_bbox: 0.114435 loss_giou: 0.311653 loss_class_aux: 2.980443 loss_bbox_aux: 0.774604 loss_giou_aux: 2.009472 loss_class_dn: 0.278487 loss_bbox_dn: 0.113112 loss_giou_dn: 0.276615 loss_class_aux_dn: 1.526710 loss_bbox_aux_dn: 0.666708 loss_giou_aux_dn: 1.641781 loss: 11.778171 eta: 19:45:09 batch_cost: 0.5442 data_cost: 0.0012 ips: 7.3500 images/s [04/10 19:36:26] ppdet.engine INFO: Epoch: [65] [2300/7329] learning_rate: 0.000100 loss_class: 0.536126 loss_bbox: 0.143409 loss_giou: 0.389479 loss_class_aux: 3.362974 loss_bbox_aux: 0.892102 loss_giou_aux: 2.411016 loss_class_dn: 0.329853 loss_bbox_dn: 0.140007 loss_giou_dn: 0.341450 loss_class_aux_dn: 1.836788 loss_bbox_aux_dn: 0.855070 loss_giou_aux_dn: 1.954872 loss: 13.809353 eta: 19:44:16 batch_cost: 0.4803 data_cost: 0.0013 ips: 8.3281 images/s [04/10 19:37:23] ppdet.engine INFO: Epoch: [65] [2400/7329] learning_rate: 0.000100 loss_class: 0.565895 loss_bbox: 0.130239 loss_giou: 0.413903 loss_class_aux: 3.617169 loss_bbox_aux: 0.863413 loss_giou_aux: 2.574483 loss_class_dn: 0.336887 loss_bbox_dn: 0.137648 loss_giou_dn: 0.371741 loss_class_aux_dn: 1.793593 loss_bbox_aux_dn: 0.803183 loss_giou_aux_dn: 2.066458 loss: 13.572104 eta: 19:43:23 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8692 images/s [04/10 19:38:16] ppdet.engine INFO: Epoch: [65] [2500/7329] learning_rate: 0.000100 loss_class: 0.608426 loss_bbox: 0.145885 loss_giou: 0.423622 loss_class_aux: 3.807533 loss_bbox_aux: 1.007877 loss_giou_aux: 2.746003 loss_class_dn: 0.339544 loss_bbox_dn: 0.144355 loss_giou_dn: 0.409634 loss_class_aux_dn: 1.837547 loss_bbox_aux_dn: 0.849566 loss_giou_aux_dn: 2.285424 loss: 15.391282 eta: 19:42:30 batch_cost: 0.4700 data_cost: 0.0013 ips: 8.5099 images/s [04/10 19:39:09] ppdet.engine INFO: Epoch: [65] [2600/7329] learning_rate: 0.000100 loss_class: 0.536298 loss_bbox: 0.130093 loss_giou: 0.356270 loss_class_aux: 3.540167 loss_bbox_aux: 0.866419 loss_giou_aux: 2.314544 loss_class_dn: 0.325508 loss_bbox_dn: 0.129571 loss_giou_dn: 0.351749 loss_class_aux_dn: 1.742342 loss_bbox_aux_dn: 0.777062 loss_giou_aux_dn: 1.951784 loss: 13.824872 eta: 19:41:37 batch_cost: 0.4799 data_cost: 0.0012 ips: 8.3352 images/s [04/10 19:40:03] ppdet.engine INFO: Epoch: [65] [2700/7329] learning_rate: 0.000100 loss_class: 0.574181 loss_bbox: 0.137594 loss_giou: 0.379074 loss_class_aux: 3.466987 loss_bbox_aux: 0.909776 loss_giou_aux: 2.382449 loss_class_dn: 0.320924 loss_bbox_dn: 0.123869 loss_giou_dn: 0.345214 loss_class_aux_dn: 1.712317 loss_bbox_aux_dn: 0.735960 loss_giou_aux_dn: 2.011923 loss: 13.902798 eta: 19:40:44 batch_cost: 0.4790 data_cost: 0.0012 ips: 8.3501 images/s [04/10 19:41:01] ppdet.engine INFO: Epoch: [65] [2800/7329] learning_rate: 0.000100 loss_class: 0.527168 loss_bbox: 0.123453 loss_giou: 0.360099 loss_class_aux: 3.304170 loss_bbox_aux: 0.839141 loss_giou_aux: 2.373870 loss_class_dn: 0.308572 loss_bbox_dn: 0.121744 loss_giou_dn: 0.335276 loss_class_aux_dn: 1.670557 loss_bbox_aux_dn: 0.760767 loss_giou_aux_dn: 1.890288 loss: 13.628335 eta: 19:39:52 batch_cost: 0.5171 data_cost: 0.0013 ips: 7.7352 images/s [04/10 19:42:04] ppdet.engine INFO: Epoch: [65] [2900/7329] learning_rate: 0.000100 loss_class: 0.591681 loss_bbox: 0.164039 loss_giou: 0.378352 loss_class_aux: 3.805939 loss_bbox_aux: 1.075392 loss_giou_aux: 2.393798 loss_class_dn: 0.348914 loss_bbox_dn: 0.167487 loss_giou_dn: 0.368592 loss_class_aux_dn: 1.899628 loss_bbox_aux_dn: 0.985197 loss_giou_aux_dn: 2.085525 loss: 14.297611 eta: 19:39:02 batch_cost: 0.5635 data_cost: 0.0013 ips: 7.0981 images/s [04/10 19:42:59] ppdet.engine INFO: Epoch: [65] [3000/7329] learning_rate: 0.000100 loss_class: 0.548295 loss_bbox: 0.131602 loss_giou: 0.372557 loss_class_aux: 3.464901 loss_bbox_aux: 0.809079 loss_giou_aux: 2.314421 loss_class_dn: 0.341096 loss_bbox_dn: 0.142183 loss_giou_dn: 0.353074 loss_class_aux_dn: 1.827004 loss_bbox_aux_dn: 0.849668 loss_giou_aux_dn: 1.922642 loss: 14.251652 eta: 19:38:09 batch_cost: 0.4963 data_cost: 0.0012 ips: 8.0598 images/s [04/10 19:43:55] ppdet.engine INFO: Epoch: [65] [3100/7329] learning_rate: 0.000100 loss_class: 0.483106 loss_bbox: 0.131789 loss_giou: 0.329974 loss_class_aux: 3.100641 loss_bbox_aux: 0.839499 loss_giou_aux: 2.044942 loss_class_dn: 0.294210 loss_bbox_dn: 0.123081 loss_giou_dn: 0.294139 loss_class_aux_dn: 1.614014 loss_bbox_aux_dn: 0.699011 loss_giou_aux_dn: 1.633704 loss: 12.443127 eta: 19:37:17 batch_cost: 0.4983 data_cost: 0.0013 ips: 8.0276 images/s [04/10 19:44:49] ppdet.engine INFO: Epoch: [65] [3200/7329] learning_rate: 0.000100 loss_class: 0.559865 loss_bbox: 0.141040 loss_giou: 0.434076 loss_class_aux: 3.614470 loss_bbox_aux: 0.891617 loss_giou_aux: 2.746158 loss_class_dn: 0.330626 loss_bbox_dn: 0.124294 loss_giou_dn: 0.378222 loss_class_aux_dn: 1.793552 loss_bbox_aux_dn: 0.761603 loss_giou_aux_dn: 2.107412 loss: 14.276306 eta: 19:36:24 batch_cost: 0.4822 data_cost: 0.0013 ips: 8.2951 images/s [04/10 19:45:43] ppdet.engine INFO: Epoch: [65] [3300/7329] learning_rate: 0.000100 loss_class: 0.500479 loss_bbox: 0.137583 loss_giou: 0.372488 loss_class_aux: 3.236579 loss_bbox_aux: 0.846699 loss_giou_aux: 2.275843 loss_class_dn: 0.308093 loss_bbox_dn: 0.130134 loss_giou_dn: 0.349942 loss_class_aux_dn: 1.626037 loss_bbox_aux_dn: 0.769553 loss_giou_aux_dn: 1.967480 loss: 13.243187 eta: 19:35:31 batch_cost: 0.4740 data_cost: 0.0012 ips: 8.4389 images/s [04/10 19:46:39] ppdet.engine INFO: Epoch: [65] [3400/7329] learning_rate: 0.000100 loss_class: 0.530725 loss_bbox: 0.127133 loss_giou: 0.356705 loss_class_aux: 3.409256 loss_bbox_aux: 0.817870 loss_giou_aux: 2.275123 loss_class_dn: 0.313549 loss_bbox_dn: 0.115563 loss_giou_dn: 0.356383 loss_class_aux_dn: 1.660794 loss_bbox_aux_dn: 0.677243 loss_giou_aux_dn: 2.007802 loss: 13.278248 eta: 19:34:38 batch_cost: 0.5010 data_cost: 0.0014 ips: 7.9837 images/s [04/10 19:47:33] ppdet.engine INFO: Epoch: [65] [3500/7329] learning_rate: 0.000100 loss_class: 0.571515 loss_bbox: 0.142357 loss_giou: 0.380175 loss_class_aux: 3.636699 loss_bbox_aux: 0.920789 loss_giou_aux: 2.407478 loss_class_dn: 0.335816 loss_bbox_dn: 0.127569 loss_giou_dn: 0.347977 loss_class_aux_dn: 1.863417 loss_bbox_aux_dn: 0.781167 loss_giou_aux_dn: 2.004955 loss: 14.301768 eta: 19:33:45 batch_cost: 0.4824 data_cost: 0.0012 ips: 8.2913 images/s [04/10 19:48:28] ppdet.engine INFO: Epoch: [65] [3600/7329] learning_rate: 0.000100 loss_class: 0.554706 loss_bbox: 0.119773 loss_giou: 0.362993 loss_class_aux: 3.513793 loss_bbox_aux: 0.801343 loss_giou_aux: 2.334089 loss_class_dn: 0.321772 loss_bbox_dn: 0.119653 loss_giou_dn: 0.343074 loss_class_aux_dn: 1.744812 loss_bbox_aux_dn: 0.773967 loss_giou_aux_dn: 1.936201 loss: 13.548337 eta: 19:32:53 batch_cost: 0.4886 data_cost: 0.0014 ips: 8.1872 images/s [04/10 19:49:23] ppdet.engine INFO: Epoch: [65] [3700/7329] learning_rate: 0.000100 loss_class: 0.607553 loss_bbox: 0.145468 loss_giou: 0.456928 loss_class_aux: 3.890646 loss_bbox_aux: 0.955972 loss_giou_aux: 2.821728 loss_class_dn: 0.358916 loss_bbox_dn: 0.137094 loss_giou_dn: 0.417109 loss_class_aux_dn: 1.910240 loss_bbox_aux_dn: 0.813049 loss_giou_aux_dn: 2.304602 loss: 15.152300 eta: 19:32:00 batch_cost: 0.4927 data_cost: 0.0012 ips: 8.1179 images/s [04/10 19:50:18] ppdet.engine INFO: Epoch: [65] [3800/7329] learning_rate: 0.000100 loss_class: 0.607745 loss_bbox: 0.139025 loss_giou: 0.373935 loss_class_aux: 3.839836 loss_bbox_aux: 0.960037 loss_giou_aux: 2.477603 loss_class_dn: 0.336989 loss_bbox_dn: 0.148537 loss_giou_dn: 0.360381 loss_class_aux_dn: 1.817515 loss_bbox_aux_dn: 0.862677 loss_giou_aux_dn: 2.037893 loss: 14.209173 eta: 19:31:07 batch_cost: 0.4883 data_cost: 0.0012 ips: 8.1918 images/s [04/10 19:51:12] ppdet.engine INFO: Epoch: [65] [3900/7329] learning_rate: 0.000100 loss_class: 0.506129 loss_bbox: 0.129585 loss_giou: 0.349627 loss_class_aux: 3.183518 loss_bbox_aux: 0.853985 loss_giou_aux: 2.211747 loss_class_dn: 0.309091 loss_bbox_dn: 0.129143 loss_giou_dn: 0.331622 loss_class_aux_dn: 1.660865 loss_bbox_aux_dn: 0.778933 loss_giou_aux_dn: 1.830479 loss: 12.211138 eta: 19:30:14 batch_cost: 0.4777 data_cost: 0.0012 ips: 8.3728 images/s [04/10 19:52:06] ppdet.engine INFO: Epoch: [65] [4000/7329] learning_rate: 0.000100 loss_class: 0.599585 loss_bbox: 0.140282 loss_giou: 0.452363 loss_class_aux: 3.852003 loss_bbox_aux: 0.920096 loss_giou_aux: 2.874403 loss_class_dn: 0.352962 loss_bbox_dn: 0.146302 loss_giou_dn: 0.409229 loss_class_aux_dn: 1.902150 loss_bbox_aux_dn: 0.845994 loss_giou_aux_dn: 2.275391 loss: 15.355345 eta: 19:29:21 batch_cost: 0.4859 data_cost: 0.0012 ips: 8.2324 images/s [04/10 19:52:59] ppdet.engine INFO: Epoch: [65] [4100/7329] learning_rate: 0.000100 loss_class: 0.590408 loss_bbox: 0.144061 loss_giou: 0.385296 loss_class_aux: 3.777135 loss_bbox_aux: 0.909367 loss_giou_aux: 2.426072 loss_class_dn: 0.346689 loss_bbox_dn: 0.148133 loss_giou_dn: 0.349150 loss_class_aux_dn: 1.834737 loss_bbox_aux_dn: 0.906763 loss_giou_aux_dn: 1.987779 loss: 13.479028 eta: 19:28:28 batch_cost: 0.4737 data_cost: 0.0012 ips: 8.4450 images/s [04/10 19:53:54] ppdet.engine INFO: Epoch: [65] [4200/7329] learning_rate: 0.000100 loss_class: 0.642410 loss_bbox: 0.152143 loss_giou: 0.459298 loss_class_aux: 3.908605 loss_bbox_aux: 0.940681 loss_giou_aux: 2.883039 loss_class_dn: 0.360005 loss_bbox_dn: 0.151716 loss_giou_dn: 0.414610 loss_class_aux_dn: 1.923305 loss_bbox_aux_dn: 0.913156 loss_giou_aux_dn: 2.340613 loss: 15.504368 eta: 19:27:36 batch_cost: 0.4904 data_cost: 0.0012 ips: 8.1562 images/s [04/10 19:54:49] ppdet.engine INFO: Epoch: [65] [4300/7329] learning_rate: 0.000100 loss_class: 0.562699 loss_bbox: 0.130600 loss_giou: 0.369305 loss_class_aux: 3.591923 loss_bbox_aux: 0.855030 loss_giou_aux: 2.313039 loss_class_dn: 0.326698 loss_bbox_dn: 0.132426 loss_giou_dn: 0.342562 loss_class_aux_dn: 1.740050 loss_bbox_aux_dn: 0.820967 loss_giou_aux_dn: 1.957393 loss: 13.252708 eta: 19:26:43 batch_cost: 0.4872 data_cost: 0.0012 ips: 8.2097 images/s [04/10 19:55:43] ppdet.engine INFO: Epoch: [65] [4400/7329] learning_rate: 0.000100 loss_class: 0.535007 loss_bbox: 0.135459 loss_giou: 0.373102 loss_class_aux: 3.320142 loss_bbox_aux: 0.896236 loss_giou_aux: 2.400147 loss_class_dn: 0.297958 loss_bbox_dn: 0.123683 loss_giou_dn: 0.353164 loss_class_aux_dn: 1.637669 loss_bbox_aux_dn: 0.753370 loss_giou_aux_dn: 1.893488 loss: 13.361807 eta: 19:25:50 batch_cost: 0.4878 data_cost: 0.0013 ips: 8.2002 images/s [04/10 19:56:37] ppdet.engine INFO: Epoch: [65] [4500/7329] learning_rate: 0.000100 loss_class: 0.563222 loss_bbox: 0.132899 loss_giou: 0.371081 loss_class_aux: 3.633495 loss_bbox_aux: 0.863297 loss_giou_aux: 2.457687 loss_class_dn: 0.341307 loss_bbox_dn: 0.128732 loss_giou_dn: 0.378048 loss_class_aux_dn: 1.843210 loss_bbox_aux_dn: 0.770768 loss_giou_aux_dn: 2.151261 loss: 14.477743 eta: 19:24:57 batch_cost: 0.4790 data_cost: 0.0012 ips: 8.3513 images/s [04/10 19:57:33] ppdet.engine INFO: Epoch: [65] [4600/7329] learning_rate: 0.000100 loss_class: 0.555475 loss_bbox: 0.129930 loss_giou: 0.344372 loss_class_aux: 3.383910 loss_bbox_aux: 0.891742 loss_giou_aux: 2.133162 loss_class_dn: 0.304964 loss_bbox_dn: 0.130998 loss_giou_dn: 0.316110 loss_class_aux_dn: 1.648750 loss_bbox_aux_dn: 0.807626 loss_giou_aux_dn: 1.799187 loss: 12.741545 eta: 19:24:05 batch_cost: 0.4956 data_cost: 0.0012 ips: 8.0718 images/s [04/10 19:58:29] ppdet.engine INFO: Epoch: [65] [4700/7329] learning_rate: 0.000100 loss_class: 0.581597 loss_bbox: 0.127111 loss_giou: 0.384021 loss_class_aux: 3.665143 loss_bbox_aux: 0.813186 loss_giou_aux: 2.458167 loss_class_dn: 0.313917 loss_bbox_dn: 0.127852 loss_giou_dn: 0.356442 loss_class_aux_dn: 1.702667 loss_bbox_aux_dn: 0.740623 loss_giou_aux_dn: 1.955962 loss: 13.341030 eta: 19:23:12 batch_cost: 0.4945 data_cost: 0.0014 ips: 8.0888 images/s [04/10 19:59:27] ppdet.engine INFO: Epoch: [65] [4800/7329] learning_rate: 0.000100 loss_class: 0.536965 loss_bbox: 0.118122 loss_giou: 0.320683 loss_class_aux: 3.367211 loss_bbox_aux: 0.774675 loss_giou_aux: 2.091700 loss_class_dn: 0.312331 loss_bbox_dn: 0.117636 loss_giou_dn: 0.302327 loss_class_aux_dn: 1.715401 loss_bbox_aux_dn: 0.684881 loss_giou_aux_dn: 1.734758 loss: 13.107737 eta: 19:22:20 batch_cost: 0.5151 data_cost: 0.0015 ips: 7.7655 images/s [04/10 20:00:20] ppdet.engine INFO: Epoch: [65] [4900/7329] learning_rate: 0.000100 loss_class: 0.508738 loss_bbox: 0.122806 loss_giou: 0.352308 loss_class_aux: 3.191136 loss_bbox_aux: 0.809806 loss_giou_aux: 2.331542 loss_class_dn: 0.286191 loss_bbox_dn: 0.130176 loss_giou_dn: 0.323441 loss_class_aux_dn: 1.522706 loss_bbox_aux_dn: 0.779553 loss_giou_aux_dn: 1.797313 loss: 12.227791 eta: 19:21:27 batch_cost: 0.4797 data_cost: 0.0012 ips: 8.3393 images/s [04/10 20:01:14] ppdet.engine INFO: Epoch: [65] [5000/7329] learning_rate: 0.000100 loss_class: 0.557612 loss_bbox: 0.124489 loss_giou: 0.384812 loss_class_aux: 3.598563 loss_bbox_aux: 0.810225 loss_giou_aux: 2.411389 loss_class_dn: 0.344783 loss_bbox_dn: 0.122747 loss_giou_dn: 0.374122 loss_class_aux_dn: 1.850973 loss_bbox_aux_dn: 0.726360 loss_giou_aux_dn: 2.075455 loss: 14.307191 eta: 19:20:34 batch_cost: 0.4749 data_cost: 0.0012 ips: 8.4237 images/s [04/10 20:02:12] ppdet.engine INFO: Epoch: [65] [5100/7329] learning_rate: 0.000100 loss_class: 0.597779 loss_bbox: 0.130402 loss_giou: 0.386076 loss_class_aux: 3.640743 loss_bbox_aux: 0.848843 loss_giou_aux: 2.462681 loss_class_dn: 0.335746 loss_bbox_dn: 0.137773 loss_giou_dn: 0.360789 loss_class_aux_dn: 1.762079 loss_bbox_aux_dn: 0.811520 loss_giou_aux_dn: 2.089609 loss: 15.039049 eta: 19:19:42 batch_cost: 0.5166 data_cost: 0.0014 ips: 7.7434 images/s [04/10 20:03:10] ppdet.engine INFO: Epoch: [65] [5200/7329] learning_rate: 0.000100 loss_class: 0.515815 loss_bbox: 0.132462 loss_giou: 0.346832 loss_class_aux: 3.426278 loss_bbox_aux: 0.877229 loss_giou_aux: 2.150080 loss_class_dn: 0.294350 loss_bbox_dn: 0.138878 loss_giou_dn: 0.324961 loss_class_aux_dn: 1.563929 loss_bbox_aux_dn: 0.854815 loss_giou_aux_dn: 1.815810 loss: 12.305264 eta: 19:18:50 batch_cost: 0.5126 data_cost: 0.0014 ips: 7.8034 images/s [04/10 20:04:04] ppdet.engine INFO: Epoch: [65] [5300/7329] learning_rate: 0.000100 loss_class: 0.554198 loss_bbox: 0.140920 loss_giou: 0.365412 loss_class_aux: 3.526833 loss_bbox_aux: 0.923553 loss_giou_aux: 2.362922 loss_class_dn: 0.319416 loss_bbox_dn: 0.127222 loss_giou_dn: 0.346071 loss_class_aux_dn: 1.645706 loss_bbox_aux_dn: 0.763098 loss_giou_aux_dn: 2.013499 loss: 13.224848 eta: 19:17:57 batch_cost: 0.4766 data_cost: 0.0012 ips: 8.3932 images/s [04/10 20:04:57] ppdet.engine INFO: Epoch: [65] [5400/7329] learning_rate: 0.000100 loss_class: 0.545302 loss_bbox: 0.136070 loss_giou: 0.419420 loss_class_aux: 3.441578 loss_bbox_aux: 0.852153 loss_giou_aux: 2.693570 loss_class_dn: 0.333866 loss_bbox_dn: 0.129541 loss_giou_dn: 0.371990 loss_class_aux_dn: 1.766568 loss_bbox_aux_dn: 0.779373 loss_giou_aux_dn: 2.059643 loss: 13.419840 eta: 19:17:04 batch_cost: 0.4711 data_cost: 0.0012 ips: 8.4901 images/s [04/10 20:05:50] ppdet.engine INFO: Epoch: [65] [5500/7329] learning_rate: 0.000100 loss_class: 0.599148 loss_bbox: 0.131966 loss_giou: 0.405011 loss_class_aux: 3.811152 loss_bbox_aux: 0.887657 loss_giou_aux: 2.619876 loss_class_dn: 0.339237 loss_bbox_dn: 0.132305 loss_giou_dn: 0.391942 loss_class_aux_dn: 1.852506 loss_bbox_aux_dn: 0.790577 loss_giou_aux_dn: 2.197847 loss: 14.531824 eta: 19:16:11 batch_cost: 0.4754 data_cost: 0.0013 ips: 8.4148 images/s [04/10 20:06:46] ppdet.engine INFO: Epoch: [65] [5600/7329] learning_rate: 0.000100 loss_class: 0.583346 loss_bbox: 0.141542 loss_giou: 0.383407 loss_class_aux: 3.556654 loss_bbox_aux: 0.885636 loss_giou_aux: 2.481437 loss_class_dn: 0.325746 loss_bbox_dn: 0.128432 loss_giou_dn: 0.366367 loss_class_aux_dn: 1.726707 loss_bbox_aux_dn: 0.781921 loss_giou_aux_dn: 1.992400 loss: 13.486038 eta: 19:15:18 batch_cost: 0.5039 data_cost: 0.0012 ips: 7.9381 images/s [04/10 20:07:46] ppdet.engine INFO: Epoch: [65] [5700/7329] learning_rate: 0.000100 loss_class: 0.493221 loss_bbox: 0.117128 loss_giou: 0.342874 loss_class_aux: 3.065452 loss_bbox_aux: 0.796472 loss_giou_aux: 2.232712 loss_class_dn: 0.287035 loss_bbox_dn: 0.112960 loss_giou_dn: 0.301757 loss_class_aux_dn: 1.503589 loss_bbox_aux_dn: 0.687162 loss_giou_aux_dn: 1.683170 loss: 12.058602 eta: 19:14:27 batch_cost: 0.5361 data_cost: 0.0012 ips: 7.4614 images/s [04/10 20:08:39] ppdet.engine INFO: Epoch: [65] [5800/7329] learning_rate: 0.000100 loss_class: 0.571545 loss_bbox: 0.137567 loss_giou: 0.342369 loss_class_aux: 3.700303 loss_bbox_aux: 0.874427 loss_giou_aux: 2.193345 loss_class_dn: 0.319093 loss_bbox_dn: 0.129871 loss_giou_dn: 0.319727 loss_class_aux_dn: 1.735012 loss_bbox_aux_dn: 0.824831 loss_giou_aux_dn: 1.866769 loss: 13.740856 eta: 19:13:34 batch_cost: 0.4728 data_cost: 0.0011 ips: 8.4611 images/s [04/10 20:09:31] ppdet.engine INFO: Epoch: [65] [5900/7329] learning_rate: 0.000100 loss_class: 0.583937 loss_bbox: 0.147489 loss_giou: 0.473526 loss_class_aux: 3.732562 loss_bbox_aux: 0.946141 loss_giou_aux: 2.929013 loss_class_dn: 0.382118 loss_bbox_dn: 0.136877 loss_giou_dn: 0.425436 loss_class_aux_dn: 2.057940 loss_bbox_aux_dn: 0.853069 loss_giou_aux_dn: 2.357613 loss: 15.193919 eta: 19:12:41 batch_cost: 0.4698 data_cost: 0.0011 ips: 8.5144 images/s [04/10 20:10:24] ppdet.engine INFO: Epoch: [65] [6000/7329] learning_rate: 0.000100 loss_class: 0.571453 loss_bbox: 0.131509 loss_giou: 0.399301 loss_class_aux: 3.672083 loss_bbox_aux: 0.866389 loss_giou_aux: 2.444289 loss_class_dn: 0.322689 loss_bbox_dn: 0.125781 loss_giou_dn: 0.361203 loss_class_aux_dn: 1.742229 loss_bbox_aux_dn: 0.743928 loss_giou_aux_dn: 2.069419 loss: 14.282467 eta: 19:11:48 batch_cost: 0.4727 data_cost: 0.0013 ips: 8.4626 images/s [04/10 20:11:24] ppdet.engine INFO: Epoch: [65] [6100/7329] learning_rate: 0.000100 loss_class: 0.570136 loss_bbox: 0.136964 loss_giou: 0.347196 loss_class_aux: 3.620530 loss_bbox_aux: 0.899717 loss_giou_aux: 2.084785 loss_class_dn: 0.324228 loss_bbox_dn: 0.137817 loss_giou_dn: 0.342409 loss_class_aux_dn: 1.757985 loss_bbox_aux_dn: 0.846559 loss_giou_aux_dn: 1.942458 loss: 13.820581 eta: 19:10:56 batch_cost: 0.5332 data_cost: 0.0018 ips: 7.5023 images/s [04/10 20:12:22] ppdet.engine INFO: Epoch: [65] [6200/7329] learning_rate: 0.000100 loss_class: 0.574363 loss_bbox: 0.123494 loss_giou: 0.350085 loss_class_aux: 3.623142 loss_bbox_aux: 0.811795 loss_giou_aux: 2.229308 loss_class_dn: 0.316439 loss_bbox_dn: 0.123229 loss_giou_dn: 0.323791 loss_class_aux_dn: 1.760186 loss_bbox_aux_dn: 0.737118 loss_giou_aux_dn: 1.850182 loss: 12.960445 eta: 19:10:04 batch_cost: 0.5109 data_cost: 0.0014 ips: 7.8297 images/s [04/10 20:13:20] ppdet.engine INFO: Epoch: [65] [6300/7329] learning_rate: 0.000100 loss_class: 0.555699 loss_bbox: 0.132462 loss_giou: 0.403296 loss_class_aux: 3.686956 loss_bbox_aux: 0.842791 loss_giou_aux: 2.617106 loss_class_dn: 0.332284 loss_bbox_dn: 0.118136 loss_giou_dn: 0.352698 loss_class_aux_dn: 1.760463 loss_bbox_aux_dn: 0.736490 loss_giou_aux_dn: 2.028374 loss: 13.112114 eta: 19:09:12 batch_cost: 0.5203 data_cost: 0.0013 ips: 7.6878 images/s [04/10 20:14:13] ppdet.engine INFO: Epoch: [65] [6400/7329] learning_rate: 0.000100 loss_class: 0.538394 loss_bbox: 0.133986 loss_giou: 0.362893 loss_class_aux: 3.330958 loss_bbox_aux: 0.871788 loss_giou_aux: 2.355164 loss_class_dn: 0.296070 loss_bbox_dn: 0.121612 loss_giou_dn: 0.317419 loss_class_aux_dn: 1.599700 loss_bbox_aux_dn: 0.742112 loss_giou_aux_dn: 1.735213 loss: 12.874500 eta: 19:08:19 batch_cost: 0.4766 data_cost: 0.0012 ips: 8.3932 images/s [04/10 20:15:18] ppdet.engine INFO: Epoch: [65] [6500/7329] learning_rate: 0.000100 loss_class: 0.564613 loss_bbox: 0.142741 loss_giou: 0.430318 loss_class_aux: 3.560846 loss_bbox_aux: 0.946230 loss_giou_aux: 2.756027 loss_class_dn: 0.357425 loss_bbox_dn: 0.136322 loss_giou_dn: 0.384150 loss_class_aux_dn: 1.906306 loss_bbox_aux_dn: 0.812645 loss_giou_aux_dn: 2.111679 loss: 14.664670 eta: 19:07:29 batch_cost: 0.5719 data_cost: 0.0016 ips: 6.9948 images/s [04/10 20:16:17] ppdet.engine INFO: Epoch: [65] [6600/7329] learning_rate: 0.000100 loss_class: 0.508593 loss_bbox: 0.123631 loss_giou: 0.322689 loss_class_aux: 3.227773 loss_bbox_aux: 0.811521 loss_giou_aux: 2.061043 loss_class_dn: 0.271922 loss_bbox_dn: 0.128013 loss_giou_dn: 0.269078 loss_class_aux_dn: 1.447750 loss_bbox_aux_dn: 0.740021 loss_giou_aux_dn: 1.506867 loss: 11.537779 eta: 19:06:37 batch_cost: 0.5293 data_cost: 0.0013 ips: 7.5576 images/s [04/10 20:17:13] ppdet.engine INFO: Epoch: [65] [6700/7329] learning_rate: 0.000100 loss_class: 0.507035 loss_bbox: 0.124416 loss_giou: 0.317179 loss_class_aux: 3.201622 loss_bbox_aux: 0.822363 loss_giou_aux: 2.040541 loss_class_dn: 0.274028 loss_bbox_dn: 0.129947 loss_giou_dn: 0.281394 loss_class_aux_dn: 1.495227 loss_bbox_aux_dn: 0.763566 loss_giou_aux_dn: 1.577440 loss: 11.286909 eta: 19:05:45 batch_cost: 0.4975 data_cost: 0.0013 ips: 8.0394 images/s [04/10 20:18:14] ppdet.engine INFO: Epoch: [65] [6800/7329] learning_rate: 0.000100 loss_class: 0.593279 loss_bbox: 0.140273 loss_giou: 0.370348 loss_class_aux: 3.836460 loss_bbox_aux: 0.908042 loss_giou_aux: 2.460608 loss_class_dn: 0.318897 loss_bbox_dn: 0.134650 loss_giou_dn: 0.349862 loss_class_aux_dn: 1.761894 loss_bbox_aux_dn: 0.800156 loss_giou_aux_dn: 1.984226 loss: 14.015120 eta: 19:04:54 batch_cost: 0.5403 data_cost: 0.0015 ips: 7.4031 images/s [04/10 20:19:09] ppdet.engine INFO: Epoch: [65] [6900/7329] learning_rate: 0.000100 loss_class: 0.582210 loss_bbox: 0.136388 loss_giou: 0.402518 loss_class_aux: 3.591553 loss_bbox_aux: 0.898147 loss_giou_aux: 2.560121 loss_class_dn: 0.335114 loss_bbox_dn: 0.146806 loss_giou_dn: 0.369660 loss_class_aux_dn: 1.770103 loss_bbox_aux_dn: 0.885862 loss_giou_aux_dn: 2.059866 loss: 14.304985 eta: 19:04:01 batch_cost: 0.4997 data_cost: 0.0011 ips: 8.0050 images/s [04/10 20:20:02] ppdet.engine INFO: Epoch: [65] [7000/7329] learning_rate: 0.000100 loss_class: 0.579078 loss_bbox: 0.140867 loss_giou: 0.396283 loss_class_aux: 3.871453 loss_bbox_aux: 0.931789 loss_giou_aux: 2.516994 loss_class_dn: 0.341757 loss_bbox_dn: 0.132954 loss_giou_dn: 0.373223 loss_class_aux_dn: 1.820488 loss_bbox_aux_dn: 0.795330 loss_giou_aux_dn: 2.100582 loss: 14.802400 eta: 19:03:08 batch_cost: 0.4724 data_cost: 0.0012 ips: 8.4678 images/s [04/10 20:20:56] ppdet.engine INFO: Epoch: [65] [7100/7329] learning_rate: 0.000100 loss_class: 0.542461 loss_bbox: 0.128302 loss_giou: 0.375440 loss_class_aux: 3.519979 loss_bbox_aux: 0.841538 loss_giou_aux: 2.313069 loss_class_dn: 0.318688 loss_bbox_dn: 0.123619 loss_giou_dn: 0.325832 loss_class_aux_dn: 1.695012 loss_bbox_aux_dn: 0.713880 loss_giou_aux_dn: 1.795021 loss: 13.321363 eta: 19:02:15 batch_cost: 0.4769 data_cost: 0.0011 ips: 8.3869 images/s [04/10 20:21:49] ppdet.engine INFO: Epoch: [65] [7200/7329] learning_rate: 0.000100 loss_class: 0.627117 loss_bbox: 0.165905 loss_giou: 0.407597 loss_class_aux: 4.037523 loss_bbox_aux: 1.046603 loss_giou_aux: 2.673873 loss_class_dn: 0.353881 loss_bbox_dn: 0.142529 loss_giou_dn: 0.382114 loss_class_aux_dn: 1.913397 loss_bbox_aux_dn: 0.875675 loss_giou_aux_dn: 2.108739 loss: 15.070614 eta: 19:01:22 batch_cost: 0.4748 data_cost: 0.0012 ips: 8.4241 images/s [04/10 20:22:45] ppdet.engine INFO: Epoch: [65] [7300/7329] learning_rate: 0.000100 loss_class: 0.573388 loss_bbox: 0.141438 loss_giou: 0.381745 loss_class_aux: 3.654901 loss_bbox_aux: 0.908668 loss_giou_aux: 2.435561 loss_class_dn: 0.344176 loss_bbox_dn: 0.149201 loss_giou_dn: 0.356193 loss_class_aux_dn: 1.859627 loss_bbox_aux_dn: 0.897137 loss_giou_aux_dn: 2.045047 loss: 14.380053 eta: 19:00:30 batch_cost: 0.5029 data_cost: 0.0013 ips: 7.9540 images/s [04/10 20:23:06] ppdet.engine INFO: Eval iter: 0 [04/10 20:23:31] ppdet.engine INFO: Eval iter: 100 [04/10 20:23:57] ppdet.engine INFO: Eval iter: 200 [04/10 20:24:24] ppdet.engine INFO: Eval iter: 300 [04/10 20:24:49] ppdet.engine INFO: Eval iter: 400 [04/10 20:25:15] ppdet.engine INFO: Eval iter: 500 [04/10 20:25:40] ppdet.engine INFO: Eval iter: 600 [04/10 20:26:08] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 20:26:09] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.15s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=105.69s). Accumulating evaluation results... DONE (t=25.88s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.345 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 [04/10 20:28:44] ppdet.engine INFO: Total sample number: 5000, average FPS: 31.07850865565613 [04/10 20:28:44] ppdet.engine INFO: Best test bbox ap is 0.530. [04/10 20:28:45] ppdet.engine INFO: Epoch: [66] [ 0/7329] learning_rate: 0.000100 loss_class: 0.573388 loss_bbox: 0.134793 loss_giou: 0.384638 loss_class_aux: 3.654901 loss_bbox_aux: 0.891496 loss_giou_aux: 2.435561 loss_class_dn: 0.338744 loss_bbox_dn: 0.145471 loss_giou_dn: 0.356193 loss_class_aux_dn: 1.819563 loss_bbox_aux_dn: 0.840620 loss_giou_aux_dn: 2.009792 loss: 13.909458 eta: 19:00:14 batch_cost: 0.5087 data_cost: 0.0014 ips: 7.8632 images/s [04/10 20:29:40] ppdet.engine INFO: Epoch: [66] [ 100/7329] learning_rate: 0.000100 loss_class: 0.464530 loss_bbox: 0.125351 loss_giou: 0.376356 loss_class_aux: 2.980109 loss_bbox_aux: 0.770014 loss_giou_aux: 2.381900 loss_class_dn: 0.303524 loss_bbox_dn: 0.123996 loss_giou_dn: 0.319468 loss_class_aux_dn: 1.615842 loss_bbox_aux_dn: 0.774873 loss_giou_aux_dn: 1.780068 loss: 11.763041 eta: 18:59:22 batch_cost: 0.4858 data_cost: 0.0013 ips: 8.2340 images/s [04/10 20:30:32] ppdet.engine INFO: Epoch: [66] [ 200/7329] learning_rate: 0.000100 loss_class: 0.592082 loss_bbox: 0.133854 loss_giou: 0.380793 loss_class_aux: 3.619355 loss_bbox_aux: 0.894405 loss_giou_aux: 2.417018 loss_class_dn: 0.343463 loss_bbox_dn: 0.142020 loss_giou_dn: 0.360475 loss_class_aux_dn: 1.898990 loss_bbox_aux_dn: 0.858810 loss_giou_aux_dn: 2.048711 loss: 13.550502 eta: 18:58:29 batch_cost: 0.4708 data_cost: 0.0012 ips: 8.4958 images/s [04/10 20:31:25] ppdet.engine INFO: Epoch: [66] [ 300/7329] learning_rate: 0.000100 loss_class: 0.570660 loss_bbox: 0.124927 loss_giou: 0.420015 loss_class_aux: 3.619269 loss_bbox_aux: 0.865695 loss_giou_aux: 2.653976 loss_class_dn: 0.337755 loss_bbox_dn: 0.115186 loss_giou_dn: 0.381478 loss_class_aux_dn: 1.783976 loss_bbox_aux_dn: 0.729417 loss_giou_aux_dn: 2.148360 loss: 14.034001 eta: 18:57:35 batch_cost: 0.4683 data_cost: 0.0013 ips: 8.5411 images/s [04/10 20:32:20] ppdet.engine INFO: Epoch: [66] [ 400/7329] learning_rate: 0.000100 loss_class: 0.499437 loss_bbox: 0.129667 loss_giou: 0.327677 loss_class_aux: 3.257102 loss_bbox_aux: 0.806398 loss_giou_aux: 2.052184 loss_class_dn: 0.295647 loss_bbox_dn: 0.140906 loss_giou_dn: 0.287872 loss_class_aux_dn: 1.609415 loss_bbox_aux_dn: 0.826557 loss_giou_aux_dn: 1.622861 loss: 12.066058 eta: 18:56:43 batch_cost: 0.4921 data_cost: 0.0012 ips: 8.1279 images/s [04/10 20:33:14] ppdet.engine INFO: Epoch: [66] [ 500/7329] learning_rate: 0.000100 loss_class: 0.573153 loss_bbox: 0.152368 loss_giou: 0.402850 loss_class_aux: 3.593645 loss_bbox_aux: 0.988463 loss_giou_aux: 2.520585 loss_class_dn: 0.333605 loss_bbox_dn: 0.141937 loss_giou_dn: 0.353791 loss_class_aux_dn: 1.771741 loss_bbox_aux_dn: 0.846314 loss_giou_aux_dn: 1.980850 loss: 14.622428 eta: 18:55:50 batch_cost: 0.4772 data_cost: 0.0013 ips: 8.3822 images/s [04/10 20:34:11] ppdet.engine INFO: Epoch: [66] [ 600/7329] learning_rate: 0.000100 loss_class: 0.541151 loss_bbox: 0.121908 loss_giou: 0.322697 loss_class_aux: 3.381531 loss_bbox_aux: 0.818258 loss_giou_aux: 2.012657 loss_class_dn: 0.291844 loss_bbox_dn: 0.128473 loss_giou_dn: 0.324816 loss_class_aux_dn: 1.589868 loss_bbox_aux_dn: 0.794020 loss_giou_aux_dn: 1.830281 loss: 12.816198 eta: 18:54:58 batch_cost: 0.5116 data_cost: 0.0013 ips: 7.8191 images/s [04/10 20:35:09] ppdet.engine INFO: Epoch: [66] [ 700/7329] learning_rate: 0.000100 loss_class: 0.534527 loss_bbox: 0.129164 loss_giou: 0.422490 loss_class_aux: 3.416829 loss_bbox_aux: 0.866185 loss_giou_aux: 2.623641 loss_class_dn: 0.333140 loss_bbox_dn: 0.138043 loss_giou_dn: 0.364288 loss_class_aux_dn: 1.745077 loss_bbox_aux_dn: 0.831865 loss_giou_aux_dn: 2.030102 loss: 13.906469 eta: 18:54:06 batch_cost: 0.5160 data_cost: 0.0013 ips: 7.7521 images/s [04/10 20:36:09] ppdet.engine INFO: Epoch: [66] [ 800/7329] learning_rate: 0.000100 loss_class: 0.514727 loss_bbox: 0.119987 loss_giou: 0.325269 loss_class_aux: 3.189434 loss_bbox_aux: 0.766961 loss_giou_aux: 2.145715 loss_class_dn: 0.311358 loss_bbox_dn: 0.127827 loss_giou_dn: 0.319032 loss_class_aux_dn: 1.662895 loss_bbox_aux_dn: 0.762009 loss_giou_aux_dn: 1.822618 loss: 13.027403 eta: 18:53:14 batch_cost: 0.5364 data_cost: 0.0012 ips: 7.4573 images/s [04/10 20:37:07] ppdet.engine INFO: Epoch: [66] [ 900/7329] learning_rate: 0.000100 loss_class: 0.552544 loss_bbox: 0.144704 loss_giou: 0.340332 loss_class_aux: 3.504058 loss_bbox_aux: 0.918591 loss_giou_aux: 2.128060 loss_class_dn: 0.308742 loss_bbox_dn: 0.139049 loss_giou_dn: 0.307829 loss_class_aux_dn: 1.688977 loss_bbox_aux_dn: 0.814693 loss_giou_aux_dn: 1.722131 loss: 13.303165 eta: 18:52:23 batch_cost: 0.5228 data_cost: 0.0012 ips: 7.6512 images/s [04/10 20:38:08] ppdet.engine INFO: Epoch: [66] [1000/7329] learning_rate: 0.000100 loss_class: 0.557907 loss_bbox: 0.136227 loss_giou: 0.355607 loss_class_aux: 3.568088 loss_bbox_aux: 0.913134 loss_giou_aux: 2.255815 loss_class_dn: 0.325795 loss_bbox_dn: 0.142410 loss_giou_dn: 0.324867 loss_class_aux_dn: 1.781836 loss_bbox_aux_dn: 0.837572 loss_giou_aux_dn: 1.842059 loss: 13.744701 eta: 18:51:32 batch_cost: 0.5516 data_cost: 0.0012 ips: 7.2522 images/s [04/10 20:39:07] ppdet.engine INFO: Epoch: [66] [1100/7329] learning_rate: 0.000100 loss_class: 0.523636 loss_bbox: 0.119686 loss_giou: 0.297787 loss_class_aux: 3.540770 loss_bbox_aux: 0.812901 loss_giou_aux: 1.825900 loss_class_dn: 0.290512 loss_bbox_dn: 0.134616 loss_giou_dn: 0.277041 loss_class_aux_dn: 1.630243 loss_bbox_aux_dn: 0.813070 loss_giou_aux_dn: 1.553308 loss: 12.351273 eta: 18:50:40 batch_cost: 0.5288 data_cost: 0.0012 ips: 7.5648 images/s [04/10 20:40:01] ppdet.engine INFO: Epoch: [66] [1200/7329] learning_rate: 0.000100 loss_class: 0.515034 loss_bbox: 0.119515 loss_giou: 0.366866 loss_class_aux: 3.360530 loss_bbox_aux: 0.801780 loss_giou_aux: 2.265445 loss_class_dn: 0.316564 loss_bbox_dn: 0.122045 loss_giou_dn: 0.327458 loss_class_aux_dn: 1.700854 loss_bbox_aux_dn: 0.737960 loss_giou_aux_dn: 1.860522 loss: 13.425001 eta: 18:49:47 batch_cost: 0.4859 data_cost: 0.0012 ips: 8.2327 images/s [04/10 20:40:57] ppdet.engine INFO: Epoch: [66] [1300/7329] learning_rate: 0.000100 loss_class: 0.586128 loss_bbox: 0.139078 loss_giou: 0.417911 loss_class_aux: 3.641093 loss_bbox_aux: 0.905805 loss_giou_aux: 2.591524 loss_class_dn: 0.333446 loss_bbox_dn: 0.146914 loss_giou_dn: 0.388363 loss_class_aux_dn: 1.793499 loss_bbox_aux_dn: 0.854643 loss_giou_aux_dn: 2.194416 loss: 14.506830 eta: 18:48:55 batch_cost: 0.5055 data_cost: 0.0012 ips: 7.9133 images/s [04/10 20:41:55] ppdet.engine INFO: Epoch: [66] [1400/7329] learning_rate: 0.000100 loss_class: 0.557499 loss_bbox: 0.133343 loss_giou: 0.455507 loss_class_aux: 3.378562 loss_bbox_aux: 0.862657 loss_giou_aux: 2.784849 loss_class_dn: 0.340770 loss_bbox_dn: 0.127148 loss_giou_dn: 0.377389 loss_class_aux_dn: 1.772663 loss_bbox_aux_dn: 0.747357 loss_giou_aux_dn: 2.086561 loss: 13.765555 eta: 18:48:03 batch_cost: 0.5121 data_cost: 0.0012 ips: 7.8113 images/s [04/10 20:42:53] ppdet.engine INFO: Epoch: [66] [1500/7329] learning_rate: 0.000100 loss_class: 0.565314 loss_bbox: 0.140022 loss_giou: 0.406426 loss_class_aux: 3.662293 loss_bbox_aux: 0.919967 loss_giou_aux: 2.597163 loss_class_dn: 0.334188 loss_bbox_dn: 0.135930 loss_giou_dn: 0.356335 loss_class_aux_dn: 1.798521 loss_bbox_aux_dn: 0.791794 loss_giou_aux_dn: 2.032846 loss: 14.008002 eta: 18:47:12 batch_cost: 0.5302 data_cost: 0.0012 ips: 7.5446 images/s [04/10 20:43:54] ppdet.engine INFO: Epoch: [66] [1600/7329] learning_rate: 0.000100 loss_class: 0.587661 loss_bbox: 0.128234 loss_giou: 0.364814 loss_class_aux: 3.637040 loss_bbox_aux: 0.842179 loss_giou_aux: 2.295957 loss_class_dn: 0.304484 loss_bbox_dn: 0.137098 loss_giou_dn: 0.337388 loss_class_aux_dn: 1.718154 loss_bbox_aux_dn: 0.802623 loss_giou_aux_dn: 1.938282 loss: 13.939034 eta: 18:46:21 batch_cost: 0.5464 data_cost: 0.0012 ips: 7.3205 images/s [04/10 20:44:48] ppdet.engine INFO: Epoch: [66] [1700/7329] learning_rate: 0.000100 loss_class: 0.559565 loss_bbox: 0.127899 loss_giou: 0.421171 loss_class_aux: 3.560598 loss_bbox_aux: 0.831943 loss_giou_aux: 2.581962 loss_class_dn: 0.340309 loss_bbox_dn: 0.115429 loss_giou_dn: 0.360848 loss_class_aux_dn: 1.832275 loss_bbox_aux_dn: 0.720545 loss_giou_aux_dn: 2.053438 loss: 14.318333 eta: 18:45:28 batch_cost: 0.4863 data_cost: 0.0012 ips: 8.2261 images/s [04/10 20:45:45] ppdet.engine INFO: Epoch: [66] [1800/7329] learning_rate: 0.000100 loss_class: 0.534940 loss_bbox: 0.117131 loss_giou: 0.394008 loss_class_aux: 3.344732 loss_bbox_aux: 0.808895 loss_giou_aux: 2.538006 loss_class_dn: 0.316188 loss_bbox_dn: 0.130784 loss_giou_dn: 0.357878 loss_class_aux_dn: 1.709103 loss_bbox_aux_dn: 0.801639 loss_giou_aux_dn: 2.068435 loss: 13.474180 eta: 18:44:36 batch_cost: 0.5108 data_cost: 0.0012 ips: 7.8312 images/s [04/10 20:46:41] ppdet.engine INFO: Epoch: [66] [1900/7329] learning_rate: 0.000100 loss_class: 0.491561 loss_bbox: 0.130049 loss_giou: 0.365722 loss_class_aux: 3.317402 loss_bbox_aux: 0.852681 loss_giou_aux: 2.312881 loss_class_dn: 0.293348 loss_bbox_dn: 0.131483 loss_giou_dn: 0.333106 loss_class_aux_dn: 1.552813 loss_bbox_aux_dn: 0.794141 loss_giou_aux_dn: 1.866093 loss: 12.202234 eta: 18:43:43 batch_cost: 0.5026 data_cost: 0.0012 ips: 7.9587 images/s [04/10 20:47:38] ppdet.engine INFO: Epoch: [66] [2000/7329] learning_rate: 0.000100 loss_class: 0.652176 loss_bbox: 0.148076 loss_giou: 0.501934 loss_class_aux: 3.996649 loss_bbox_aux: 0.909069 loss_giou_aux: 3.172683 loss_class_dn: 0.372656 loss_bbox_dn: 0.133622 loss_giou_dn: 0.439863 loss_class_aux_dn: 2.043747 loss_bbox_aux_dn: 0.798893 loss_giou_aux_dn: 2.462587 loss: 16.152588 eta: 18:42:51 batch_cost: 0.5126 data_cost: 0.0012 ips: 7.8031 images/s [04/10 20:48:42] ppdet.engine INFO: Epoch: [66] [2100/7329] learning_rate: 0.000100 loss_class: 0.539116 loss_bbox: 0.139109 loss_giou: 0.386862 loss_class_aux: 3.393823 loss_bbox_aux: 0.868817 loss_giou_aux: 2.468509 loss_class_dn: 0.319133 loss_bbox_dn: 0.126204 loss_giou_dn: 0.327094 loss_class_aux_dn: 1.678516 loss_bbox_aux_dn: 0.760383 loss_giou_aux_dn: 1.823880 loss: 13.124540 eta: 18:42:01 batch_cost: 0.5775 data_cost: 0.0012 ips: 6.9263 images/s [04/10 20:49:36] ppdet.engine INFO: Epoch: [66] [2200/7329] learning_rate: 0.000100 loss_class: 0.509299 loss_bbox: 0.130871 loss_giou: 0.383446 loss_class_aux: 3.240738 loss_bbox_aux: 0.884917 loss_giou_aux: 2.540473 loss_class_dn: 0.311104 loss_bbox_dn: 0.116149 loss_giou_dn: 0.340392 loss_class_aux_dn: 1.646285 loss_bbox_aux_dn: 0.695625 loss_giou_aux_dn: 1.956623 loss: 13.304806 eta: 18:41:08 batch_cost: 0.4784 data_cost: 0.0014 ips: 8.3615 images/s [04/10 20:50:29] ppdet.engine INFO: Epoch: [66] [2300/7329] learning_rate: 0.000100 loss_class: 0.515159 loss_bbox: 0.124170 loss_giou: 0.344783 loss_class_aux: 3.230356 loss_bbox_aux: 0.868229 loss_giou_aux: 2.180012 loss_class_dn: 0.312518 loss_bbox_dn: 0.140229 loss_giou_dn: 0.324843 loss_class_aux_dn: 1.662604 loss_bbox_aux_dn: 0.841400 loss_giou_aux_dn: 1.790640 loss: 12.710135 eta: 18:40:15 batch_cost: 0.4673 data_cost: 0.0012 ips: 8.5589 images/s [04/10 20:51:23] ppdet.engine INFO: Epoch: [66] [2400/7329] learning_rate: 0.000100 loss_class: 0.539783 loss_bbox: 0.129584 loss_giou: 0.425380 loss_class_aux: 3.360666 loss_bbox_aux: 0.846471 loss_giou_aux: 2.729606 loss_class_dn: 0.327005 loss_bbox_dn: 0.121144 loss_giou_dn: 0.356308 loss_class_aux_dn: 1.747189 loss_bbox_aux_dn: 0.716838 loss_giou_aux_dn: 1.988496 loss: 13.073263 eta: 18:39:22 batch_cost: 0.4897 data_cost: 0.0013 ips: 8.1681 images/s [04/10 20:52:20] ppdet.engine INFO: Epoch: [66] [2500/7329] learning_rate: 0.000100 loss_class: 0.627605 loss_bbox: 0.144160 loss_giou: 0.397347 loss_class_aux: 3.999677 loss_bbox_aux: 0.938405 loss_giou_aux: 2.570430 loss_class_dn: 0.367578 loss_bbox_dn: 0.143543 loss_giou_dn: 0.394751 loss_class_aux_dn: 1.968530 loss_bbox_aux_dn: 0.881048 loss_giou_aux_dn: 2.238510 loss: 15.266327 eta: 18:38:30 batch_cost: 0.5013 data_cost: 0.0016 ips: 7.9800 images/s [04/10 20:53:13] ppdet.engine INFO: Epoch: [66] [2600/7329] learning_rate: 0.000100 loss_class: 0.586177 loss_bbox: 0.133137 loss_giou: 0.348651 loss_class_aux: 3.699422 loss_bbox_aux: 0.873537 loss_giou_aux: 2.139239 loss_class_dn: 0.317101 loss_bbox_dn: 0.136810 loss_giou_dn: 0.322202 loss_class_aux_dn: 1.709985 loss_bbox_aux_dn: 0.838998 loss_giou_aux_dn: 1.852180 loss: 13.058840 eta: 18:37:37 batch_cost: 0.4711 data_cost: 0.0012 ips: 8.4913 images/s [04/10 20:54:07] ppdet.engine INFO: Epoch: [66] [2700/7329] learning_rate: 0.000100 loss_class: 0.560296 loss_bbox: 0.135515 loss_giou: 0.397066 loss_class_aux: 3.608610 loss_bbox_aux: 0.881999 loss_giou_aux: 2.585670 loss_class_dn: 0.306295 loss_bbox_dn: 0.142911 loss_giou_dn: 0.350121 loss_class_aux_dn: 1.630079 loss_bbox_aux_dn: 0.819986 loss_giou_aux_dn: 1.940953 loss: 12.799610 eta: 18:36:44 batch_cost: 0.4776 data_cost: 0.0012 ips: 8.3757 images/s [04/10 20:55:01] ppdet.engine INFO: Epoch: [66] [2800/7329] learning_rate: 0.000100 loss_class: 0.517486 loss_bbox: 0.125145 loss_giou: 0.307076 loss_class_aux: 3.292917 loss_bbox_aux: 0.786363 loss_giou_aux: 1.954318 loss_class_dn: 0.289119 loss_bbox_dn: 0.122092 loss_giou_dn: 0.289186 loss_class_aux_dn: 1.567757 loss_bbox_aux_dn: 0.719695 loss_giou_aux_dn: 1.610408 loss: 12.148462 eta: 18:35:51 batch_cost: 0.4776 data_cost: 0.0015 ips: 8.3744 images/s [04/10 20:55:56] ppdet.engine INFO: Epoch: [66] [2900/7329] learning_rate: 0.000100 loss_class: 0.601475 loss_bbox: 0.135769 loss_giou: 0.387701 loss_class_aux: 3.782195 loss_bbox_aux: 0.911166 loss_giou_aux: 2.499252 loss_class_dn: 0.348963 loss_bbox_dn: 0.127260 loss_giou_dn: 0.360770 loss_class_aux_dn: 1.859837 loss_bbox_aux_dn: 0.764606 loss_giou_aux_dn: 2.021564 loss: 13.855762 eta: 18:34:58 batch_cost: 0.4902 data_cost: 0.0013 ips: 8.1599 images/s [04/10 20:56:52] ppdet.engine INFO: Epoch: [66] [3000/7329] learning_rate: 0.000100 loss_class: 0.522058 loss_bbox: 0.118888 loss_giou: 0.330260 loss_class_aux: 3.208552 loss_bbox_aux: 0.773096 loss_giou_aux: 2.064284 loss_class_dn: 0.303091 loss_bbox_dn: 0.125977 loss_giou_dn: 0.306619 loss_class_aux_dn: 1.649133 loss_bbox_aux_dn: 0.712820 loss_giou_aux_dn: 1.743943 loss: 12.211130 eta: 18:34:06 batch_cost: 0.4974 data_cost: 0.0014 ips: 8.0415 images/s [04/10 20:57:54] ppdet.engine INFO: Epoch: [66] [3100/7329] learning_rate: 0.000100 loss_class: 0.551204 loss_bbox: 0.117399 loss_giou: 0.382198 loss_class_aux: 3.386718 loss_bbox_aux: 0.821059 loss_giou_aux: 2.470980 loss_class_dn: 0.329224 loss_bbox_dn: 0.120382 loss_giou_dn: 0.360287 loss_class_aux_dn: 1.756039 loss_bbox_aux_dn: 0.718125 loss_giou_aux_dn: 2.009269 loss: 13.507928 eta: 18:33:15 batch_cost: 0.5536 data_cost: 0.0014 ips: 7.2260 images/s [04/10 20:58:51] ppdet.engine INFO: Epoch: [66] [3200/7329] learning_rate: 0.000100 loss_class: 0.480854 loss_bbox: 0.134907 loss_giou: 0.355018 loss_class_aux: 3.095522 loss_bbox_aux: 0.870625 loss_giou_aux: 2.092465 loss_class_dn: 0.273474 loss_bbox_dn: 0.127626 loss_giou_dn: 0.292219 loss_class_aux_dn: 1.498460 loss_bbox_aux_dn: 0.748268 loss_giou_aux_dn: 1.651705 loss: 11.947683 eta: 18:32:23 batch_cost: 0.5024 data_cost: 0.0013 ips: 7.9620 images/s [04/10 20:59:49] ppdet.engine INFO: Epoch: [66] [3300/7329] learning_rate: 0.000100 loss_class: 0.513962 loss_bbox: 0.118799 loss_giou: 0.358481 loss_class_aux: 3.197383 loss_bbox_aux: 0.789596 loss_giou_aux: 2.179614 loss_class_dn: 0.305813 loss_bbox_dn: 0.118768 loss_giou_dn: 0.305137 loss_class_aux_dn: 1.654966 loss_bbox_aux_dn: 0.675365 loss_giou_aux_dn: 1.745442 loss: 13.081678 eta: 18:31:31 batch_cost: 0.5236 data_cost: 0.0013 ips: 7.6393 images/s [04/10 21:00:48] ppdet.engine INFO: Epoch: [66] [3400/7329] learning_rate: 0.000100 loss_class: 0.610103 loss_bbox: 0.131770 loss_giou: 0.402178 loss_class_aux: 4.020673 loss_bbox_aux: 0.884662 loss_giou_aux: 2.559711 loss_class_dn: 0.346115 loss_bbox_dn: 0.126940 loss_giou_dn: 0.369193 loss_class_aux_dn: 1.884631 loss_bbox_aux_dn: 0.759592 loss_giou_aux_dn: 2.064879 loss: 14.920735 eta: 18:30:40 batch_cost: 0.5335 data_cost: 0.0012 ips: 7.4974 images/s [04/10 21:01:45] ppdet.engine INFO: Epoch: [66] [3500/7329] learning_rate: 0.000100 loss_class: 0.542504 loss_bbox: 0.127768 loss_giou: 0.385832 loss_class_aux: 3.486806 loss_bbox_aux: 0.837471 loss_giou_aux: 2.410329 loss_class_dn: 0.326466 loss_bbox_dn: 0.125246 loss_giou_dn: 0.335334 loss_class_aux_dn: 1.735021 loss_bbox_aux_dn: 0.737326 loss_giou_aux_dn: 1.867506 loss: 12.958130 eta: 18:29:48 batch_cost: 0.5089 data_cost: 0.0012 ips: 7.8603 images/s [04/10 21:02:39] ppdet.engine INFO: Epoch: [66] [3600/7329] learning_rate: 0.000100 loss_class: 0.547892 loss_bbox: 0.119311 loss_giou: 0.327464 loss_class_aux: 3.411969 loss_bbox_aux: 0.820245 loss_giou_aux: 2.078157 loss_class_dn: 0.298061 loss_bbox_dn: 0.125764 loss_giou_dn: 0.288905 loss_class_aux_dn: 1.590340 loss_bbox_aux_dn: 0.785582 loss_giou_aux_dn: 1.600272 loss: 12.980469 eta: 18:28:55 batch_cost: 0.4810 data_cost: 0.0012 ips: 8.3164 images/s [04/10 21:03:34] ppdet.engine INFO: Epoch: [66] [3700/7329] learning_rate: 0.000100 loss_class: 0.545793 loss_bbox: 0.128729 loss_giou: 0.393640 loss_class_aux: 3.624222 loss_bbox_aux: 0.872550 loss_giou_aux: 2.462268 loss_class_dn: 0.336766 loss_bbox_dn: 0.134666 loss_giou_dn: 0.370940 loss_class_aux_dn: 1.820106 loss_bbox_aux_dn: 0.815609 loss_giou_aux_dn: 2.007994 loss: 13.821014 eta: 18:28:02 batch_cost: 0.4908 data_cost: 0.0013 ips: 8.1499 images/s [04/10 21:04:33] ppdet.engine INFO: Epoch: [66] [3800/7329] learning_rate: 0.000100 loss_class: 0.561992 loss_bbox: 0.135649 loss_giou: 0.357966 loss_class_aux: 3.573140 loss_bbox_aux: 0.869840 loss_giou_aux: 2.216614 loss_class_dn: 0.302345 loss_bbox_dn: 0.128930 loss_giou_dn: 0.317530 loss_class_aux_dn: 1.623245 loss_bbox_aux_dn: 0.787417 loss_giou_aux_dn: 1.840259 loss: 12.720343 eta: 18:27:10 batch_cost: 0.5211 data_cost: 0.0015 ips: 7.6759 images/s [04/10 21:05:32] ppdet.engine INFO: Epoch: [66] [3900/7329] learning_rate: 0.000100 loss_class: 0.555007 loss_bbox: 0.133968 loss_giou: 0.353527 loss_class_aux: 3.380555 loss_bbox_aux: 0.878922 loss_giou_aux: 2.301494 loss_class_dn: 0.336780 loss_bbox_dn: 0.134964 loss_giou_dn: 0.329958 loss_class_aux_dn: 1.815646 loss_bbox_aux_dn: 0.785321 loss_giou_aux_dn: 1.876898 loss: 13.487551 eta: 18:26:19 batch_cost: 0.5243 data_cost: 0.0014 ips: 7.6290 images/s [04/10 21:06:30] ppdet.engine INFO: Epoch: [66] [4000/7329] learning_rate: 0.000100 loss_class: 0.524819 loss_bbox: 0.125966 loss_giou: 0.311483 loss_class_aux: 3.431486 loss_bbox_aux: 0.808442 loss_giou_aux: 1.972303 loss_class_dn: 0.284358 loss_bbox_dn: 0.121206 loss_giou_dn: 0.287947 loss_class_aux_dn: 1.554304 loss_bbox_aux_dn: 0.743501 loss_giou_aux_dn: 1.629922 loss: 11.967177 eta: 18:25:27 batch_cost: 0.5196 data_cost: 0.0012 ips: 7.6977 images/s [04/10 21:07:25] ppdet.engine INFO: Epoch: [66] [4100/7329] learning_rate: 0.000100 loss_class: 0.551092 loss_bbox: 0.130419 loss_giou: 0.401290 loss_class_aux: 3.397748 loss_bbox_aux: 0.829689 loss_giou_aux: 2.577258 loss_class_dn: 0.316741 loss_bbox_dn: 0.114479 loss_giou_dn: 0.350939 loss_class_aux_dn: 1.679827 loss_bbox_aux_dn: 0.713286 loss_giou_aux_dn: 1.973221 loss: 13.239481 eta: 18:24:34 batch_cost: 0.4895 data_cost: 0.0013 ips: 8.1716 images/s [04/10 21:08:19] ppdet.engine INFO: Epoch: [66] [4200/7329] learning_rate: 0.000100 loss_class: 0.578094 loss_bbox: 0.139146 loss_giou: 0.408593 loss_class_aux: 3.764186 loss_bbox_aux: 0.890439 loss_giou_aux: 2.575140 loss_class_dn: 0.346142 loss_bbox_dn: 0.146259 loss_giou_dn: 0.386564 loss_class_aux_dn: 1.855969 loss_bbox_aux_dn: 0.858173 loss_giou_aux_dn: 2.181011 loss: 14.727464 eta: 18:23:42 batch_cost: 0.4886 data_cost: 0.0012 ips: 8.1875 images/s [04/10 21:09:12] ppdet.engine INFO: Epoch: [66] [4300/7329] learning_rate: 0.000100 loss_class: 0.550848 loss_bbox: 0.143626 loss_giou: 0.369853 loss_class_aux: 3.509068 loss_bbox_aux: 0.897075 loss_giou_aux: 2.259804 loss_class_dn: 0.310758 loss_bbox_dn: 0.132295 loss_giou_dn: 0.328923 loss_class_aux_dn: 1.668826 loss_bbox_aux_dn: 0.794812 loss_giou_aux_dn: 1.839298 loss: 13.168375 eta: 18:22:48 batch_cost: 0.4672 data_cost: 0.0012 ips: 8.5608 images/s [04/10 21:10:05] ppdet.engine INFO: Epoch: [66] [4400/7329] learning_rate: 0.000100 loss_class: 0.584965 loss_bbox: 0.141949 loss_giou: 0.396317 loss_class_aux: 3.728359 loss_bbox_aux: 0.923810 loss_giou_aux: 2.492919 loss_class_dn: 0.333694 loss_bbox_dn: 0.145559 loss_giou_dn: 0.347390 loss_class_aux_dn: 1.755665 loss_bbox_aux_dn: 0.879495 loss_giou_aux_dn: 2.009492 loss: 13.962743 eta: 18:21:55 batch_cost: 0.4763 data_cost: 0.0013 ips: 8.3973 images/s [04/10 21:11:01] ppdet.engine INFO: Epoch: [66] [4500/7329] learning_rate: 0.000100 loss_class: 0.491864 loss_bbox: 0.118163 loss_giou: 0.346316 loss_class_aux: 3.166649 loss_bbox_aux: 0.747757 loss_giou_aux: 2.125978 loss_class_dn: 0.280071 loss_bbox_dn: 0.116976 loss_giou_dn: 0.304357 loss_class_aux_dn: 1.504200 loss_bbox_aux_dn: 0.706012 loss_giou_aux_dn: 1.723541 loss: 11.644262 eta: 18:21:03 batch_cost: 0.4908 data_cost: 0.0014 ips: 8.1493 images/s [04/10 21:12:00] ppdet.engine INFO: Epoch: [66] [4600/7329] learning_rate: 0.000100 loss_class: 0.579860 loss_bbox: 0.140603 loss_giou: 0.367963 loss_class_aux: 3.623655 loss_bbox_aux: 0.944855 loss_giou_aux: 2.376017 loss_class_dn: 0.311070 loss_bbox_dn: 0.153206 loss_giou_dn: 0.341192 loss_class_aux_dn: 1.689448 loss_bbox_aux_dn: 0.860146 loss_giou_aux_dn: 1.880720 loss: 14.103165 eta: 18:20:11 batch_cost: 0.5279 data_cost: 0.0016 ips: 7.5769 images/s [04/10 21:12:59] ppdet.engine INFO: Epoch: [66] [4700/7329] learning_rate: 0.000100 loss_class: 0.582026 loss_bbox: 0.152092 loss_giou: 0.431707 loss_class_aux: 3.792634 loss_bbox_aux: 0.936076 loss_giou_aux: 2.734006 loss_class_dn: 0.350363 loss_bbox_dn: 0.129096 loss_giou_dn: 0.376128 loss_class_aux_dn: 1.856070 loss_bbox_aux_dn: 0.818710 loss_giou_aux_dn: 2.083997 loss: 14.289726 eta: 18:19:20 batch_cost: 0.5272 data_cost: 0.0012 ips: 7.5876 images/s [04/10 21:13:59] ppdet.engine INFO: Epoch: [66] [4800/7329] learning_rate: 0.000100 loss_class: 0.549573 loss_bbox: 0.120930 loss_giou: 0.443041 loss_class_aux: 3.372545 loss_bbox_aux: 0.804857 loss_giou_aux: 2.782373 loss_class_dn: 0.314363 loss_bbox_dn: 0.117224 loss_giou_dn: 0.375645 loss_class_aux_dn: 1.684815 loss_bbox_aux_dn: 0.689981 loss_giou_aux_dn: 2.015145 loss: 13.468596 eta: 18:18:29 batch_cost: 0.5469 data_cost: 0.0012 ips: 7.3135 images/s [04/10 21:14:57] ppdet.engine INFO: Epoch: [66] [4900/7329] learning_rate: 0.000100 loss_class: 0.523995 loss_bbox: 0.125757 loss_giou: 0.366389 loss_class_aux: 3.288329 loss_bbox_aux: 0.827139 loss_giou_aux: 2.409715 loss_class_dn: 0.322248 loss_bbox_dn: 0.121249 loss_giou_dn: 0.342643 loss_class_aux_dn: 1.750489 loss_bbox_aux_dn: 0.752246 loss_giou_aux_dn: 1.951761 loss: 13.442616 eta: 18:17:37 batch_cost: 0.5135 data_cost: 0.0012 ips: 7.7899 images/s [04/10 21:15:57] ppdet.engine INFO: Epoch: [66] [5000/7329] learning_rate: 0.000100 loss_class: 0.496541 loss_bbox: 0.105414 loss_giou: 0.356047 loss_class_aux: 3.147634 loss_bbox_aux: 0.741040 loss_giou_aux: 2.259239 loss_class_dn: 0.278816 loss_bbox_dn: 0.119299 loss_giou_dn: 0.310643 loss_class_aux_dn: 1.497690 loss_bbox_aux_dn: 0.688361 loss_giou_aux_dn: 1.792602 loss: 12.195948 eta: 18:16:45 batch_cost: 0.5301 data_cost: 0.0014 ips: 7.5452 images/s [04/10 21:16:52] ppdet.engine INFO: Epoch: [66] [5100/7329] learning_rate: 0.000100 loss_class: 0.506855 loss_bbox: 0.127226 loss_giou: 0.364868 loss_class_aux: 3.230087 loss_bbox_aux: 0.857954 loss_giou_aux: 2.431270 loss_class_dn: 0.311099 loss_bbox_dn: 0.120213 loss_giou_dn: 0.348897 loss_class_aux_dn: 1.646065 loss_bbox_aux_dn: 0.731670 loss_giou_aux_dn: 1.902701 loss: 12.563803 eta: 18:15:52 batch_cost: 0.4862 data_cost: 0.0012 ips: 8.2279 images/s [04/10 21:17:45] ppdet.engine INFO: Epoch: [66] [5200/7329] learning_rate: 0.000100 loss_class: 0.507620 loss_bbox: 0.127678 loss_giou: 0.319172 loss_class_aux: 3.324433 loss_bbox_aux: 0.844862 loss_giou_aux: 2.066228 loss_class_dn: 0.297364 loss_bbox_dn: 0.123263 loss_giou_dn: 0.299686 loss_class_aux_dn: 1.599699 loss_bbox_aux_dn: 0.763829 loss_giou_aux_dn: 1.678489 loss: 12.634333 eta: 18:14:59 batch_cost: 0.4713 data_cost: 0.0012 ips: 8.4864 images/s [04/10 21:18:41] ppdet.engine INFO: Epoch: [66] [5300/7329] learning_rate: 0.000100 loss_class: 0.541883 loss_bbox: 0.145819 loss_giou: 0.405882 loss_class_aux: 3.325092 loss_bbox_aux: 0.975831 loss_giou_aux: 2.524816 loss_class_dn: 0.321099 loss_bbox_dn: 0.143359 loss_giou_dn: 0.372098 loss_class_aux_dn: 1.706823 loss_bbox_aux_dn: 0.886549 loss_giou_aux_dn: 2.047048 loss: 14.420731 eta: 18:14:07 batch_cost: 0.5023 data_cost: 0.0013 ips: 7.9641 images/s [04/10 21:19:36] ppdet.engine INFO: Epoch: [66] [5400/7329] learning_rate: 0.000100 loss_class: 0.542199 loss_bbox: 0.139881 loss_giou: 0.354138 loss_class_aux: 3.512902 loss_bbox_aux: 0.883030 loss_giou_aux: 2.200412 loss_class_dn: 0.299219 loss_bbox_dn: 0.144338 loss_giou_dn: 0.331942 loss_class_aux_dn: 1.667691 loss_bbox_aux_dn: 0.845463 loss_giou_aux_dn: 1.839803 loss: 12.959707 eta: 18:13:14 batch_cost: 0.4869 data_cost: 0.0013 ips: 8.2146 images/s [04/10 21:20:32] ppdet.engine INFO: Epoch: [66] [5500/7329] learning_rate: 0.000100 loss_class: 0.521170 loss_bbox: 0.127692 loss_giou: 0.323409 loss_class_aux: 3.466708 loss_bbox_aux: 0.837909 loss_giou_aux: 2.135362 loss_class_dn: 0.308025 loss_bbox_dn: 0.124193 loss_giou_dn: 0.320871 loss_class_aux_dn: 1.664635 loss_bbox_aux_dn: 0.751772 loss_giou_aux_dn: 1.787244 loss: 12.555887 eta: 18:12:22 batch_cost: 0.5013 data_cost: 0.0012 ips: 7.9785 images/s [04/10 21:21:29] ppdet.engine INFO: Epoch: [66] [5600/7329] learning_rate: 0.000100 loss_class: 0.568129 loss_bbox: 0.149147 loss_giou: 0.384412 loss_class_aux: 3.708580 loss_bbox_aux: 0.947807 loss_giou_aux: 2.469995 loss_class_dn: 0.363137 loss_bbox_dn: 0.138764 loss_giou_dn: 0.374461 loss_class_aux_dn: 1.961195 loss_bbox_aux_dn: 0.820447 loss_giou_aux_dn: 2.112875 loss: 15.457372 eta: 18:11:30 batch_cost: 0.5105 data_cost: 0.0012 ips: 7.8347 images/s [04/10 21:22:24] ppdet.engine INFO: Epoch: [66] [5700/7329] learning_rate: 0.000100 loss_class: 0.524354 loss_bbox: 0.130113 loss_giou: 0.382373 loss_class_aux: 3.362866 loss_bbox_aux: 0.856636 loss_giou_aux: 2.376164 loss_class_dn: 0.305346 loss_bbox_dn: 0.126325 loss_giou_dn: 0.346617 loss_class_aux_dn: 1.645700 loss_bbox_aux_dn: 0.723679 loss_giou_aux_dn: 1.958338 loss: 13.259558 eta: 18:10:38 batch_cost: 0.4941 data_cost: 0.0012 ips: 8.0953 images/s [04/10 21:23:25] ppdet.engine INFO: Epoch: [66] [5800/7329] learning_rate: 0.000100 loss_class: 0.563082 loss_bbox: 0.146434 loss_giou: 0.406995 loss_class_aux: 3.686101 loss_bbox_aux: 0.956552 loss_giou_aux: 2.600252 loss_class_dn: 0.335582 loss_bbox_dn: 0.141351 loss_giou_dn: 0.349809 loss_class_aux_dn: 1.789460 loss_bbox_aux_dn: 0.864518 loss_giou_aux_dn: 2.003774 loss: 13.804338 eta: 18:09:46 batch_cost: 0.5435 data_cost: 0.0014 ips: 7.3600 images/s [04/10 21:24:23] ppdet.engine INFO: Epoch: [66] [5900/7329] learning_rate: 0.000100 loss_class: 0.526270 loss_bbox: 0.132220 loss_giou: 0.347572 loss_class_aux: 3.403015 loss_bbox_aux: 0.880330 loss_giou_aux: 2.193898 loss_class_dn: 0.310110 loss_bbox_dn: 0.125329 loss_giou_dn: 0.294838 loss_class_aux_dn: 1.694093 loss_bbox_aux_dn: 0.766083 loss_giou_aux_dn: 1.642711 loss: 11.988113 eta: 18:08:55 batch_cost: 0.5196 data_cost: 0.0013 ips: 7.6976 images/s [04/10 21:25:16] ppdet.engine INFO: Epoch: [66] [6000/7329] learning_rate: 0.000100 loss_class: 0.527063 loss_bbox: 0.131915 loss_giou: 0.304626 loss_class_aux: 3.424049 loss_bbox_aux: 0.860232 loss_giou_aux: 2.124960 loss_class_dn: 0.327251 loss_bbox_dn: 0.129507 loss_giou_dn: 0.325951 loss_class_aux_dn: 1.730655 loss_bbox_aux_dn: 0.743227 loss_giou_aux_dn: 1.923223 loss: 12.989877 eta: 18:08:02 batch_cost: 0.4741 data_cost: 0.0013 ips: 8.4377 images/s [04/10 21:26:10] ppdet.engine INFO: Epoch: [66] [6100/7329] learning_rate: 0.000100 loss_class: 0.508140 loss_bbox: 0.127012 loss_giou: 0.391335 loss_class_aux: 3.198020 loss_bbox_aux: 0.801083 loss_giou_aux: 2.506433 loss_class_dn: 0.320307 loss_bbox_dn: 0.122143 loss_giou_dn: 0.371138 loss_class_aux_dn: 1.683547 loss_bbox_aux_dn: 0.704892 loss_giou_aux_dn: 2.052244 loss: 13.579006 eta: 18:07:09 batch_cost: 0.4843 data_cost: 0.0012 ips: 8.2587 images/s [04/10 21:27:07] ppdet.engine INFO: Epoch: [66] [6200/7329] learning_rate: 0.000100 loss_class: 0.566314 loss_bbox: 0.128158 loss_giou: 0.419605 loss_class_aux: 3.393880 loss_bbox_aux: 0.864525 loss_giou_aux: 2.551985 loss_class_dn: 0.326871 loss_bbox_dn: 0.123118 loss_giou_dn: 0.342150 loss_class_aux_dn: 1.754313 loss_bbox_aux_dn: 0.754944 loss_giou_aux_dn: 1.932088 loss: 13.194702 eta: 18:06:17 batch_cost: 0.5037 data_cost: 0.0013 ips: 7.9418 images/s [04/10 21:28:01] ppdet.engine INFO: Epoch: [66] [6300/7329] learning_rate: 0.000100 loss_class: 0.514371 loss_bbox: 0.130538 loss_giou: 0.329437 loss_class_aux: 3.394426 loss_bbox_aux: 0.854743 loss_giou_aux: 2.044164 loss_class_dn: 0.303888 loss_bbox_dn: 0.120858 loss_giou_dn: 0.314621 loss_class_aux_dn: 1.676964 loss_bbox_aux_dn: 0.746627 loss_giou_aux_dn: 1.832212 loss: 12.948057 eta: 18:05:24 batch_cost: 0.4807 data_cost: 0.0013 ips: 8.3204 images/s [04/10 21:28:56] ppdet.engine INFO: Epoch: [66] [6400/7329] learning_rate: 0.000100 loss_class: 0.558314 loss_bbox: 0.132154 loss_giou: 0.369366 loss_class_aux: 3.578607 loss_bbox_aux: 0.886092 loss_giou_aux: 2.375281 loss_class_dn: 0.328899 loss_bbox_dn: 0.136868 loss_giou_dn: 0.341089 loss_class_aux_dn: 1.753998 loss_bbox_aux_dn: 0.860221 loss_giou_aux_dn: 1.982683 loss: 14.187969 eta: 18:04:31 batch_cost: 0.4886 data_cost: 0.0014 ips: 8.1863 images/s [04/10 21:29:50] ppdet.engine INFO: Epoch: [66] [6500/7329] learning_rate: 0.000100 loss_class: 0.596028 loss_bbox: 0.159518 loss_giou: 0.385915 loss_class_aux: 3.829683 loss_bbox_aux: 1.039719 loss_giou_aux: 2.459287 loss_class_dn: 0.328262 loss_bbox_dn: 0.149238 loss_giou_dn: 0.337759 loss_class_aux_dn: 1.812358 loss_bbox_aux_dn: 0.926432 loss_giou_aux_dn: 1.961448 loss: 14.141372 eta: 18:03:38 batch_cost: 0.4749 data_cost: 0.0013 ips: 8.4227 images/s [04/10 21:30:47] ppdet.engine INFO: Epoch: [66] [6600/7329] learning_rate: 0.000100 loss_class: 0.570989 loss_bbox: 0.128634 loss_giou: 0.360760 loss_class_aux: 3.633407 loss_bbox_aux: 0.864065 loss_giou_aux: 2.252071 loss_class_dn: 0.297338 loss_bbox_dn: 0.119475 loss_giou_dn: 0.327032 loss_class_aux_dn: 1.602450 loss_bbox_aux_dn: 0.705417 loss_giou_aux_dn: 1.807901 loss: 13.614990 eta: 18:02:46 batch_cost: 0.5117 data_cost: 0.0013 ips: 7.8173 images/s [04/10 21:31:42] ppdet.engine INFO: Epoch: [66] [6700/7329] learning_rate: 0.000100 loss_class: 0.534395 loss_bbox: 0.124881 loss_giou: 0.356418 loss_class_aux: 3.257758 loss_bbox_aux: 0.796863 loss_giou_aux: 2.272210 loss_class_dn: 0.314181 loss_bbox_dn: 0.122025 loss_giou_dn: 0.366336 loss_class_aux_dn: 1.726118 loss_bbox_aux_dn: 0.713857 loss_giou_aux_dn: 1.920036 loss: 13.278482 eta: 18:01:54 batch_cost: 0.4847 data_cost: 0.0013 ips: 8.2530 images/s [04/10 21:32:39] ppdet.engine INFO: Epoch: [66] [6800/7329] learning_rate: 0.000100 loss_class: 0.531525 loss_bbox: 0.139168 loss_giou: 0.356046 loss_class_aux: 3.507558 loss_bbox_aux: 0.937997 loss_giou_aux: 2.255109 loss_class_dn: 0.330360 loss_bbox_dn: 0.136374 loss_giou_dn: 0.323997 loss_class_aux_dn: 1.786279 loss_bbox_aux_dn: 0.859959 loss_giou_aux_dn: 1.800969 loss: 14.136161 eta: 18:01:02 batch_cost: 0.5159 data_cost: 0.0012 ips: 7.7536 images/s [04/10 21:33:36] ppdet.engine INFO: Epoch: [66] [6900/7329] learning_rate: 0.000100 loss_class: 0.502344 loss_bbox: 0.127330 loss_giou: 0.378406 loss_class_aux: 3.178236 loss_bbox_aux: 0.819070 loss_giou_aux: 2.371096 loss_class_dn: 0.307657 loss_bbox_dn: 0.127498 loss_giou_dn: 0.349687 loss_class_aux_dn: 1.647694 loss_bbox_aux_dn: 0.782024 loss_giou_aux_dn: 1.927563 loss: 12.718191 eta: 18:00:09 batch_cost: 0.5025 data_cost: 0.0014 ips: 7.9606 images/s [04/10 21:34:32] ppdet.engine INFO: Epoch: [66] [7000/7329] learning_rate: 0.000100 loss_class: 0.561058 loss_bbox: 0.144351 loss_giou: 0.363270 loss_class_aux: 3.589684 loss_bbox_aux: 0.945950 loss_giou_aux: 2.274077 loss_class_dn: 0.319597 loss_bbox_dn: 0.151590 loss_giou_dn: 0.326877 loss_class_aux_dn: 1.709120 loss_bbox_aux_dn: 0.914219 loss_giou_aux_dn: 1.817212 loss: 13.408660 eta: 17:59:17 batch_cost: 0.5025 data_cost: 0.0013 ips: 7.9600 images/s [04/10 21:35:30] ppdet.engine INFO: Epoch: [66] [7100/7329] learning_rate: 0.000100 loss_class: 0.551348 loss_bbox: 0.138293 loss_giou: 0.371648 loss_class_aux: 3.507514 loss_bbox_aux: 0.885674 loss_giou_aux: 2.337230 loss_class_dn: 0.324537 loss_bbox_dn: 0.128502 loss_giou_dn: 0.354987 loss_class_aux_dn: 1.753242 loss_bbox_aux_dn: 0.755571 loss_giou_aux_dn: 1.958959 loss: 13.641577 eta: 17:58:25 batch_cost: 0.5223 data_cost: 0.0013 ips: 7.6580 images/s [04/10 21:36:24] ppdet.engine INFO: Epoch: [66] [7200/7329] learning_rate: 0.000100 loss_class: 0.555648 loss_bbox: 0.124679 loss_giou: 0.382157 loss_class_aux: 3.487001 loss_bbox_aux: 0.827230 loss_giou_aux: 2.274028 loss_class_dn: 0.305025 loss_bbox_dn: 0.135112 loss_giou_dn: 0.358361 loss_class_aux_dn: 1.659134 loss_bbox_aux_dn: 0.796118 loss_giou_aux_dn: 2.029893 loss: 12.988670 eta: 17:57:32 batch_cost: 0.4733 data_cost: 0.0014 ips: 8.4505 images/s [04/10 21:37:20] ppdet.engine INFO: Epoch: [66] [7300/7329] learning_rate: 0.000100 loss_class: 0.594576 loss_bbox: 0.132388 loss_giou: 0.395844 loss_class_aux: 3.773872 loss_bbox_aux: 0.876215 loss_giou_aux: 2.562041 loss_class_dn: 0.349738 loss_bbox_dn: 0.123738 loss_giou_dn: 0.373456 loss_class_aux_dn: 1.869735 loss_bbox_aux_dn: 0.791809 loss_giou_aux_dn: 2.117154 loss: 14.410516 eta: 17:56:40 batch_cost: 0.5063 data_cost: 0.0012 ips: 7.9006 images/s [04/10 21:37:41] ppdet.engine INFO: Eval iter: 0 [04/10 21:38:08] ppdet.engine INFO: Eval iter: 100 [04/10 21:38:33] ppdet.engine INFO: Eval iter: 200 [04/10 21:39:00] ppdet.engine INFO: Eval iter: 300 [04/10 21:39:27] ppdet.engine INFO: Eval iter: 400 [04/10 21:39:54] ppdet.engine INFO: Eval iter: 500 [04/10 21:40:20] ppdet.engine INFO: Eval iter: 600 [04/10 21:40:49] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 21:40:49] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.31s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=106.29s). Accumulating evaluation results... DONE (t=26.65s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/10 21:43:26] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.123977195242365 [04/10 21:43:26] ppdet.engine INFO: Best test bbox ap is 0.530. [04/10 21:43:28] ppdet.engine INFO: Epoch: [67] [ 0/7329] learning_rate: 0.000100 loss_class: 0.578685 loss_bbox: 0.133289 loss_giou: 0.373360 loss_class_aux: 3.618315 loss_bbox_aux: 0.878424 loss_giou_aux: 2.367318 loss_class_dn: 0.319077 loss_bbox_dn: 0.127628 loss_giou_dn: 0.314754 loss_class_aux_dn: 1.725671 loss_bbox_aux_dn: 0.783637 loss_giou_aux_dn: 1.817098 loss: 13.423244 eta: 17:56:25 batch_cost: 0.5211 data_cost: 0.0013 ips: 7.6760 images/s [04/10 21:44:30] ppdet.engine INFO: Epoch: [67] [ 100/7329] learning_rate: 0.000100 loss_class: 0.519095 loss_bbox: 0.125305 loss_giou: 0.355268 loss_class_aux: 3.275086 loss_bbox_aux: 0.839294 loss_giou_aux: 2.213452 loss_class_dn: 0.305325 loss_bbox_dn: 0.126749 loss_giou_dn: 0.329504 loss_class_aux_dn: 1.704423 loss_bbox_aux_dn: 0.784025 loss_giou_aux_dn: 1.847596 loss: 13.234313 eta: 17:55:35 batch_cost: 0.5654 data_cost: 0.0015 ips: 7.0741 images/s [04/10 21:45:24] ppdet.engine INFO: Epoch: [67] [ 200/7329] learning_rate: 0.000100 loss_class: 0.570526 loss_bbox: 0.128990 loss_giou: 0.416891 loss_class_aux: 3.595890 loss_bbox_aux: 0.856982 loss_giou_aux: 2.710999 loss_class_dn: 0.330379 loss_bbox_dn: 0.119884 loss_giou_dn: 0.365644 loss_class_aux_dn: 1.757961 loss_bbox_aux_dn: 0.747007 loss_giou_aux_dn: 2.025858 loss: 14.172735 eta: 17:54:42 batch_cost: 0.4774 data_cost: 0.0011 ips: 8.3785 images/s [04/10 21:46:24] ppdet.engine INFO: Epoch: [67] [ 300/7329] learning_rate: 0.000100 loss_class: 0.468450 loss_bbox: 0.126485 loss_giou: 0.316634 loss_class_aux: 3.086845 loss_bbox_aux: 0.799369 loss_giou_aux: 1.912249 loss_class_dn: 0.286368 loss_bbox_dn: 0.126646 loss_giou_dn: 0.284611 loss_class_aux_dn: 1.572790 loss_bbox_aux_dn: 0.745779 loss_giou_aux_dn: 1.572041 loss: 11.383900 eta: 17:53:51 batch_cost: 0.5419 data_cost: 0.0015 ips: 7.3809 images/s [04/10 21:47:22] ppdet.engine INFO: Epoch: [67] [ 400/7329] learning_rate: 0.000100 loss_class: 0.494542 loss_bbox: 0.124253 loss_giou: 0.400357 loss_class_aux: 3.146441 loss_bbox_aux: 0.808881 loss_giou_aux: 2.661073 loss_class_dn: 0.310181 loss_bbox_dn: 0.119098 loss_giou_dn: 0.367914 loss_class_aux_dn: 1.622138 loss_bbox_aux_dn: 0.725875 loss_giou_aux_dn: 2.057204 loss: 12.719881 eta: 17:52:59 batch_cost: 0.5141 data_cost: 0.0013 ips: 7.7808 images/s [04/10 21:48:22] ppdet.engine INFO: Epoch: [67] [ 500/7329] learning_rate: 0.000100 loss_class: 0.607416 loss_bbox: 0.136704 loss_giou: 0.411644 loss_class_aux: 3.805681 loss_bbox_aux: 0.888921 loss_giou_aux: 2.623762 loss_class_dn: 0.347329 loss_bbox_dn: 0.148060 loss_giou_dn: 0.375893 loss_class_aux_dn: 1.907129 loss_bbox_aux_dn: 0.860015 loss_giou_aux_dn: 2.051547 loss: 14.198688 eta: 17:52:07 batch_cost: 0.5431 data_cost: 0.0012 ips: 7.3652 images/s [04/10 21:49:17] ppdet.engine INFO: Epoch: [67] [ 600/7329] learning_rate: 0.000100 loss_class: 0.559332 loss_bbox: 0.113178 loss_giou: 0.327533 loss_class_aux: 3.599798 loss_bbox_aux: 0.771577 loss_giou_aux: 2.037684 loss_class_dn: 0.300297 loss_bbox_dn: 0.113846 loss_giou_dn: 0.309021 loss_class_aux_dn: 1.665340 loss_bbox_aux_dn: 0.709488 loss_giou_aux_dn: 1.743782 loss: 12.668653 eta: 17:51:15 batch_cost: 0.4895 data_cost: 0.0013 ips: 8.1714 images/s [04/10 21:50:11] ppdet.engine INFO: Epoch: [67] [ 700/7329] learning_rate: 0.000100 loss_class: 0.520241 loss_bbox: 0.126564 loss_giou: 0.378958 loss_class_aux: 3.335881 loss_bbox_aux: 0.847710 loss_giou_aux: 2.376104 loss_class_dn: 0.304750 loss_bbox_dn: 0.125753 loss_giou_dn: 0.349640 loss_class_aux_dn: 1.635512 loss_bbox_aux_dn: 0.746145 loss_giou_aux_dn: 1.967855 loss: 13.737360 eta: 17:50:22 batch_cost: 0.4735 data_cost: 0.0012 ips: 8.4469 images/s [04/10 21:51:05] ppdet.engine INFO: Epoch: [67] [ 800/7329] learning_rate: 0.000100 loss_class: 0.537480 loss_bbox: 0.132720 loss_giou: 0.390119 loss_class_aux: 3.426044 loss_bbox_aux: 0.881447 loss_giou_aux: 2.504433 loss_class_dn: 0.332725 loss_bbox_dn: 0.124125 loss_giou_dn: 0.342404 loss_class_aux_dn: 1.794697 loss_bbox_aux_dn: 0.757956 loss_giou_aux_dn: 1.921867 loss: 14.289314 eta: 17:49:29 batch_cost: 0.4829 data_cost: 0.0013 ips: 8.2835 images/s [04/10 21:52:04] ppdet.engine INFO: Epoch: [67] [ 900/7329] learning_rate: 0.000100 loss_class: 0.566363 loss_bbox: 0.133530 loss_giou: 0.376001 loss_class_aux: 3.769415 loss_bbox_aux: 0.882386 loss_giou_aux: 2.402940 loss_class_dn: 0.333401 loss_bbox_dn: 0.127265 loss_giou_dn: 0.334912 loss_class_aux_dn: 1.787193 loss_bbox_aux_dn: 0.770019 loss_giou_aux_dn: 1.959324 loss: 14.356533 eta: 17:48:38 batch_cost: 0.5334 data_cost: 0.0013 ips: 7.4984 images/s [04/10 21:52:59] ppdet.engine INFO: Epoch: [67] [1000/7329] learning_rate: 0.000100 loss_class: 0.504683 loss_bbox: 0.122260 loss_giou: 0.397680 loss_class_aux: 3.111515 loss_bbox_aux: 0.810776 loss_giou_aux: 2.583179 loss_class_dn: 0.316293 loss_bbox_dn: 0.117529 loss_giou_dn: 0.323593 loss_class_aux_dn: 1.672552 loss_bbox_aux_dn: 0.688819 loss_giou_aux_dn: 1.820009 loss: 13.085173 eta: 17:47:45 batch_cost: 0.4926 data_cost: 0.0012 ips: 8.1205 images/s [04/10 21:54:03] ppdet.engine INFO: Epoch: [67] [1100/7329] learning_rate: 0.000100 loss_class: 0.517217 loss_bbox: 0.121975 loss_giou: 0.356618 loss_class_aux: 3.225131 loss_bbox_aux: 0.783332 loss_giou_aux: 2.229436 loss_class_dn: 0.295344 loss_bbox_dn: 0.139746 loss_giou_dn: 0.334828 loss_class_aux_dn: 1.578154 loss_bbox_aux_dn: 0.847304 loss_giou_aux_dn: 1.858269 loss: 13.205343 eta: 17:46:55 batch_cost: 0.5645 data_cost: 0.0018 ips: 7.0856 images/s [04/10 21:55:12] ppdet.engine INFO: Epoch: [67] [1200/7329] learning_rate: 0.000100 loss_class: 0.489745 loss_bbox: 0.132598 loss_giou: 0.334225 loss_class_aux: 3.278953 loss_bbox_aux: 0.853532 loss_giou_aux: 2.207646 loss_class_dn: 0.312025 loss_bbox_dn: 0.120047 loss_giou_dn: 0.306549 loss_class_aux_dn: 1.694215 loss_bbox_aux_dn: 0.765728 loss_giou_aux_dn: 1.728010 loss: 12.417089 eta: 17:46:05 batch_cost: 0.6053 data_cost: 0.0027 ips: 6.6085 images/s [04/10 21:56:12] ppdet.engine INFO: Epoch: [67] [1300/7329] learning_rate: 0.000100 loss_class: 0.562720 loss_bbox: 0.126991 loss_giou: 0.362572 loss_class_aux: 3.589425 loss_bbox_aux: 0.850348 loss_giou_aux: 2.303606 loss_class_dn: 0.343084 loss_bbox_dn: 0.129806 loss_giou_dn: 0.339717 loss_class_aux_dn: 1.843108 loss_bbox_aux_dn: 0.797006 loss_giou_aux_dn: 1.913981 loss: 13.679798 eta: 17:45:14 batch_cost: 0.5367 data_cost: 0.0013 ips: 7.4531 images/s [04/10 21:57:08] ppdet.engine INFO: Epoch: [67] [1400/7329] learning_rate: 0.000100 loss_class: 0.516409 loss_bbox: 0.121136 loss_giou: 0.345678 loss_class_aux: 3.242715 loss_bbox_aux: 0.806451 loss_giou_aux: 2.203565 loss_class_dn: 0.312149 loss_bbox_dn: 0.137460 loss_giou_dn: 0.345938 loss_class_aux_dn: 1.651101 loss_bbox_aux_dn: 0.802033 loss_giou_aux_dn: 1.972337 loss: 12.976926 eta: 17:44:21 batch_cost: 0.5036 data_cost: 0.0014 ips: 7.9430 images/s [04/10 21:58:03] ppdet.engine INFO: Epoch: [67] [1500/7329] learning_rate: 0.000100 loss_class: 0.629862 loss_bbox: 0.156325 loss_giou: 0.464681 loss_class_aux: 3.929146 loss_bbox_aux: 0.999873 loss_giou_aux: 2.865244 loss_class_dn: 0.361136 loss_bbox_dn: 0.157112 loss_giou_dn: 0.386730 loss_class_aux_dn: 1.882690 loss_bbox_aux_dn: 0.943935 loss_giou_aux_dn: 2.143128 loss: 15.466925 eta: 17:43:29 batch_cost: 0.4906 data_cost: 0.0013 ips: 8.1532 images/s [04/10 21:59:03] ppdet.engine INFO: Epoch: [67] [1600/7329] learning_rate: 0.000100 loss_class: 0.591264 loss_bbox: 0.150519 loss_giou: 0.432586 loss_class_aux: 3.770916 loss_bbox_aux: 0.992296 loss_giou_aux: 2.723074 loss_class_dn: 0.350048 loss_bbox_dn: 0.136269 loss_giou_dn: 0.388361 loss_class_aux_dn: 1.843514 loss_bbox_aux_dn: 0.848307 loss_giou_aux_dn: 2.121760 loss: 15.165189 eta: 17:42:38 batch_cost: 0.5429 data_cost: 0.0016 ips: 7.3675 images/s [04/10 22:00:00] ppdet.engine INFO: Epoch: [67] [1700/7329] learning_rate: 0.000100 loss_class: 0.552630 loss_bbox: 0.147128 loss_giou: 0.332252 loss_class_aux: 3.566041 loss_bbox_aux: 0.961505 loss_giou_aux: 2.088418 loss_class_dn: 0.315685 loss_bbox_dn: 0.145056 loss_giou_dn: 0.319877 loss_class_aux_dn: 1.699937 loss_bbox_aux_dn: 0.841071 loss_giou_aux_dn: 1.788802 loss: 13.291414 eta: 17:41:45 batch_cost: 0.5012 data_cost: 0.0017 ips: 7.9805 images/s [04/10 22:00:59] ppdet.engine INFO: Epoch: [67] [1800/7329] learning_rate: 0.000100 loss_class: 0.581450 loss_bbox: 0.127910 loss_giou: 0.384066 loss_class_aux: 3.518064 loss_bbox_aux: 0.823011 loss_giou_aux: 2.445849 loss_class_dn: 0.322404 loss_bbox_dn: 0.129588 loss_giou_dn: 0.342047 loss_class_aux_dn: 1.743629 loss_bbox_aux_dn: 0.768887 loss_giou_aux_dn: 1.940299 loss: 13.927316 eta: 17:40:54 batch_cost: 0.5324 data_cost: 0.0014 ips: 7.5128 images/s [04/10 22:01:59] ppdet.engine INFO: Epoch: [67] [1900/7329] learning_rate: 0.000100 loss_class: 0.538847 loss_bbox: 0.124883 loss_giou: 0.327126 loss_class_aux: 3.626880 loss_bbox_aux: 0.832647 loss_giou_aux: 2.120789 loss_class_dn: 0.297938 loss_bbox_dn: 0.120330 loss_giou_dn: 0.316811 loss_class_aux_dn: 1.651221 loss_bbox_aux_dn: 0.743040 loss_giou_aux_dn: 1.784244 loss: 13.528935 eta: 17:40:02 batch_cost: 0.5362 data_cost: 0.0014 ips: 7.4593 images/s [04/10 22:03:01] ppdet.engine INFO: Epoch: [67] [2000/7329] learning_rate: 0.000100 loss_class: 0.565067 loss_bbox: 0.122291 loss_giou: 0.339297 loss_class_aux: 3.506944 loss_bbox_aux: 0.775569 loss_giou_aux: 2.165562 loss_class_dn: 0.330421 loss_bbox_dn: 0.125003 loss_giou_dn: 0.326788 loss_class_aux_dn: 1.769320 loss_bbox_aux_dn: 0.756723 loss_giou_aux_dn: 1.851056 loss: 12.974404 eta: 17:39:11 batch_cost: 0.5478 data_cost: 0.0014 ips: 7.3026 images/s [04/10 22:04:00] ppdet.engine INFO: Epoch: [67] [2100/7329] learning_rate: 0.000100 loss_class: 0.580652 loss_bbox: 0.154238 loss_giou: 0.401857 loss_class_aux: 3.777963 loss_bbox_aux: 1.003067 loss_giou_aux: 2.559599 loss_class_dn: 0.343053 loss_bbox_dn: 0.146580 loss_giou_dn: 0.368655 loss_class_aux_dn: 1.847844 loss_bbox_aux_dn: 0.891783 loss_giou_aux_dn: 2.058043 loss: 14.393673 eta: 17:38:20 batch_cost: 0.5322 data_cost: 0.0015 ips: 7.5155 images/s [04/10 22:04:57] ppdet.engine INFO: Epoch: [67] [2200/7329] learning_rate: 0.000100 loss_class: 0.513804 loss_bbox: 0.133388 loss_giou: 0.374359 loss_class_aux: 3.325227 loss_bbox_aux: 0.873779 loss_giou_aux: 2.368837 loss_class_dn: 0.315512 loss_bbox_dn: 0.129812 loss_giou_dn: 0.366724 loss_class_aux_dn: 1.706692 loss_bbox_aux_dn: 0.844224 loss_giou_aux_dn: 2.076046 loss: 13.591682 eta: 17:37:28 batch_cost: 0.5085 data_cost: 0.0013 ips: 7.8657 images/s [04/10 22:05:56] ppdet.engine INFO: Epoch: [67] [2300/7329] learning_rate: 0.000100 loss_class: 0.619861 loss_bbox: 0.143992 loss_giou: 0.392875 loss_class_aux: 3.857122 loss_bbox_aux: 0.921810 loss_giou_aux: 2.437745 loss_class_dn: 0.323196 loss_bbox_dn: 0.142899 loss_giou_dn: 0.346604 loss_class_aux_dn: 1.739750 loss_bbox_aux_dn: 0.850465 loss_giou_aux_dn: 1.952476 loss: 13.718032 eta: 17:36:36 batch_cost: 0.5335 data_cost: 0.0012 ips: 7.4981 images/s [04/10 22:06:53] ppdet.engine INFO: Epoch: [67] [2400/7329] learning_rate: 0.000100 loss_class: 0.594415 loss_bbox: 0.155269 loss_giou: 0.409970 loss_class_aux: 3.672948 loss_bbox_aux: 1.014831 loss_giou_aux: 2.583854 loss_class_dn: 0.351705 loss_bbox_dn: 0.151671 loss_giou_dn: 0.370883 loss_class_aux_dn: 1.874373 loss_bbox_aux_dn: 0.939109 loss_giou_aux_dn: 2.151944 loss: 14.721410 eta: 17:35:44 batch_cost: 0.5101 data_cost: 0.0012 ips: 7.8414 images/s [04/10 22:07:50] ppdet.engine INFO: Epoch: [67] [2500/7329] learning_rate: 0.000100 loss_class: 0.507625 loss_bbox: 0.124912 loss_giou: 0.386193 loss_class_aux: 3.197493 loss_bbox_aux: 0.852467 loss_giou_aux: 2.473988 loss_class_dn: 0.308336 loss_bbox_dn: 0.125258 loss_giou_dn: 0.354862 loss_class_aux_dn: 1.631118 loss_bbox_aux_dn: 0.741968 loss_giou_aux_dn: 1.985272 loss: 13.293369 eta: 17:34:52 batch_cost: 0.5114 data_cost: 0.0012 ips: 7.8215 images/s [04/10 22:08:51] ppdet.engine INFO: Epoch: [67] [2600/7329] learning_rate: 0.000100 loss_class: 0.487749 loss_bbox: 0.129271 loss_giou: 0.346027 loss_class_aux: 3.229657 loss_bbox_aux: 0.844099 loss_giou_aux: 2.162835 loss_class_dn: 0.294723 loss_bbox_dn: 0.128236 loss_giou_dn: 0.293545 loss_class_aux_dn: 1.642839 loss_bbox_aux_dn: 0.770558 loss_giou_aux_dn: 1.658998 loss: 11.465535 eta: 17:34:01 batch_cost: 0.5383 data_cost: 0.0013 ips: 7.4302 images/s [04/10 22:09:47] ppdet.engine INFO: Epoch: [67] [2700/7329] learning_rate: 0.000100 loss_class: 0.523326 loss_bbox: 0.113943 loss_giou: 0.345621 loss_class_aux: 3.330640 loss_bbox_aux: 0.778290 loss_giou_aux: 2.161827 loss_class_dn: 0.302495 loss_bbox_dn: 0.116044 loss_giou_dn: 0.295907 loss_class_aux_dn: 1.635112 loss_bbox_aux_dn: 0.728125 loss_giou_aux_dn: 1.678943 loss: 12.697520 eta: 17:33:09 batch_cost: 0.5093 data_cost: 0.0013 ips: 7.8547 images/s [04/10 22:10:52] ppdet.engine INFO: Epoch: [67] [2800/7329] learning_rate: 0.000100 loss_class: 0.495352 loss_bbox: 0.117299 loss_giou: 0.359782 loss_class_aux: 3.146606 loss_bbox_aux: 0.754777 loss_giou_aux: 2.364964 loss_class_dn: 0.309078 loss_bbox_dn: 0.112452 loss_giou_dn: 0.344579 loss_class_aux_dn: 1.643494 loss_bbox_aux_dn: 0.680269 loss_giou_aux_dn: 1.893787 loss: 12.510162 eta: 17:32:18 batch_cost: 0.5663 data_cost: 0.0016 ips: 7.0635 images/s [04/10 22:11:45] ppdet.engine INFO: Epoch: [67] [2900/7329] learning_rate: 0.000100 loss_class: 0.525577 loss_bbox: 0.123831 loss_giou: 0.347297 loss_class_aux: 3.352765 loss_bbox_aux: 0.807459 loss_giou_aux: 2.176378 loss_class_dn: 0.298126 loss_bbox_dn: 0.127175 loss_giou_dn: 0.326255 loss_class_aux_dn: 1.554636 loss_bbox_aux_dn: 0.760288 loss_giou_aux_dn: 1.772968 loss: 12.563568 eta: 17:31:25 batch_cost: 0.4751 data_cost: 0.0018 ips: 8.4194 images/s [04/10 22:12:38] ppdet.engine INFO: Epoch: [67] [3000/7329] learning_rate: 0.000100 loss_class: 0.586738 loss_bbox: 0.131677 loss_giou: 0.370671 loss_class_aux: 3.719133 loss_bbox_aux: 0.842571 loss_giou_aux: 2.336810 loss_class_dn: 0.336301 loss_bbox_dn: 0.137615 loss_giou_dn: 0.363053 loss_class_aux_dn: 1.792133 loss_bbox_aux_dn: 0.800456 loss_giou_aux_dn: 2.064026 loss: 14.159983 eta: 17:30:32 batch_cost: 0.4720 data_cost: 0.0013 ips: 8.4746 images/s [04/10 22:13:34] ppdet.engine INFO: Epoch: [67] [3100/7329] learning_rate: 0.000100 loss_class: 0.559443 loss_bbox: 0.133416 loss_giou: 0.403652 loss_class_aux: 3.576689 loss_bbox_aux: 0.918045 loss_giou_aux: 2.478648 loss_class_dn: 0.313829 loss_bbox_dn: 0.142069 loss_giou_dn: 0.343348 loss_class_aux_dn: 1.704907 loss_bbox_aux_dn: 0.831156 loss_giou_aux_dn: 1.925163 loss: 13.482487 eta: 17:29:40 batch_cost: 0.4940 data_cost: 0.0016 ips: 8.0966 images/s [04/10 22:14:34] ppdet.engine INFO: Epoch: [67] [3200/7329] learning_rate: 0.000100 loss_class: 0.546203 loss_bbox: 0.119077 loss_giou: 0.388874 loss_class_aux: 3.302955 loss_bbox_aux: 0.802801 loss_giou_aux: 2.444295 loss_class_dn: 0.342109 loss_bbox_dn: 0.115692 loss_giou_dn: 0.346227 loss_class_aux_dn: 1.823132 loss_bbox_aux_dn: 0.693275 loss_giou_aux_dn: 1.943850 loss: 13.290844 eta: 17:28:48 batch_cost: 0.5376 data_cost: 0.0013 ips: 7.4409 images/s [04/10 22:15:29] ppdet.engine INFO: Epoch: [67] [3300/7329] learning_rate: 0.000100 loss_class: 0.588473 loss_bbox: 0.139680 loss_giou: 0.448019 loss_class_aux: 3.769318 loss_bbox_aux: 0.921896 loss_giou_aux: 2.827243 loss_class_dn: 0.340984 loss_bbox_dn: 0.130782 loss_giou_dn: 0.374507 loss_class_aux_dn: 1.821810 loss_bbox_aux_dn: 0.767805 loss_giou_aux_dn: 2.115745 loss: 14.710615 eta: 17:27:56 batch_cost: 0.4989 data_cost: 0.0012 ips: 8.0176 images/s [04/10 22:16:26] ppdet.engine INFO: Epoch: [67] [3400/7329] learning_rate: 0.000100 loss_class: 0.573191 loss_bbox: 0.136459 loss_giou: 0.337386 loss_class_aux: 3.609565 loss_bbox_aux: 0.895597 loss_giou_aux: 2.237572 loss_class_dn: 0.324129 loss_bbox_dn: 0.130386 loss_giou_dn: 0.323684 loss_class_aux_dn: 1.719947 loss_bbox_aux_dn: 0.804703 loss_giou_aux_dn: 1.863602 loss: 13.338827 eta: 17:27:04 batch_cost: 0.5047 data_cost: 0.0012 ips: 7.9253 images/s [04/10 22:17:23] ppdet.engine INFO: Epoch: [67] [3500/7329] learning_rate: 0.000100 loss_class: 0.614854 loss_bbox: 0.166944 loss_giou: 0.377782 loss_class_aux: 3.794914 loss_bbox_aux: 1.045573 loss_giou_aux: 2.393733 loss_class_dn: 0.324072 loss_bbox_dn: 0.156895 loss_giou_dn: 0.345261 loss_class_aux_dn: 1.727863 loss_bbox_aux_dn: 0.929745 loss_giou_aux_dn: 1.926575 loss: 13.538708 eta: 17:26:12 batch_cost: 0.5078 data_cost: 0.0014 ips: 7.8767 images/s [04/10 22:18:28] ppdet.engine INFO: Epoch: [67] [3600/7329] learning_rate: 0.000100 loss_class: 0.474801 loss_bbox: 0.127619 loss_giou: 0.335986 loss_class_aux: 3.083349 loss_bbox_aux: 0.863805 loss_giou_aux: 2.181140 loss_class_dn: 0.270348 loss_bbox_dn: 0.142810 loss_giou_dn: 0.297616 loss_class_aux_dn: 1.482971 loss_bbox_aux_dn: 0.903844 loss_giou_aux_dn: 1.668267 loss: 11.861313 eta: 17:25:22 batch_cost: 0.5989 data_cost: 0.0012 ips: 6.6790 images/s [04/10 22:19:30] ppdet.engine INFO: Epoch: [67] [3700/7329] learning_rate: 0.000100 loss_class: 0.537947 loss_bbox: 0.121316 loss_giou: 0.351828 loss_class_aux: 3.347094 loss_bbox_aux: 0.773894 loss_giou_aux: 2.233561 loss_class_dn: 0.304888 loss_bbox_dn: 0.118635 loss_giou_dn: 0.305771 loss_class_aux_dn: 1.614533 loss_bbox_aux_dn: 0.714254 loss_giou_aux_dn: 1.747924 loss: 12.480592 eta: 17:24:31 batch_cost: 0.5592 data_cost: 0.0012 ips: 7.1526 images/s [04/10 22:20:32] ppdet.engine INFO: Epoch: [67] [3800/7329] learning_rate: 0.000100 loss_class: 0.584360 loss_bbox: 0.127159 loss_giou: 0.417535 loss_class_aux: 3.684351 loss_bbox_aux: 0.824134 loss_giou_aux: 2.562763 loss_class_dn: 0.323990 loss_bbox_dn: 0.132854 loss_giou_dn: 0.375114 loss_class_aux_dn: 1.786525 loss_bbox_aux_dn: 0.782072 loss_giou_aux_dn: 2.073861 loss: 14.615858 eta: 17:23:40 batch_cost: 0.5654 data_cost: 0.0011 ips: 7.0751 images/s [04/10 22:21:25] ppdet.engine INFO: Epoch: [67] [3900/7329] learning_rate: 0.000100 loss_class: 0.584800 loss_bbox: 0.137166 loss_giou: 0.365395 loss_class_aux: 3.769655 loss_bbox_aux: 0.885602 loss_giou_aux: 2.359059 loss_class_dn: 0.326405 loss_bbox_dn: 0.142884 loss_giou_dn: 0.348938 loss_class_aux_dn: 1.770576 loss_bbox_aux_dn: 0.826483 loss_giou_aux_dn: 1.951421 loss: 13.688321 eta: 17:22:47 batch_cost: 0.4724 data_cost: 0.0012 ips: 8.4681 images/s [04/10 22:22:20] ppdet.engine INFO: Epoch: [67] [4000/7329] learning_rate: 0.000100 loss_class: 0.511766 loss_bbox: 0.122057 loss_giou: 0.352262 loss_class_aux: 3.391250 loss_bbox_aux: 0.822253 loss_giou_aux: 2.205034 loss_class_dn: 0.284978 loss_bbox_dn: 0.127809 loss_giou_dn: 0.322351 loss_class_aux_dn: 1.565664 loss_bbox_aux_dn: 0.755852 loss_giou_aux_dn: 1.767142 loss: 11.679142 eta: 17:21:55 batch_cost: 0.4823 data_cost: 0.0013 ips: 8.2930 images/s [04/10 22:23:19] ppdet.engine INFO: Epoch: [67] [4100/7329] learning_rate: 0.000100 loss_class: 0.546692 loss_bbox: 0.133086 loss_giou: 0.351194 loss_class_aux: 3.534227 loss_bbox_aux: 0.852263 loss_giou_aux: 2.263289 loss_class_dn: 0.307295 loss_bbox_dn: 0.123225 loss_giou_dn: 0.325424 loss_class_aux_dn: 1.686227 loss_bbox_aux_dn: 0.736356 loss_giou_aux_dn: 1.819920 loss: 13.150055 eta: 17:21:03 batch_cost: 0.5230 data_cost: 0.0013 ips: 7.6482 images/s [04/10 22:24:22] ppdet.engine INFO: Epoch: [67] [4200/7329] learning_rate: 0.000100 loss_class: 0.428158 loss_bbox: 0.118635 loss_giou: 0.356880 loss_class_aux: 2.823517 loss_bbox_aux: 0.761637 loss_giou_aux: 2.153437 loss_class_dn: 0.262683 loss_bbox_dn: 0.122166 loss_giou_dn: 0.294496 loss_class_aux_dn: 1.427466 loss_bbox_aux_dn: 0.703869 loss_giou_aux_dn: 1.634985 loss: 11.079296 eta: 17:20:12 batch_cost: 0.5649 data_cost: 0.0013 ips: 7.0807 images/s [04/10 22:25:28] ppdet.engine INFO: Epoch: [67] [4300/7329] learning_rate: 0.000100 loss_class: 0.542657 loss_bbox: 0.131669 loss_giou: 0.382020 loss_class_aux: 3.583490 loss_bbox_aux: 0.850698 loss_giou_aux: 2.415888 loss_class_dn: 0.323619 loss_bbox_dn: 0.133687 loss_giou_dn: 0.331635 loss_class_aux_dn: 1.698407 loss_bbox_aux_dn: 0.804151 loss_giou_aux_dn: 1.847450 loss: 13.653327 eta: 17:19:22 batch_cost: 0.5973 data_cost: 0.0013 ips: 6.6971 images/s [04/10 22:26:23] ppdet.engine INFO: Epoch: [67] [4400/7329] learning_rate: 0.000100 loss_class: 0.545269 loss_bbox: 0.123328 loss_giou: 0.385166 loss_class_aux: 3.359066 loss_bbox_aux: 0.824438 loss_giou_aux: 2.394083 loss_class_dn: 0.314344 loss_bbox_dn: 0.128912 loss_giou_dn: 0.353746 loss_class_aux_dn: 1.679224 loss_bbox_aux_dn: 0.807688 loss_giou_aux_dn: 1.969386 loss: 13.069938 eta: 17:18:30 batch_cost: 0.4898 data_cost: 0.0012 ips: 8.1667 images/s [04/10 22:27:15] ppdet.engine INFO: Epoch: [67] [4500/7329] learning_rate: 0.000100 loss_class: 0.595241 loss_bbox: 0.127558 loss_giou: 0.384917 loss_class_aux: 3.686201 loss_bbox_aux: 0.841063 loss_giou_aux: 2.370800 loss_class_dn: 0.313527 loss_bbox_dn: 0.111243 loss_giou_dn: 0.333136 loss_class_aux_dn: 1.713759 loss_bbox_aux_dn: 0.682069 loss_giou_aux_dn: 1.912860 loss: 13.842684 eta: 17:17:37 batch_cost: 0.4659 data_cost: 0.0012 ips: 8.5863 images/s [04/10 22:28:08] ppdet.engine INFO: Epoch: [67] [4600/7329] learning_rate: 0.000100 loss_class: 0.567986 loss_bbox: 0.135546 loss_giou: 0.407671 loss_class_aux: 3.655632 loss_bbox_aux: 0.883681 loss_giou_aux: 2.570911 loss_class_dn: 0.337725 loss_bbox_dn: 0.126582 loss_giou_dn: 0.374643 loss_class_aux_dn: 1.833781 loss_bbox_aux_dn: 0.744787 loss_giou_aux_dn: 2.091945 loss: 13.721876 eta: 17:16:44 batch_cost: 0.4652 data_cost: 0.0012 ips: 8.5980 images/s [04/10 22:29:02] ppdet.engine INFO: Epoch: [67] [4700/7329] learning_rate: 0.000100 loss_class: 0.528616 loss_bbox: 0.126897 loss_giou: 0.397944 loss_class_aux: 3.365477 loss_bbox_aux: 0.841657 loss_giou_aux: 2.522928 loss_class_dn: 0.310622 loss_bbox_dn: 0.142968 loss_giou_dn: 0.324950 loss_class_aux_dn: 1.650328 loss_bbox_aux_dn: 0.826170 loss_giou_aux_dn: 1.793741 loss: 13.254387 eta: 17:15:51 batch_cost: 0.4843 data_cost: 0.0012 ips: 8.2595 images/s [04/10 22:30:12] ppdet.engine INFO: Epoch: [67] [4800/7329] learning_rate: 0.000100 loss_class: 0.610915 loss_bbox: 0.143156 loss_giou: 0.429685 loss_class_aux: 3.821195 loss_bbox_aux: 0.941630 loss_giou_aux: 2.698483 loss_class_dn: 0.345392 loss_bbox_dn: 0.138974 loss_giou_dn: 0.386456 loss_class_aux_dn: 1.813814 loss_bbox_aux_dn: 0.817204 loss_giou_aux_dn: 2.141567 loss: 14.665916 eta: 17:15:02 batch_cost: 0.6375 data_cost: 0.0011 ips: 6.2741 images/s [04/10 22:31:10] ppdet.engine INFO: Epoch: [67] [4900/7329] learning_rate: 0.000100 loss_class: 0.577532 loss_bbox: 0.125458 loss_giou: 0.426288 loss_class_aux: 3.595144 loss_bbox_aux: 0.783343 loss_giou_aux: 2.654727 loss_class_dn: 0.345291 loss_bbox_dn: 0.122667 loss_giou_dn: 0.377012 loss_class_aux_dn: 1.855394 loss_bbox_aux_dn: 0.746215 loss_giou_aux_dn: 2.123459 loss: 14.019141 eta: 17:14:10 batch_cost: 0.5210 data_cost: 0.0014 ips: 7.6773 images/s [04/10 22:32:12] ppdet.engine INFO: Epoch: [67] [5000/7329] learning_rate: 0.000100 loss_class: 0.625729 loss_bbox: 0.133209 loss_giou: 0.484610 loss_class_aux: 3.990314 loss_bbox_aux: 0.867077 loss_giou_aux: 3.104118 loss_class_dn: 0.383601 loss_bbox_dn: 0.135688 loss_giou_dn: 0.436987 loss_class_aux_dn: 2.037820 loss_bbox_aux_dn: 0.824758 loss_giou_aux_dn: 2.357601 loss: 15.322693 eta: 17:13:20 batch_cost: 0.5673 data_cost: 0.0012 ips: 7.0515 images/s [04/10 22:33:06] ppdet.engine INFO: Epoch: [67] [5100/7329] learning_rate: 0.000100 loss_class: 0.525751 loss_bbox: 0.135969 loss_giou: 0.352172 loss_class_aux: 3.543925 loss_bbox_aux: 0.862903 loss_giou_aux: 2.194503 loss_class_dn: 0.314040 loss_bbox_dn: 0.128885 loss_giou_dn: 0.323126 loss_class_aux_dn: 1.684183 loss_bbox_aux_dn: 0.751303 loss_giou_aux_dn: 1.802577 loss: 13.023478 eta: 17:12:27 batch_cost: 0.4797 data_cost: 0.0012 ips: 8.3392 images/s [04/10 22:33:59] ppdet.engine INFO: Epoch: [67] [5200/7329] learning_rate: 0.000100 loss_class: 0.558656 loss_bbox: 0.132136 loss_giou: 0.454295 loss_class_aux: 3.627042 loss_bbox_aux: 0.914185 loss_giou_aux: 2.804447 loss_class_dn: 0.346811 loss_bbox_dn: 0.135409 loss_giou_dn: 0.378484 loss_class_aux_dn: 1.828352 loss_bbox_aux_dn: 0.836085 loss_giou_aux_dn: 2.095552 loss: 14.703115 eta: 17:11:34 batch_cost: 0.4658 data_cost: 0.0013 ips: 8.5867 images/s [04/10 22:34:59] ppdet.engine INFO: Epoch: [67] [5300/7329] learning_rate: 0.000100 loss_class: 0.630658 loss_bbox: 0.136549 loss_giou: 0.454463 loss_class_aux: 3.859592 loss_bbox_aux: 0.880852 loss_giou_aux: 2.909062 loss_class_dn: 0.372419 loss_bbox_dn: 0.138370 loss_giou_dn: 0.414265 loss_class_aux_dn: 1.983407 loss_bbox_aux_dn: 0.857774 loss_giou_aux_dn: 2.283380 loss: 15.353159 eta: 17:10:42 batch_cost: 0.5451 data_cost: 0.0013 ips: 7.3384 images/s [04/10 22:35:52] ppdet.engine INFO: Epoch: [67] [5400/7329] learning_rate: 0.000100 loss_class: 0.581742 loss_bbox: 0.142440 loss_giou: 0.405173 loss_class_aux: 3.708463 loss_bbox_aux: 0.905729 loss_giou_aux: 2.496034 loss_class_dn: 0.336022 loss_bbox_dn: 0.127721 loss_giou_dn: 0.344165 loss_class_aux_dn: 1.823047 loss_bbox_aux_dn: 0.768606 loss_giou_aux_dn: 1.924420 loss: 14.299539 eta: 17:09:50 batch_cost: 0.4755 data_cost: 0.0011 ips: 8.4125 images/s [04/10 22:36:45] ppdet.engine INFO: Epoch: [67] [5500/7329] learning_rate: 0.000100 loss_class: 0.617033 loss_bbox: 0.137895 loss_giou: 0.416105 loss_class_aux: 3.957303 loss_bbox_aux: 0.868647 loss_giou_aux: 2.659988 loss_class_dn: 0.353994 loss_bbox_dn: 0.136700 loss_giou_dn: 0.398426 loss_class_aux_dn: 1.946999 loss_bbox_aux_dn: 0.813503 loss_giou_aux_dn: 2.240398 loss: 15.188136 eta: 17:08:57 batch_cost: 0.4709 data_cost: 0.0012 ips: 8.4937 images/s [04/10 22:37:38] ppdet.engine INFO: Epoch: [67] [5600/7329] learning_rate: 0.000100 loss_class: 0.533564 loss_bbox: 0.136859 loss_giou: 0.339449 loss_class_aux: 3.498371 loss_bbox_aux: 0.892619 loss_giou_aux: 2.171932 loss_class_dn: 0.313953 loss_bbox_dn: 0.132393 loss_giou_dn: 0.315459 loss_class_aux_dn: 1.727314 loss_bbox_aux_dn: 0.802867 loss_giou_aux_dn: 1.766521 loss: 13.085451 eta: 17:08:04 batch_cost: 0.4674 data_cost: 0.0012 ips: 8.5583 images/s [04/10 22:38:35] ppdet.engine INFO: Epoch: [67] [5700/7329] learning_rate: 0.000100 loss_class: 0.589983 loss_bbox: 0.140636 loss_giou: 0.429325 loss_class_aux: 3.916037 loss_bbox_aux: 0.902818 loss_giou_aux: 2.602271 loss_class_dn: 0.353045 loss_bbox_dn: 0.131654 loss_giou_dn: 0.364001 loss_class_aux_dn: 1.868254 loss_bbox_aux_dn: 0.794493 loss_giou_aux_dn: 2.120199 loss: 14.990860 eta: 17:07:11 batch_cost: 0.5027 data_cost: 0.0013 ips: 7.9566 images/s [04/10 22:39:28] ppdet.engine INFO: Epoch: [67] [5800/7329] learning_rate: 0.000100 loss_class: 0.584466 loss_bbox: 0.136648 loss_giou: 0.404225 loss_class_aux: 3.739783 loss_bbox_aux: 0.895821 loss_giou_aux: 2.369655 loss_class_dn: 0.323230 loss_bbox_dn: 0.137098 loss_giou_dn: 0.368188 loss_class_aux_dn: 1.767378 loss_bbox_aux_dn: 0.787962 loss_giou_aux_dn: 2.115066 loss: 14.499702 eta: 17:06:18 batch_cost: 0.4751 data_cost: 0.0012 ips: 8.4199 images/s [04/10 22:40:23] ppdet.engine INFO: Epoch: [67] [5900/7329] learning_rate: 0.000100 loss_class: 0.536174 loss_bbox: 0.128427 loss_giou: 0.381427 loss_class_aux: 3.507934 loss_bbox_aux: 0.825585 loss_giou_aux: 2.410332 loss_class_dn: 0.321238 loss_bbox_dn: 0.130847 loss_giou_dn: 0.338149 loss_class_aux_dn: 1.697104 loss_bbox_aux_dn: 0.780748 loss_giou_aux_dn: 1.880161 loss: 13.277662 eta: 17:05:26 batch_cost: 0.4940 data_cost: 0.0012 ips: 8.0978 images/s [04/10 22:41:17] ppdet.engine INFO: Epoch: [67] [6000/7329] learning_rate: 0.000100 loss_class: 0.589264 loss_bbox: 0.137166 loss_giou: 0.452197 loss_class_aux: 3.793314 loss_bbox_aux: 0.907994 loss_giou_aux: 2.822484 loss_class_dn: 0.351003 loss_bbox_dn: 0.135254 loss_giou_dn: 0.420716 loss_class_aux_dn: 1.874598 loss_bbox_aux_dn: 0.810069 loss_giou_aux_dn: 2.390912 loss: 15.395729 eta: 17:04:33 batch_cost: 0.4746 data_cost: 0.0012 ips: 8.4275 images/s [04/10 22:42:10] ppdet.engine INFO: Epoch: [67] [6100/7329] learning_rate: 0.000100 loss_class: 0.588119 loss_bbox: 0.129407 loss_giou: 0.391374 loss_class_aux: 3.709446 loss_bbox_aux: 0.860991 loss_giou_aux: 2.463449 loss_class_dn: 0.327608 loss_bbox_dn: 0.130060 loss_giou_dn: 0.344038 loss_class_aux_dn: 1.818018 loss_bbox_aux_dn: 0.746068 loss_giou_aux_dn: 2.012617 loss: 14.345247 eta: 17:03:40 batch_cost: 0.4735 data_cost: 0.0012 ips: 8.4479 images/s [04/10 22:43:03] ppdet.engine INFO: Epoch: [67] [6200/7329] learning_rate: 0.000100 loss_class: 0.529650 loss_bbox: 0.130853 loss_giou: 0.380816 loss_class_aux: 3.548755 loss_bbox_aux: 0.881738 loss_giou_aux: 2.472558 loss_class_dn: 0.309602 loss_bbox_dn: 0.158968 loss_giou_dn: 0.351109 loss_class_aux_dn: 1.714488 loss_bbox_aux_dn: 0.958099 loss_giou_aux_dn: 2.005616 loss: 13.952799 eta: 17:02:47 batch_cost: 0.4744 data_cost: 0.0012 ips: 8.4311 images/s [04/10 22:43:56] ppdet.engine INFO: Epoch: [67] [6300/7329] learning_rate: 0.000100 loss_class: 0.547878 loss_bbox: 0.136600 loss_giou: 0.363278 loss_class_aux: 3.513837 loss_bbox_aux: 0.897591 loss_giou_aux: 2.268808 loss_class_dn: 0.310515 loss_bbox_dn: 0.144524 loss_giou_dn: 0.313425 loss_class_aux_dn: 1.700633 loss_bbox_aux_dn: 0.867487 loss_giou_aux_dn: 1.780190 loss: 12.873552 eta: 17:01:54 batch_cost: 0.4706 data_cost: 0.0015 ips: 8.5000 images/s [04/10 22:44:49] ppdet.engine INFO: Epoch: [67] [6400/7329] learning_rate: 0.000100 loss_class: 0.600108 loss_bbox: 0.137039 loss_giou: 0.371855 loss_class_aux: 3.789752 loss_bbox_aux: 0.831618 loss_giou_aux: 2.389473 loss_class_dn: 0.343453 loss_bbox_dn: 0.136173 loss_giou_dn: 0.372352 loss_class_aux_dn: 1.836707 loss_bbox_aux_dn: 0.832991 loss_giou_aux_dn: 2.083595 loss: 13.990772 eta: 17:01:01 batch_cost: 0.4726 data_cost: 0.0011 ips: 8.4646 images/s [04/10 22:45:42] ppdet.engine INFO: Epoch: [67] [6500/7329] learning_rate: 0.000100 loss_class: 0.544480 loss_bbox: 0.121490 loss_giou: 0.328624 loss_class_aux: 3.535866 loss_bbox_aux: 0.765194 loss_giou_aux: 2.028873 loss_class_dn: 0.313583 loss_bbox_dn: 0.121941 loss_giou_dn: 0.296704 loss_class_aux_dn: 1.705392 loss_bbox_aux_dn: 0.738015 loss_giou_aux_dn: 1.697249 loss: 12.708871 eta: 17:00:09 batch_cost: 0.4722 data_cost: 0.0012 ips: 8.4710 images/s [04/10 22:46:40] ppdet.engine INFO: Epoch: [67] [6600/7329] learning_rate: 0.000100 loss_class: 0.504391 loss_bbox: 0.138194 loss_giou: 0.350710 loss_class_aux: 3.185310 loss_bbox_aux: 0.890079 loss_giou_aux: 2.227990 loss_class_dn: 0.312993 loss_bbox_dn: 0.126433 loss_giou_dn: 0.319467 loss_class_aux_dn: 1.679474 loss_bbox_aux_dn: 0.785656 loss_giou_aux_dn: 1.836393 loss: 12.248867 eta: 16:59:16 batch_cost: 0.5049 data_cost: 0.0014 ips: 7.9231 images/s [04/10 22:47:41] ppdet.engine INFO: Epoch: [67] [6700/7329] learning_rate: 0.000100 loss_class: 0.485902 loss_bbox: 0.128565 loss_giou: 0.316368 loss_class_aux: 3.152032 loss_bbox_aux: 0.839235 loss_giou_aux: 2.049706 loss_class_dn: 0.295526 loss_bbox_dn: 0.120941 loss_giou_dn: 0.316108 loss_class_aux_dn: 1.642962 loss_bbox_aux_dn: 0.744517 loss_giou_aux_dn: 1.811095 loss: 13.057852 eta: 16:58:25 batch_cost: 0.5188 data_cost: 0.0014 ips: 7.7094 images/s [04/10 22:48:42] ppdet.engine INFO: Epoch: [67] [6800/7329] learning_rate: 0.000100 loss_class: 0.512638 loss_bbox: 0.130402 loss_giou: 0.396465 loss_class_aux: 3.357946 loss_bbox_aux: 0.848714 loss_giou_aux: 2.457038 loss_class_dn: 0.300546 loss_bbox_dn: 0.115932 loss_giou_dn: 0.351510 loss_class_aux_dn: 1.639663 loss_bbox_aux_dn: 0.693972 loss_giou_aux_dn: 1.926752 loss: 13.061130 eta: 16:57:33 batch_cost: 0.5249 data_cost: 0.0015 ips: 7.6208 images/s [04/10 22:49:40] ppdet.engine INFO: Epoch: [67] [6900/7329] learning_rate: 0.000100 loss_class: 0.517298 loss_bbox: 0.135290 loss_giou: 0.348088 loss_class_aux: 3.284944 loss_bbox_aux: 0.852475 loss_giou_aux: 2.270899 loss_class_dn: 0.297010 loss_bbox_dn: 0.128554 loss_giou_dn: 0.323143 loss_class_aux_dn: 1.634685 loss_bbox_aux_dn: 0.770128 loss_giou_aux_dn: 1.889241 loss: 12.905727 eta: 16:56:41 batch_cost: 0.5190 data_cost: 0.0012 ips: 7.7070 images/s [04/10 22:50:34] ppdet.engine INFO: Epoch: [67] [7000/7329] learning_rate: 0.000100 loss_class: 0.622502 loss_bbox: 0.140419 loss_giou: 0.416025 loss_class_aux: 3.886775 loss_bbox_aux: 0.875244 loss_giou_aux: 2.583697 loss_class_dn: 0.342333 loss_bbox_dn: 0.130256 loss_giou_dn: 0.380060 loss_class_aux_dn: 1.825897 loss_bbox_aux_dn: 0.776894 loss_giou_aux_dn: 2.141261 loss: 14.780790 eta: 16:55:48 batch_cost: 0.4834 data_cost: 0.0013 ips: 8.2742 images/s [04/10 22:51:31] ppdet.engine INFO: Epoch: [67] [7100/7329] learning_rate: 0.000100 loss_class: 0.539045 loss_bbox: 0.127890 loss_giou: 0.445392 loss_class_aux: 3.451779 loss_bbox_aux: 0.854949 loss_giou_aux: 2.780828 loss_class_dn: 0.334163 loss_bbox_dn: 0.124101 loss_giou_dn: 0.386301 loss_class_aux_dn: 1.831000 loss_bbox_aux_dn: 0.737967 loss_giou_aux_dn: 2.229684 loss: 14.683018 eta: 16:54:57 batch_cost: 0.5144 data_cost: 0.0014 ips: 7.7764 images/s [04/10 22:52:31] ppdet.engine INFO: Epoch: [67] [7200/7329] learning_rate: 0.000100 loss_class: 0.560328 loss_bbox: 0.148307 loss_giou: 0.367827 loss_class_aux: 3.658538 loss_bbox_aux: 0.959114 loss_giou_aux: 2.309317 loss_class_dn: 0.325741 loss_bbox_dn: 0.128681 loss_giou_dn: 0.337008 loss_class_aux_dn: 1.764291 loss_bbox_aux_dn: 0.788193 loss_giou_aux_dn: 1.915581 loss: 13.515627 eta: 16:54:05 batch_cost: 0.5387 data_cost: 0.0012 ips: 7.4253 images/s [04/10 22:53:25] ppdet.engine INFO: Epoch: [67] [7300/7329] learning_rate: 0.000100 loss_class: 0.583921 loss_bbox: 0.124968 loss_giou: 0.366725 loss_class_aux: 3.634959 loss_bbox_aux: 0.834089 loss_giou_aux: 2.386580 loss_class_dn: 0.330221 loss_bbox_dn: 0.121128 loss_giou_dn: 0.338412 loss_class_aux_dn: 1.791561 loss_bbox_aux_dn: 0.749005 loss_giou_aux_dn: 1.951043 loss: 14.314711 eta: 16:53:12 batch_cost: 0.4817 data_cost: 0.0012 ips: 8.3037 images/s [04/10 22:53:45] ppdet.engine INFO: Eval iter: 0 [04/10 22:54:13] ppdet.engine INFO: Eval iter: 100 [04/10 22:54:39] ppdet.engine INFO: Eval iter: 200 [04/10 22:55:05] ppdet.engine INFO: Eval iter: 300 [04/10 22:55:31] ppdet.engine INFO: Eval iter: 400 [04/10 22:55:58] ppdet.engine INFO: Eval iter: 500 [04/10 22:56:24] ppdet.engine INFO: Eval iter: 600 [04/10 22:56:53] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.60s) creating index... index created! [04/10 22:56:54] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=17.93s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=108.50s). Accumulating evaluation results... DONE (t=27.13s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.349 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.713 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.554 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/10 22:59:33] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.0199514999778 [04/10 22:59:33] ppdet.engine INFO: Best test bbox ap is 0.530. [04/10 22:59:35] ppdet.engine INFO: Epoch: [68] [ 0/7329] learning_rate: 0.000100 loss_class: 0.579987 loss_bbox: 0.129347 loss_giou: 0.342303 loss_class_aux: 3.613585 loss_bbox_aux: 0.846290 loss_giou_aux: 2.111716 loss_class_dn: 0.323270 loss_bbox_dn: 0.121128 loss_giou_dn: 0.325702 loss_class_aux_dn: 1.724038 loss_bbox_aux_dn: 0.754900 loss_giou_aux_dn: 1.851069 loss: 14.281765 eta: 16:52:57 batch_cost: 0.4741 data_cost: 0.0013 ips: 8.4365 images/s [04/10 23:00:37] ppdet.engine INFO: Epoch: [68] [ 100/7329] learning_rate: 0.000100 loss_class: 0.563760 loss_bbox: 0.130921 loss_giou: 0.422254 loss_class_aux: 3.515966 loss_bbox_aux: 0.900312 loss_giou_aux: 2.627815 loss_class_dn: 0.314867 loss_bbox_dn: 0.128675 loss_giou_dn: 0.363490 loss_class_aux_dn: 1.660551 loss_bbox_aux_dn: 0.767654 loss_giou_aux_dn: 2.045095 loss: 14.234283 eta: 16:52:06 batch_cost: 0.5553 data_cost: 0.0013 ips: 7.2027 images/s [04/10 23:01:40] ppdet.engine INFO: Epoch: [68] [ 200/7329] learning_rate: 0.000100 loss_class: 0.679993 loss_bbox: 0.138970 loss_giou: 0.466708 loss_class_aux: 4.014782 loss_bbox_aux: 0.887467 loss_giou_aux: 2.843652 loss_class_dn: 0.374190 loss_bbox_dn: 0.117917 loss_giou_dn: 0.411522 loss_class_aux_dn: 2.024699 loss_bbox_aux_dn: 0.723795 loss_giou_aux_dn: 2.329638 loss: 16.492001 eta: 16:51:15 batch_cost: 0.5553 data_cost: 0.0014 ips: 7.2038 images/s [04/10 23:02:36] ppdet.engine INFO: Epoch: [68] [ 300/7329] learning_rate: 0.000100 loss_class: 0.521421 loss_bbox: 0.135949 loss_giou: 0.387842 loss_class_aux: 3.173813 loss_bbox_aux: 0.853136 loss_giou_aux: 2.473072 loss_class_dn: 0.309273 loss_bbox_dn: 0.131656 loss_giou_dn: 0.326827 loss_class_aux_dn: 1.685076 loss_bbox_aux_dn: 0.779804 loss_giou_aux_dn: 1.846525 loss: 12.916239 eta: 16:50:23 batch_cost: 0.5002 data_cost: 0.0015 ips: 7.9975 images/s [04/10 23:03:31] ppdet.engine INFO: Epoch: [68] [ 400/7329] learning_rate: 0.000100 loss_class: 0.487040 loss_bbox: 0.115838 loss_giou: 0.289652 loss_class_aux: 3.067616 loss_bbox_aux: 0.781439 loss_giou_aux: 1.861412 loss_class_dn: 0.271548 loss_bbox_dn: 0.119751 loss_giou_dn: 0.258876 loss_class_aux_dn: 1.474725 loss_bbox_aux_dn: 0.751179 loss_giou_aux_dn: 1.483506 loss: 11.512013 eta: 16:49:30 batch_cost: 0.4880 data_cost: 0.0012 ips: 8.1960 images/s [04/10 23:04:23] ppdet.engine INFO: Epoch: [68] [ 500/7329] learning_rate: 0.000100 loss_class: 0.526881 loss_bbox: 0.135703 loss_giou: 0.335490 loss_class_aux: 3.379267 loss_bbox_aux: 0.928114 loss_giou_aux: 2.105508 loss_class_dn: 0.299517 loss_bbox_dn: 0.146899 loss_giou_dn: 0.324180 loss_class_aux_dn: 1.621639 loss_bbox_aux_dn: 0.908452 loss_giou_aux_dn: 1.820818 loss: 13.171633 eta: 16:48:37 batch_cost: 0.4699 data_cost: 0.0012 ips: 8.5128 images/s [04/10 23:05:20] ppdet.engine INFO: Epoch: [68] [ 600/7329] learning_rate: 0.000100 loss_class: 0.577921 loss_bbox: 0.121422 loss_giou: 0.397512 loss_class_aux: 3.665194 loss_bbox_aux: 0.831657 loss_giou_aux: 2.343614 loss_class_dn: 0.307590 loss_bbox_dn: 0.126616 loss_giou_dn: 0.316758 loss_class_aux_dn: 1.632795 loss_bbox_aux_dn: 0.753618 loss_giou_aux_dn: 1.851861 loss: 13.334126 eta: 16:47:45 batch_cost: 0.5089 data_cost: 0.0013 ips: 7.8605 images/s [04/10 23:06:16] ppdet.engine INFO: Epoch: [68] [ 700/7329] learning_rate: 0.000100 loss_class: 0.580563 loss_bbox: 0.128245 loss_giou: 0.471911 loss_class_aux: 3.661070 loss_bbox_aux: 0.835744 loss_giou_aux: 2.975893 loss_class_dn: 0.353255 loss_bbox_dn: 0.122825 loss_giou_dn: 0.402840 loss_class_aux_dn: 1.867080 loss_bbox_aux_dn: 0.725484 loss_giou_aux_dn: 2.277452 loss: 15.194036 eta: 16:46:53 batch_cost: 0.4969 data_cost: 0.0014 ips: 8.0505 images/s [04/10 23:07:21] ppdet.engine INFO: Epoch: [68] [ 800/7329] learning_rate: 0.000100 loss_class: 0.557851 loss_bbox: 0.119335 loss_giou: 0.340513 loss_class_aux: 3.517119 loss_bbox_aux: 0.784724 loss_giou_aux: 2.128881 loss_class_dn: 0.299560 loss_bbox_dn: 0.113969 loss_giou_dn: 0.313976 loss_class_aux_dn: 1.638402 loss_bbox_aux_dn: 0.704590 loss_giou_aux_dn: 1.779615 loss: 12.756136 eta: 16:46:03 batch_cost: 0.5859 data_cost: 0.0012 ips: 6.8271 images/s [04/10 23:08:18] ppdet.engine INFO: Epoch: [68] [ 900/7329] learning_rate: 0.000100 loss_class: 0.564503 loss_bbox: 0.138374 loss_giou: 0.369127 loss_class_aux: 3.635234 loss_bbox_aux: 0.909317 loss_giou_aux: 2.328437 loss_class_dn: 0.310501 loss_bbox_dn: 0.129331 loss_giou_dn: 0.320353 loss_class_aux_dn: 1.663950 loss_bbox_aux_dn: 0.820228 loss_giou_aux_dn: 1.799702 loss: 13.157922 eta: 16:45:11 batch_cost: 0.5115 data_cost: 0.0012 ips: 7.8206 images/s [04/10 23:09:15] ppdet.engine INFO: Epoch: [68] [1000/7329] learning_rate: 0.000100 loss_class: 0.567156 loss_bbox: 0.128001 loss_giou: 0.410716 loss_class_aux: 3.597744 loss_bbox_aux: 0.845049 loss_giou_aux: 2.554761 loss_class_dn: 0.335711 loss_bbox_dn: 0.126538 loss_giou_dn: 0.362649 loss_class_aux_dn: 1.785259 loss_bbox_aux_dn: 0.733986 loss_giou_aux_dn: 2.017220 loss: 14.100290 eta: 16:44:19 batch_cost: 0.5116 data_cost: 0.0013 ips: 7.8186 images/s [04/10 23:10:13] ppdet.engine INFO: Epoch: [68] [1100/7329] learning_rate: 0.000100 loss_class: 0.526041 loss_bbox: 0.124485 loss_giou: 0.423636 loss_class_aux: 3.485293 loss_bbox_aux: 0.836514 loss_giou_aux: 2.653525 loss_class_dn: 0.326879 loss_bbox_dn: 0.116197 loss_giou_dn: 0.378267 loss_class_aux_dn: 1.758269 loss_bbox_aux_dn: 0.708850 loss_giou_aux_dn: 2.132821 loss: 13.467281 eta: 16:43:27 batch_cost: 0.5184 data_cost: 0.0013 ips: 7.7164 images/s [04/10 23:11:12] ppdet.engine INFO: Epoch: [68] [1200/7329] learning_rate: 0.000100 loss_class: 0.578402 loss_bbox: 0.133242 loss_giou: 0.380155 loss_class_aux: 3.681321 loss_bbox_aux: 0.888909 loss_giou_aux: 2.390029 loss_class_dn: 0.323802 loss_bbox_dn: 0.135836 loss_giou_dn: 0.328167 loss_class_aux_dn: 1.786848 loss_bbox_aux_dn: 0.816004 loss_giou_aux_dn: 1.898482 loss: 13.884417 eta: 16:42:35 batch_cost: 0.5270 data_cost: 0.0015 ips: 7.5903 images/s [04/10 23:12:08] ppdet.engine INFO: Epoch: [68] [1300/7329] learning_rate: 0.000100 loss_class: 0.512972 loss_bbox: 0.124413 loss_giou: 0.393387 loss_class_aux: 3.459212 loss_bbox_aux: 0.807147 loss_giou_aux: 2.476328 loss_class_dn: 0.322112 loss_bbox_dn: 0.128914 loss_giou_dn: 0.329879 loss_class_aux_dn: 1.719073 loss_bbox_aux_dn: 0.752496 loss_giou_aux_dn: 1.900001 loss: 13.225106 eta: 16:41:43 batch_cost: 0.5012 data_cost: 0.0013 ips: 7.9814 images/s [04/10 23:13:01] ppdet.engine INFO: Epoch: [68] [1400/7329] learning_rate: 0.000100 loss_class: 0.575290 loss_bbox: 0.138001 loss_giou: 0.424552 loss_class_aux: 3.760176 loss_bbox_aux: 0.906150 loss_giou_aux: 2.694129 loss_class_dn: 0.353116 loss_bbox_dn: 0.142053 loss_giou_dn: 0.353504 loss_class_aux_dn: 1.916193 loss_bbox_aux_dn: 0.825042 loss_giou_aux_dn: 2.042553 loss: 14.029303 eta: 16:40:50 batch_cost: 0.4722 data_cost: 0.0013 ips: 8.4716 images/s [04/10 23:13:55] ppdet.engine INFO: Epoch: [68] [1500/7329] learning_rate: 0.000100 loss_class: 0.528137 loss_bbox: 0.131046 loss_giou: 0.374853 loss_class_aux: 3.477755 loss_bbox_aux: 0.820962 loss_giou_aux: 2.327683 loss_class_dn: 0.303010 loss_bbox_dn: 0.135709 loss_giou_dn: 0.333470 loss_class_aux_dn: 1.624288 loss_bbox_aux_dn: 0.841478 loss_giou_aux_dn: 1.891021 loss: 13.185087 eta: 16:39:57 batch_cost: 0.4764 data_cost: 0.0012 ips: 8.3971 images/s [04/10 23:14:52] ppdet.engine INFO: Epoch: [68] [1600/7329] learning_rate: 0.000100 loss_class: 0.542752 loss_bbox: 0.139224 loss_giou: 0.317711 loss_class_aux: 3.388863 loss_bbox_aux: 0.864234 loss_giou_aux: 2.006528 loss_class_dn: 0.299501 loss_bbox_dn: 0.130699 loss_giou_dn: 0.305682 loss_class_aux_dn: 1.665079 loss_bbox_aux_dn: 0.781105 loss_giou_aux_dn: 1.743111 loss: 12.899971 eta: 16:39:05 batch_cost: 0.5066 data_cost: 0.0014 ips: 7.8955 images/s [04/10 23:15:49] ppdet.engine INFO: Epoch: [68] [1700/7329] learning_rate: 0.000100 loss_class: 0.522263 loss_bbox: 0.139773 loss_giou: 0.373912 loss_class_aux: 3.341951 loss_bbox_aux: 0.874504 loss_giou_aux: 2.260533 loss_class_dn: 0.310938 loss_bbox_dn: 0.138656 loss_giou_dn: 0.325636 loss_class_aux_dn: 1.680790 loss_bbox_aux_dn: 0.783535 loss_giou_aux_dn: 1.858162 loss: 13.504104 eta: 16:38:13 batch_cost: 0.5063 data_cost: 0.0014 ips: 7.9006 images/s [04/10 23:16:48] ppdet.engine INFO: Epoch: [68] [1800/7329] learning_rate: 0.000100 loss_class: 0.476439 loss_bbox: 0.116392 loss_giou: 0.299193 loss_class_aux: 2.982881 loss_bbox_aux: 0.765646 loss_giou_aux: 2.010779 loss_class_dn: 0.280705 loss_bbox_dn: 0.116594 loss_giou_dn: 0.280254 loss_class_aux_dn: 1.553557 loss_bbox_aux_dn: 0.733310 loss_giou_aux_dn: 1.589039 loss: 11.256378 eta: 16:37:21 batch_cost: 0.5175 data_cost: 0.0016 ips: 7.7298 images/s [04/10 23:17:47] ppdet.engine INFO: Epoch: [68] [1900/7329] learning_rate: 0.000100 loss_class: 0.571958 loss_bbox: 0.117382 loss_giou: 0.412734 loss_class_aux: 3.680575 loss_bbox_aux: 0.775872 loss_giou_aux: 2.630894 loss_class_dn: 0.353916 loss_bbox_dn: 0.123306 loss_giou_dn: 0.397946 loss_class_aux_dn: 1.883183 loss_bbox_aux_dn: 0.746831 loss_giou_aux_dn: 2.209375 loss: 15.336029 eta: 16:36:30 batch_cost: 0.5376 data_cost: 0.0012 ips: 7.4401 images/s [04/10 23:18:45] ppdet.engine INFO: Epoch: [68] [2000/7329] learning_rate: 0.000100 loss_class: 0.563439 loss_bbox: 0.143119 loss_giou: 0.396593 loss_class_aux: 3.700047 loss_bbox_aux: 0.876517 loss_giou_aux: 2.487808 loss_class_dn: 0.334893 loss_bbox_dn: 0.133830 loss_giou_dn: 0.357936 loss_class_aux_dn: 1.786946 loss_bbox_aux_dn: 0.784598 loss_giou_aux_dn: 2.059943 loss: 13.811824 eta: 16:35:38 batch_cost: 0.5223 data_cost: 0.0012 ips: 7.6585 images/s [04/10 23:19:40] ppdet.engine INFO: Epoch: [68] [2100/7329] learning_rate: 0.000100 loss_class: 0.570985 loss_bbox: 0.135158 loss_giou: 0.390116 loss_class_aux: 3.572995 loss_bbox_aux: 0.880720 loss_giou_aux: 2.408010 loss_class_dn: 0.320201 loss_bbox_dn: 0.136342 loss_giou_dn: 0.331037 loss_class_aux_dn: 1.775639 loss_bbox_aux_dn: 0.866262 loss_giou_aux_dn: 1.912298 loss: 13.228727 eta: 16:34:46 batch_cost: 0.4867 data_cost: 0.0013 ips: 8.2187 images/s [04/10 23:20:39] ppdet.engine INFO: Epoch: [68] [2200/7329] learning_rate: 0.000100 loss_class: 0.559359 loss_bbox: 0.123873 loss_giou: 0.369522 loss_class_aux: 3.763659 loss_bbox_aux: 0.792831 loss_giou_aux: 2.341506 loss_class_dn: 0.303923 loss_bbox_dn: 0.118068 loss_giou_dn: 0.321414 loss_class_aux_dn: 1.713011 loss_bbox_aux_dn: 0.706872 loss_giou_aux_dn: 1.793792 loss: 12.644325 eta: 16:33:54 batch_cost: 0.5248 data_cost: 0.0015 ips: 7.6220 images/s [04/10 23:21:36] ppdet.engine INFO: Epoch: [68] [2300/7329] learning_rate: 0.000100 loss_class: 0.488406 loss_bbox: 0.124891 loss_giou: 0.331417 loss_class_aux: 2.965019 loss_bbox_aux: 0.812602 loss_giou_aux: 1.982431 loss_class_dn: 0.282552 loss_bbox_dn: 0.117782 loss_giou_dn: 0.274438 loss_class_aux_dn: 1.524345 loss_bbox_aux_dn: 0.675159 loss_giou_aux_dn: 1.578973 loss: 12.021858 eta: 16:33:02 batch_cost: 0.5105 data_cost: 0.0016 ips: 7.8362 images/s [04/10 23:22:29] ppdet.engine INFO: Epoch: [68] [2400/7329] learning_rate: 0.000100 loss_class: 0.576265 loss_bbox: 0.136141 loss_giou: 0.423759 loss_class_aux: 3.730688 loss_bbox_aux: 0.861163 loss_giou_aux: 2.719898 loss_class_dn: 0.344720 loss_bbox_dn: 0.116918 loss_giou_dn: 0.384005 loss_class_aux_dn: 1.820733 loss_bbox_aux_dn: 0.725420 loss_giou_aux_dn: 2.188475 loss: 15.017618 eta: 16:32:09 batch_cost: 0.4729 data_cost: 0.0013 ips: 8.4592 images/s [04/10 23:23:21] ppdet.engine INFO: Epoch: [68] [2500/7329] learning_rate: 0.000100 loss_class: 0.484465 loss_bbox: 0.113921 loss_giou: 0.351748 loss_class_aux: 3.255606 loss_bbox_aux: 0.791650 loss_giou_aux: 2.243379 loss_class_dn: 0.289954 loss_bbox_dn: 0.101824 loss_giou_dn: 0.317243 loss_class_aux_dn: 1.565893 loss_bbox_aux_dn: 0.657987 loss_giou_aux_dn: 1.753128 loss: 12.287868 eta: 16:31:16 batch_cost: 0.4663 data_cost: 0.0012 ips: 8.5784 images/s [04/10 23:24:17] ppdet.engine INFO: Epoch: [68] [2600/7329] learning_rate: 0.000100 loss_class: 0.496126 loss_bbox: 0.121741 loss_giou: 0.307637 loss_class_aux: 3.050862 loss_bbox_aux: 0.784229 loss_giou_aux: 1.926223 loss_class_dn: 0.292218 loss_bbox_dn: 0.120785 loss_giou_dn: 0.284222 loss_class_aux_dn: 1.556442 loss_bbox_aux_dn: 0.776210 loss_giou_aux_dn: 1.619850 loss: 11.841759 eta: 16:30:24 batch_cost: 0.4917 data_cost: 0.0012 ips: 8.1353 images/s [04/10 23:25:14] ppdet.engine INFO: Epoch: [68] [2700/7329] learning_rate: 0.000100 loss_class: 0.567511 loss_bbox: 0.130715 loss_giou: 0.405261 loss_class_aux: 3.417238 loss_bbox_aux: 0.857972 loss_giou_aux: 2.587169 loss_class_dn: 0.341491 loss_bbox_dn: 0.124706 loss_giou_dn: 0.374797 loss_class_aux_dn: 1.821164 loss_bbox_aux_dn: 0.734777 loss_giou_aux_dn: 2.084026 loss: 14.152794 eta: 16:29:32 batch_cost: 0.5143 data_cost: 0.0012 ips: 7.7773 images/s [04/10 23:26:09] ppdet.engine INFO: Epoch: [68] [2800/7329] learning_rate: 0.000100 loss_class: 0.548530 loss_bbox: 0.145016 loss_giou: 0.402569 loss_class_aux: 3.673648 loss_bbox_aux: 0.940813 loss_giou_aux: 2.631768 loss_class_dn: 0.335043 loss_bbox_dn: 0.149007 loss_giou_dn: 0.356264 loss_class_aux_dn: 1.812796 loss_bbox_aux_dn: 0.897164 loss_giou_aux_dn: 2.039000 loss: 14.092050 eta: 16:28:39 batch_cost: 0.4904 data_cost: 0.0013 ips: 8.1565 images/s [04/10 23:27:03] ppdet.engine INFO: Epoch: [68] [2900/7329] learning_rate: 0.000100 loss_class: 0.569723 loss_bbox: 0.144930 loss_giou: 0.439297 loss_class_aux: 3.555452 loss_bbox_aux: 0.931545 loss_giou_aux: 2.778354 loss_class_dn: 0.341535 loss_bbox_dn: 0.140093 loss_giou_dn: 0.379579 loss_class_aux_dn: 1.830599 loss_bbox_aux_dn: 0.830066 loss_giou_aux_dn: 2.130350 loss: 14.676033 eta: 16:27:47 batch_cost: 0.4776 data_cost: 0.0013 ips: 8.3757 images/s [04/10 23:27:58] ppdet.engine INFO: Epoch: [68] [3000/7329] learning_rate: 0.000100 loss_class: 0.536223 loss_bbox: 0.127609 loss_giou: 0.347401 loss_class_aux: 3.404891 loss_bbox_aux: 0.819382 loss_giou_aux: 2.159923 loss_class_dn: 0.312953 loss_bbox_dn: 0.130088 loss_giou_dn: 0.315028 loss_class_aux_dn: 1.688172 loss_bbox_aux_dn: 0.774886 loss_giou_aux_dn: 1.792864 loss: 12.401510 eta: 16:26:54 batch_cost: 0.4936 data_cost: 0.0013 ips: 8.1043 images/s [04/10 23:28:53] ppdet.engine INFO: Epoch: [68] [3100/7329] learning_rate: 0.000100 loss_class: 0.551980 loss_bbox: 0.140122 loss_giou: 0.401454 loss_class_aux: 3.668776 loss_bbox_aux: 0.927278 loss_giou_aux: 2.572263 loss_class_dn: 0.334402 loss_bbox_dn: 0.137152 loss_giou_dn: 0.369412 loss_class_aux_dn: 1.811588 loss_bbox_aux_dn: 0.811114 loss_giou_aux_dn: 2.029203 loss: 13.936964 eta: 16:26:02 batch_cost: 0.4919 data_cost: 0.0013 ips: 8.1319 images/s [04/10 23:29:47] ppdet.engine INFO: Epoch: [68] [3200/7329] learning_rate: 0.000100 loss_class: 0.546197 loss_bbox: 0.132497 loss_giou: 0.355710 loss_class_aux: 3.633897 loss_bbox_aux: 0.887626 loss_giou_aux: 2.317419 loss_class_dn: 0.296516 loss_bbox_dn: 0.128826 loss_giou_dn: 0.322475 loss_class_aux_dn: 1.614523 loss_bbox_aux_dn: 0.776574 loss_giou_aux_dn: 1.778643 loss: 13.487116 eta: 16:25:09 batch_cost: 0.4771 data_cost: 0.0013 ips: 8.3836 images/s [04/10 23:30:44] ppdet.engine INFO: Epoch: [68] [3300/7329] learning_rate: 0.000100 loss_class: 0.527812 loss_bbox: 0.130710 loss_giou: 0.375880 loss_class_aux: 3.446257 loss_bbox_aux: 0.865617 loss_giou_aux: 2.406908 loss_class_dn: 0.306270 loss_bbox_dn: 0.135032 loss_giou_dn: 0.321161 loss_class_aux_dn: 1.682288 loss_bbox_aux_dn: 0.811117 loss_giou_aux_dn: 1.796011 loss: 13.137211 eta: 16:24:17 batch_cost: 0.5079 data_cost: 0.0014 ips: 7.8749 images/s [04/10 23:31:38] ppdet.engine INFO: Epoch: [68] [3400/7329] learning_rate: 0.000100 loss_class: 0.536816 loss_bbox: 0.144801 loss_giou: 0.412648 loss_class_aux: 3.527103 loss_bbox_aux: 0.889655 loss_giou_aux: 2.677289 loss_class_dn: 0.337881 loss_bbox_dn: 0.137598 loss_giou_dn: 0.370931 loss_class_aux_dn: 1.829993 loss_bbox_aux_dn: 0.810720 loss_giou_aux_dn: 2.100882 loss: 14.057834 eta: 16:23:24 batch_cost: 0.4766 data_cost: 0.0014 ips: 8.3920 images/s [04/10 23:32:34] ppdet.engine INFO: Epoch: [68] [3500/7329] learning_rate: 0.000100 loss_class: 0.535367 loss_bbox: 0.138507 loss_giou: 0.355568 loss_class_aux: 3.197557 loss_bbox_aux: 0.931759 loss_giou_aux: 2.294449 loss_class_dn: 0.310665 loss_bbox_dn: 0.128803 loss_giou_dn: 0.310590 loss_class_aux_dn: 1.680492 loss_bbox_aux_dn: 0.779417 loss_giou_aux_dn: 1.714679 loss: 12.930317 eta: 16:22:32 batch_cost: 0.5010 data_cost: 0.0015 ips: 7.9835 images/s [04/10 23:33:33] ppdet.engine INFO: Epoch: [68] [3600/7329] learning_rate: 0.000100 loss_class: 0.533109 loss_bbox: 0.150129 loss_giou: 0.351902 loss_class_aux: 3.502251 loss_bbox_aux: 0.927305 loss_giou_aux: 2.251244 loss_class_dn: 0.323571 loss_bbox_dn: 0.139559 loss_giou_dn: 0.327123 loss_class_aux_dn: 1.753568 loss_bbox_aux_dn: 0.836366 loss_giou_aux_dn: 1.877181 loss: 13.232323 eta: 16:21:40 batch_cost: 0.5289 data_cost: 0.0013 ips: 7.5622 images/s [04/10 23:34:27] ppdet.engine INFO: Epoch: [68] [3700/7329] learning_rate: 0.000100 loss_class: 0.579820 loss_bbox: 0.121991 loss_giou: 0.335047 loss_class_aux: 3.587011 loss_bbox_aux: 0.839748 loss_giou_aux: 2.101251 loss_class_dn: 0.316541 loss_bbox_dn: 0.139690 loss_giou_dn: 0.316575 loss_class_aux_dn: 1.745399 loss_bbox_aux_dn: 0.820419 loss_giou_aux_dn: 1.832347 loss: 13.343647 eta: 16:20:48 batch_cost: 0.4773 data_cost: 0.0013 ips: 8.3810 images/s [04/10 23:35:21] ppdet.engine INFO: Epoch: [68] [3800/7329] learning_rate: 0.000100 loss_class: 0.515987 loss_bbox: 0.137410 loss_giou: 0.333563 loss_class_aux: 3.333974 loss_bbox_aux: 0.900966 loss_giou_aux: 2.216655 loss_class_dn: 0.308178 loss_bbox_dn: 0.130830 loss_giou_dn: 0.311381 loss_class_aux_dn: 1.673387 loss_bbox_aux_dn: 0.807181 loss_giou_aux_dn: 1.808360 loss: 12.765643 eta: 16:19:55 batch_cost: 0.4845 data_cost: 0.0012 ips: 8.2558 images/s [04/10 23:36:18] ppdet.engine INFO: Epoch: [68] [3900/7329] learning_rate: 0.000100 loss_class: 0.515984 loss_bbox: 0.126333 loss_giou: 0.337536 loss_class_aux: 3.331474 loss_bbox_aux: 0.859959 loss_giou_aux: 2.125015 loss_class_dn: 0.293340 loss_bbox_dn: 0.123094 loss_giou_dn: 0.317224 loss_class_aux_dn: 1.604677 loss_bbox_aux_dn: 0.731250 loss_giou_aux_dn: 1.748957 loss: 12.621215 eta: 16:19:03 batch_cost: 0.5082 data_cost: 0.0012 ips: 7.8704 images/s [04/10 23:37:19] ppdet.engine INFO: Epoch: [68] [4000/7329] learning_rate: 0.000100 loss_class: 0.574994 loss_bbox: 0.110588 loss_giou: 0.377251 loss_class_aux: 3.744138 loss_bbox_aux: 0.735603 loss_giou_aux: 2.290841 loss_class_dn: 0.310617 loss_bbox_dn: 0.106580 loss_giou_dn: 0.337454 loss_class_aux_dn: 1.717120 loss_bbox_aux_dn: 0.658038 loss_giou_aux_dn: 1.899779 loss: 13.208290 eta: 16:18:12 batch_cost: 0.5439 data_cost: 0.0013 ips: 7.3541 images/s [04/10 23:38:14] ppdet.engine INFO: Epoch: [68] [4100/7329] learning_rate: 0.000100 loss_class: 0.631818 loss_bbox: 0.163353 loss_giou: 0.424395 loss_class_aux: 4.009960 loss_bbox_aux: 1.052297 loss_giou_aux: 2.657496 loss_class_dn: 0.364093 loss_bbox_dn: 0.152196 loss_giou_dn: 0.390087 loss_class_aux_dn: 1.943373 loss_bbox_aux_dn: 0.873831 loss_giou_aux_dn: 2.200936 loss: 15.759451 eta: 16:17:19 batch_cost: 0.4940 data_cost: 0.0013 ips: 8.0965 images/s [04/10 23:39:11] ppdet.engine INFO: Epoch: [68] [4200/7329] learning_rate: 0.000100 loss_class: 0.542691 loss_bbox: 0.133192 loss_giou: 0.364944 loss_class_aux: 3.337921 loss_bbox_aux: 0.818916 loss_giou_aux: 2.343783 loss_class_dn: 0.302515 loss_bbox_dn: 0.134934 loss_giou_dn: 0.327884 loss_class_aux_dn: 1.656655 loss_bbox_aux_dn: 0.833175 loss_giou_aux_dn: 1.826630 loss: 13.650412 eta: 16:16:27 batch_cost: 0.5106 data_cost: 0.0013 ips: 7.8334 images/s [04/10 23:40:08] ppdet.engine INFO: Epoch: [68] [4300/7329] learning_rate: 0.000100 loss_class: 0.579191 loss_bbox: 0.150795 loss_giou: 0.389050 loss_class_aux: 3.682491 loss_bbox_aux: 0.978177 loss_giou_aux: 2.536892 loss_class_dn: 0.332391 loss_bbox_dn: 0.125869 loss_giou_dn: 0.348826 loss_class_aux_dn: 1.795779 loss_bbox_aux_dn: 0.767511 loss_giou_aux_dn: 1.958257 loss: 13.900316 eta: 16:15:35 batch_cost: 0.5017 data_cost: 0.0015 ips: 7.9725 images/s [04/10 23:41:01] ppdet.engine INFO: Epoch: [68] [4400/7329] learning_rate: 0.000100 loss_class: 0.565749 loss_bbox: 0.144694 loss_giou: 0.387567 loss_class_aux: 3.613052 loss_bbox_aux: 0.871094 loss_giou_aux: 2.386178 loss_class_dn: 0.359070 loss_bbox_dn: 0.123706 loss_giou_dn: 0.353141 loss_class_aux_dn: 1.938610 loss_bbox_aux_dn: 0.757231 loss_giou_aux_dn: 1.963426 loss: 14.593468 eta: 16:14:42 batch_cost: 0.4696 data_cost: 0.0012 ips: 8.5175 images/s [04/10 23:41:55] ppdet.engine INFO: Epoch: [68] [4500/7329] learning_rate: 0.000100 loss_class: 0.545169 loss_bbox: 0.123851 loss_giou: 0.407274 loss_class_aux: 3.372228 loss_bbox_aux: 0.821407 loss_giou_aux: 2.503520 loss_class_dn: 0.326632 loss_bbox_dn: 0.126173 loss_giou_dn: 0.370348 loss_class_aux_dn: 1.735528 loss_bbox_aux_dn: 0.746417 loss_giou_aux_dn: 2.006680 loss: 13.512419 eta: 16:13:50 batch_cost: 0.4826 data_cost: 0.0012 ips: 8.2882 images/s [04/10 23:42:50] ppdet.engine INFO: Epoch: [68] [4600/7329] learning_rate: 0.000100 loss_class: 0.572516 loss_bbox: 0.127427 loss_giou: 0.367155 loss_class_aux: 3.646457 loss_bbox_aux: 0.818632 loss_giou_aux: 2.284891 loss_class_dn: 0.320656 loss_bbox_dn: 0.119938 loss_giou_dn: 0.343213 loss_class_aux_dn: 1.773339 loss_bbox_aux_dn: 0.751340 loss_giou_aux_dn: 1.919010 loss: 13.266125 eta: 16:12:57 batch_cost: 0.4931 data_cost: 0.0012 ips: 8.1113 images/s [04/10 23:43:49] ppdet.engine INFO: Epoch: [68] [4700/7329] learning_rate: 0.000100 loss_class: 0.528166 loss_bbox: 0.134977 loss_giou: 0.340323 loss_class_aux: 3.383970 loss_bbox_aux: 0.883689 loss_giou_aux: 2.167144 loss_class_dn: 0.313809 loss_bbox_dn: 0.124880 loss_giou_dn: 0.312202 loss_class_aux_dn: 1.646764 loss_bbox_aux_dn: 0.792878 loss_giou_aux_dn: 1.756934 loss: 13.085575 eta: 16:12:06 batch_cost: 0.5296 data_cost: 0.0012 ips: 7.5528 images/s [04/10 23:44:47] ppdet.engine INFO: Epoch: [68] [4800/7329] learning_rate: 0.000100 loss_class: 0.547992 loss_bbox: 0.125534 loss_giou: 0.328933 loss_class_aux: 3.461107 loss_bbox_aux: 0.837250 loss_giou_aux: 2.084233 loss_class_dn: 0.312165 loss_bbox_dn: 0.130605 loss_giou_dn: 0.310075 loss_class_aux_dn: 1.748491 loss_bbox_aux_dn: 0.773577 loss_giou_aux_dn: 1.783606 loss: 13.030219 eta: 16:11:14 batch_cost: 0.5299 data_cost: 0.0013 ips: 7.5485 images/s [04/10 23:45:48] ppdet.engine INFO: Epoch: [68] [4900/7329] learning_rate: 0.000100 loss_class: 0.600698 loss_bbox: 0.140466 loss_giou: 0.370400 loss_class_aux: 3.729932 loss_bbox_aux: 0.950949 loss_giou_aux: 2.454440 loss_class_dn: 0.342593 loss_bbox_dn: 0.143073 loss_giou_dn: 0.350625 loss_class_aux_dn: 1.885047 loss_bbox_aux_dn: 0.883643 loss_giou_aux_dn: 2.008937 loss: 14.270525 eta: 16:10:23 batch_cost: 0.5474 data_cost: 0.0013 ips: 7.3073 images/s [04/10 23:46:49] ppdet.engine INFO: Epoch: [68] [5000/7329] learning_rate: 0.000100 loss_class: 0.578115 loss_bbox: 0.126460 loss_giou: 0.432317 loss_class_aux: 3.590834 loss_bbox_aux: 0.852549 loss_giou_aux: 2.786310 loss_class_dn: 0.351766 loss_bbox_dn: 0.114774 loss_giou_dn: 0.375744 loss_class_aux_dn: 1.895921 loss_bbox_aux_dn: 0.689053 loss_giou_aux_dn: 2.094746 loss: 14.309486 eta: 16:09:32 batch_cost: 0.5432 data_cost: 0.0013 ips: 7.3643 images/s [04/10 23:47:51] ppdet.engine INFO: Epoch: [68] [5100/7329] learning_rate: 0.000100 loss_class: 0.554367 loss_bbox: 0.124559 loss_giou: 0.393024 loss_class_aux: 3.629873 loss_bbox_aux: 0.848788 loss_giou_aux: 2.576305 loss_class_dn: 0.323671 loss_bbox_dn: 0.134189 loss_giou_dn: 0.354602 loss_class_aux_dn: 1.768739 loss_bbox_aux_dn: 0.786080 loss_giou_aux_dn: 1.993651 loss: 13.986170 eta: 16:08:41 batch_cost: 0.5610 data_cost: 0.0013 ips: 7.1300 images/s [04/10 23:48:56] ppdet.engine INFO: Epoch: [68] [5200/7329] learning_rate: 0.000100 loss_class: 0.517995 loss_bbox: 0.124511 loss_giou: 0.332700 loss_class_aux: 3.278645 loss_bbox_aux: 0.813153 loss_giou_aux: 2.135967 loss_class_dn: 0.271978 loss_bbox_dn: 0.125537 loss_giou_dn: 0.269756 loss_class_aux_dn: 1.450499 loss_bbox_aux_dn: 0.736132 loss_giou_aux_dn: 1.543998 loss: 11.379826 eta: 16:07:51 batch_cost: 0.5842 data_cost: 0.0013 ips: 6.8472 images/s [04/10 23:49:57] ppdet.engine INFO: Epoch: [68] [5300/7329] learning_rate: 0.000100 loss_class: 0.611318 loss_bbox: 0.142550 loss_giou: 0.393444 loss_class_aux: 3.841115 loss_bbox_aux: 0.931207 loss_giou_aux: 2.579987 loss_class_dn: 0.348777 loss_bbox_dn: 0.131604 loss_giou_dn: 0.350982 loss_class_aux_dn: 1.846937 loss_bbox_aux_dn: 0.803626 loss_giou_aux_dn: 1.955860 loss: 14.680965 eta: 16:06:59 batch_cost: 0.5458 data_cost: 0.0013 ips: 7.3281 images/s [04/10 23:50:56] ppdet.engine INFO: Epoch: [68] [5400/7329] learning_rate: 0.000100 loss_class: 0.542371 loss_bbox: 0.140991 loss_giou: 0.393390 loss_class_aux: 3.474588 loss_bbox_aux: 0.919045 loss_giou_aux: 2.536141 loss_class_dn: 0.330373 loss_bbox_dn: 0.137193 loss_giou_dn: 0.350506 loss_class_aux_dn: 1.773492 loss_bbox_aux_dn: 0.848311 loss_giou_aux_dn: 1.996585 loss: 13.226933 eta: 16:06:08 batch_cost: 0.5341 data_cost: 0.0013 ips: 7.4899 images/s [04/10 23:51:51] ppdet.engine INFO: Epoch: [68] [5500/7329] learning_rate: 0.000100 loss_class: 0.551178 loss_bbox: 0.119899 loss_giou: 0.344633 loss_class_aux: 3.474683 loss_bbox_aux: 0.786728 loss_giou_aux: 2.198661 loss_class_dn: 0.307391 loss_bbox_dn: 0.115014 loss_giou_dn: 0.342888 loss_class_aux_dn: 1.626672 loss_bbox_aux_dn: 0.719449 loss_giou_aux_dn: 1.920169 loss: 13.424591 eta: 16:05:16 batch_cost: 0.4911 data_cost: 0.0012 ips: 8.1447 images/s [04/10 23:52:48] ppdet.engine INFO: Epoch: [68] [5600/7329] learning_rate: 0.000100 loss_class: 0.498171 loss_bbox: 0.114235 loss_giou: 0.275339 loss_class_aux: 3.217553 loss_bbox_aux: 0.781077 loss_giou_aux: 1.773990 loss_class_dn: 0.264650 loss_bbox_dn: 0.111485 loss_giou_dn: 0.262917 loss_class_aux_dn: 1.424991 loss_bbox_aux_dn: 0.699816 loss_giou_aux_dn: 1.515878 loss: 11.416752 eta: 16:04:23 batch_cost: 0.5090 data_cost: 0.0015 ips: 7.8581 images/s [04/10 23:53:45] ppdet.engine INFO: Epoch: [68] [5700/7329] learning_rate: 0.000100 loss_class: 0.557699 loss_bbox: 0.138679 loss_giou: 0.342782 loss_class_aux: 3.590271 loss_bbox_aux: 0.910366 loss_giou_aux: 2.249629 loss_class_dn: 0.321525 loss_bbox_dn: 0.129038 loss_giou_dn: 0.349457 loss_class_aux_dn: 1.746825 loss_bbox_aux_dn: 0.775210 loss_giou_aux_dn: 1.955138 loss: 13.384321 eta: 16:03:31 batch_cost: 0.4984 data_cost: 0.0015 ips: 8.0263 images/s [04/10 23:54:46] ppdet.engine INFO: Epoch: [68] [5800/7329] learning_rate: 0.000100 loss_class: 0.566074 loss_bbox: 0.134155 loss_giou: 0.350620 loss_class_aux: 3.503142 loss_bbox_aux: 0.858782 loss_giou_aux: 2.156277 loss_class_dn: 0.318273 loss_bbox_dn: 0.139455 loss_giou_dn: 0.312502 loss_class_aux_dn: 1.664261 loss_bbox_aux_dn: 0.840933 loss_giou_aux_dn: 1.762902 loss: 13.246525 eta: 16:02:40 batch_cost: 0.5536 data_cost: 0.0013 ips: 7.2251 images/s [04/10 23:55:41] ppdet.engine INFO: Epoch: [68] [5900/7329] learning_rate: 0.000100 loss_class: 0.505891 loss_bbox: 0.122031 loss_giou: 0.269371 loss_class_aux: 3.303360 loss_bbox_aux: 0.757241 loss_giou_aux: 1.817415 loss_class_dn: 0.276879 loss_bbox_dn: 0.118409 loss_giou_dn: 0.275335 loss_class_aux_dn: 1.535051 loss_bbox_aux_dn: 0.698770 loss_giou_aux_dn: 1.567126 loss: 11.987041 eta: 16:01:48 batch_cost: 0.4959 data_cost: 0.0012 ips: 8.0665 images/s [04/10 23:56:39] ppdet.engine INFO: Epoch: [68] [6000/7329] learning_rate: 0.000100 loss_class: 0.549443 loss_bbox: 0.119755 loss_giou: 0.356089 loss_class_aux: 3.533046 loss_bbox_aux: 0.772747 loss_giou_aux: 2.283747 loss_class_dn: 0.293095 loss_bbox_dn: 0.129883 loss_giou_dn: 0.331405 loss_class_aux_dn: 1.581078 loss_bbox_aux_dn: 0.783909 loss_giou_aux_dn: 1.835335 loss: 12.497632 eta: 16:00:56 batch_cost: 0.5227 data_cost: 0.0012 ips: 7.6526 images/s [04/10 23:57:38] ppdet.engine INFO: Epoch: [68] [6100/7329] learning_rate: 0.000100 loss_class: 0.602458 loss_bbox: 0.155784 loss_giou: 0.427028 loss_class_aux: 3.771074 loss_bbox_aux: 1.019095 loss_giou_aux: 2.656434 loss_class_dn: 0.355072 loss_bbox_dn: 0.147711 loss_giou_dn: 0.394752 loss_class_aux_dn: 1.882786 loss_bbox_aux_dn: 0.881405 loss_giou_aux_dn: 2.173027 loss: 14.631479 eta: 16:00:04 batch_cost: 0.5184 data_cost: 0.0016 ips: 7.7167 images/s [04/10 23:58:33] ppdet.engine INFO: Epoch: [68] [6200/7329] learning_rate: 0.000100 loss_class: 0.536195 loss_bbox: 0.132189 loss_giou: 0.334057 loss_class_aux: 3.393285 loss_bbox_aux: 0.847913 loss_giou_aux: 2.155818 loss_class_dn: 0.286675 loss_bbox_dn: 0.135197 loss_giou_dn: 0.318301 loss_class_aux_dn: 1.518131 loss_bbox_aux_dn: 0.777891 loss_giou_aux_dn: 1.789372 loss: 12.305679 eta: 15:59:12 batch_cost: 0.4894 data_cost: 0.0015 ips: 8.1725 images/s [04/10 23:59:28] ppdet.engine INFO: Epoch: [68] [6300/7329] learning_rate: 0.000100 loss_class: 0.498210 loss_bbox: 0.126717 loss_giou: 0.327582 loss_class_aux: 3.194687 loss_bbox_aux: 0.884694 loss_giou_aux: 2.083730 loss_class_dn: 0.278340 loss_bbox_dn: 0.129874 loss_giou_dn: 0.286628 loss_class_aux_dn: 1.560246 loss_bbox_aux_dn: 0.813714 loss_giou_aux_dn: 1.588773 loss: 11.599129 eta: 15:58:19 batch_cost: 0.4907 data_cost: 0.0013 ips: 8.1508 images/s [04/11 00:00:23] ppdet.engine INFO: Epoch: [68] [6400/7329] learning_rate: 0.000100 loss_class: 0.515862 loss_bbox: 0.112803 loss_giou: 0.372637 loss_class_aux: 3.332877 loss_bbox_aux: 0.728902 loss_giou_aux: 2.402488 loss_class_dn: 0.305693 loss_bbox_dn: 0.114417 loss_giou_dn: 0.331575 loss_class_aux_dn: 1.641883 loss_bbox_aux_dn: 0.702861 loss_giou_aux_dn: 1.779151 loss: 12.500477 eta: 15:57:27 batch_cost: 0.4879 data_cost: 0.0013 ips: 8.1982 images/s [04/11 00:01:23] ppdet.engine INFO: Epoch: [68] [6500/7329] learning_rate: 0.000100 loss_class: 0.550262 loss_bbox: 0.129863 loss_giou: 0.356861 loss_class_aux: 3.546572 loss_bbox_aux: 0.855135 loss_giou_aux: 2.256076 loss_class_dn: 0.328446 loss_bbox_dn: 0.130965 loss_giou_dn: 0.343825 loss_class_aux_dn: 1.773259 loss_bbox_aux_dn: 0.799633 loss_giou_aux_dn: 1.925385 loss: 13.209768 eta: 15:56:35 batch_cost: 0.5327 data_cost: 0.0013 ips: 7.5082 images/s [04/11 00:02:23] ppdet.engine INFO: Epoch: [68] [6600/7329] learning_rate: 0.000100 loss_class: 0.554837 loss_bbox: 0.127988 loss_giou: 0.399614 loss_class_aux: 3.475007 loss_bbox_aux: 0.807644 loss_giou_aux: 2.542146 loss_class_dn: 0.319571 loss_bbox_dn: 0.123508 loss_giou_dn: 0.341520 loss_class_aux_dn: 1.640384 loss_bbox_aux_dn: 0.755162 loss_giou_aux_dn: 1.950230 loss: 13.270164 eta: 15:55:44 batch_cost: 0.5287 data_cost: 0.0015 ips: 7.5664 images/s [04/11 00:03:22] ppdet.engine INFO: Epoch: [68] [6700/7329] learning_rate: 0.000100 loss_class: 0.572621 loss_bbox: 0.129685 loss_giou: 0.372044 loss_class_aux: 3.653560 loss_bbox_aux: 0.817388 loss_giou_aux: 2.374606 loss_class_dn: 0.333621 loss_bbox_dn: 0.124109 loss_giou_dn: 0.342423 loss_class_aux_dn: 1.789398 loss_bbox_aux_dn: 0.752892 loss_giou_aux_dn: 1.946424 loss: 14.017635 eta: 15:54:52 batch_cost: 0.5176 data_cost: 0.0014 ips: 7.7284 images/s [04/11 00:04:17] ppdet.engine INFO: Epoch: [68] [6800/7329] learning_rate: 0.000100 loss_class: 0.457146 loss_bbox: 0.111307 loss_giou: 0.292776 loss_class_aux: 2.992450 loss_bbox_aux: 0.752175 loss_giou_aux: 1.795590 loss_class_dn: 0.272619 loss_bbox_dn: 0.117053 loss_giou_dn: 0.252508 loss_class_aux_dn: 1.500954 loss_bbox_aux_dn: 0.715281 loss_giou_aux_dn: 1.455248 loss: 11.303612 eta: 15:54:00 batch_cost: 0.4862 data_cost: 0.0013 ips: 8.2277 images/s [04/11 00:05:14] ppdet.engine INFO: Epoch: [68] [6900/7329] learning_rate: 0.000100 loss_class: 0.554812 loss_bbox: 0.133179 loss_giou: 0.424190 loss_class_aux: 3.496969 loss_bbox_aux: 0.906671 loss_giou_aux: 2.678181 loss_class_dn: 0.321865 loss_bbox_dn: 0.136245 loss_giou_dn: 0.376668 loss_class_aux_dn: 1.744823 loss_bbox_aux_dn: 0.786599 loss_giou_aux_dn: 2.089286 loss: 14.240402 eta: 15:53:08 batch_cost: 0.5103 data_cost: 0.0013 ips: 7.8391 images/s [04/11 00:06:15] ppdet.engine INFO: Epoch: [68] [7000/7329] learning_rate: 0.000100 loss_class: 0.503792 loss_bbox: 0.116135 loss_giou: 0.347397 loss_class_aux: 3.186711 loss_bbox_aux: 0.793752 loss_giou_aux: 2.204441 loss_class_dn: 0.315343 loss_bbox_dn: 0.117283 loss_giou_dn: 0.308620 loss_class_aux_dn: 1.701963 loss_bbox_aux_dn: 0.681108 loss_giou_aux_dn: 1.721918 loss: 13.004837 eta: 15:52:17 batch_cost: 0.5552 data_cost: 0.0012 ips: 7.2043 images/s [04/11 00:07:11] ppdet.engine INFO: Epoch: [68] [7100/7329] learning_rate: 0.000100 loss_class: 0.545608 loss_bbox: 0.126358 loss_giou: 0.352535 loss_class_aux: 3.401608 loss_bbox_aux: 0.840487 loss_giou_aux: 2.217129 loss_class_dn: 0.314654 loss_bbox_dn: 0.123955 loss_giou_dn: 0.300300 loss_class_aux_dn: 1.674002 loss_bbox_aux_dn: 0.748421 loss_giou_aux_dn: 1.720050 loss: 12.530020 eta: 15:51:24 batch_cost: 0.5006 data_cost: 0.0013 ips: 7.9908 images/s [04/11 00:08:07] ppdet.engine INFO: Epoch: [68] [7200/7329] learning_rate: 0.000100 loss_class: 0.529130 loss_bbox: 0.127640 loss_giou: 0.390218 loss_class_aux: 3.342690 loss_bbox_aux: 0.883390 loss_giou_aux: 2.494135 loss_class_dn: 0.322127 loss_bbox_dn: 0.129213 loss_giou_dn: 0.351426 loss_class_aux_dn: 1.731097 loss_bbox_aux_dn: 0.758895 loss_giou_aux_dn: 1.971203 loss: 14.155526 eta: 15:50:32 batch_cost: 0.4963 data_cost: 0.0012 ips: 8.0604 images/s [04/11 00:08:59] ppdet.engine INFO: Epoch: [68] [7300/7329] learning_rate: 0.000100 loss_class: 0.517036 loss_bbox: 0.145421 loss_giou: 0.439772 loss_class_aux: 3.295768 loss_bbox_aux: 0.908146 loss_giou_aux: 2.786189 loss_class_dn: 0.326216 loss_bbox_dn: 0.135603 loss_giou_dn: 0.380402 loss_class_aux_dn: 1.741825 loss_bbox_aux_dn: 0.817956 loss_giou_aux_dn: 2.111243 loss: 13.705954 eta: 15:49:39 batch_cost: 0.4659 data_cost: 0.0013 ips: 8.5863 images/s [04/11 00:09:21] ppdet.engine INFO: Eval iter: 0 [04/11 00:09:48] ppdet.engine INFO: Eval iter: 100 [04/11 00:10:14] ppdet.engine INFO: Eval iter: 200 [04/11 00:10:40] ppdet.engine INFO: Eval iter: 300 [04/11 00:11:06] ppdet.engine INFO: Eval iter: 400 [04/11 00:11:32] ppdet.engine INFO: Eval iter: 500 [04/11 00:11:59] ppdet.engine INFO: Eval iter: 600 [04/11 00:12:28] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/11 00:12:28] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.86s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=113.20s). Accumulating evaluation results... DONE (t=26.48s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.342 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.555 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/11 00:15:13] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.324807976070918 [04/11 00:15:13] ppdet.engine INFO: Best test bbox ap is 0.530. [04/11 00:15:14] ppdet.engine INFO: Epoch: [69] [ 0/7329] learning_rate: 0.000100 loss_class: 0.559809 loss_bbox: 0.134277 loss_giou: 0.434584 loss_class_aux: 3.463031 loss_bbox_aux: 0.883242 loss_giou_aux: 2.788791 loss_class_dn: 0.355355 loss_bbox_dn: 0.124986 loss_giou_dn: 0.385762 loss_class_aux_dn: 1.864483 loss_bbox_aux_dn: 0.789925 loss_giou_aux_dn: 2.111926 loss: 14.339794 eta: 15:49:24 batch_cost: 0.4898 data_cost: 0.0014 ips: 8.1667 images/s [04/11 00:16:12] ppdet.engine INFO: Epoch: [69] [ 100/7329] learning_rate: 0.000100 loss_class: 0.523397 loss_bbox: 0.125902 loss_giou: 0.342172 loss_class_aux: 3.327877 loss_bbox_aux: 0.830804 loss_giou_aux: 2.170731 loss_class_dn: 0.301619 loss_bbox_dn: 0.121472 loss_giou_dn: 0.322910 loss_class_aux_dn: 1.568993 loss_bbox_aux_dn: 0.698471 loss_giou_aux_dn: 1.842436 loss: 12.650839 eta: 15:48:33 batch_cost: 0.5233 data_cost: 0.0012 ips: 7.6437 images/s [04/11 00:17:12] ppdet.engine INFO: Epoch: [69] [ 200/7329] learning_rate: 0.000100 loss_class: 0.567333 loss_bbox: 0.129777 loss_giou: 0.444045 loss_class_aux: 3.659144 loss_bbox_aux: 0.856758 loss_giou_aux: 2.680399 loss_class_dn: 0.332389 loss_bbox_dn: 0.143631 loss_giou_dn: 0.378859 loss_class_aux_dn: 1.780004 loss_bbox_aux_dn: 0.850949 loss_giou_aux_dn: 2.129663 loss: 14.568539 eta: 15:47:41 batch_cost: 0.5406 data_cost: 0.0012 ips: 7.3997 images/s [04/11 00:18:09] ppdet.engine INFO: Epoch: [69] [ 300/7329] learning_rate: 0.000100 loss_class: 0.533685 loss_bbox: 0.122894 loss_giou: 0.407233 loss_class_aux: 3.333778 loss_bbox_aux: 0.815972 loss_giou_aux: 2.600615 loss_class_dn: 0.315888 loss_bbox_dn: 0.123851 loss_giou_dn: 0.355398 loss_class_aux_dn: 1.686514 loss_bbox_aux_dn: 0.752839 loss_giou_aux_dn: 1.975353 loss: 13.065937 eta: 15:46:49 batch_cost: 0.5122 data_cost: 0.0013 ips: 7.8099 images/s [04/11 00:19:05] ppdet.engine INFO: Epoch: [69] [ 400/7329] learning_rate: 0.000100 loss_class: 0.588739 loss_bbox: 0.137113 loss_giou: 0.356409 loss_class_aux: 3.671666 loss_bbox_aux: 0.915594 loss_giou_aux: 2.350659 loss_class_dn: 0.344310 loss_bbox_dn: 0.134153 loss_giou_dn: 0.355602 loss_class_aux_dn: 1.826323 loss_bbox_aux_dn: 0.782741 loss_giou_aux_dn: 2.009136 loss: 14.621937 eta: 15:45:57 batch_cost: 0.4925 data_cost: 0.0012 ips: 8.1224 images/s [04/11 00:20:02] ppdet.engine INFO: Epoch: [69] [ 500/7329] learning_rate: 0.000100 loss_class: 0.536477 loss_bbox: 0.122302 loss_giou: 0.416473 loss_class_aux: 3.401347 loss_bbox_aux: 0.804416 loss_giou_aux: 2.725715 loss_class_dn: 0.339808 loss_bbox_dn: 0.118925 loss_giou_dn: 0.394368 loss_class_aux_dn: 1.809782 loss_bbox_aux_dn: 0.721377 loss_giou_aux_dn: 2.188193 loss: 14.621474 eta: 15:45:05 batch_cost: 0.5185 data_cost: 0.0012 ips: 7.7150 images/s [04/11 00:21:01] ppdet.engine INFO: Epoch: [69] [ 600/7329] learning_rate: 0.000100 loss_class: 0.565514 loss_bbox: 0.141733 loss_giou: 0.401520 loss_class_aux: 3.647266 loss_bbox_aux: 0.934192 loss_giou_aux: 2.599091 loss_class_dn: 0.323546 loss_bbox_dn: 0.138387 loss_giou_dn: 0.374812 loss_class_aux_dn: 1.749408 loss_bbox_aux_dn: 0.820437 loss_giou_aux_dn: 2.110146 loss: 14.698890 eta: 15:44:14 batch_cost: 0.5335 data_cost: 0.0013 ips: 7.4980 images/s [04/11 00:22:01] ppdet.engine INFO: Epoch: [69] [ 700/7329] learning_rate: 0.000100 loss_class: 0.523876 loss_bbox: 0.139748 loss_giou: 0.358949 loss_class_aux: 3.476150 loss_bbox_aux: 0.862565 loss_giou_aux: 2.217572 loss_class_dn: 0.310183 loss_bbox_dn: 0.130467 loss_giou_dn: 0.308429 loss_class_aux_dn: 1.653899 loss_bbox_aux_dn: 0.779747 loss_giou_aux_dn: 1.778174 loss: 12.513994 eta: 15:43:22 batch_cost: 0.5333 data_cost: 0.0012 ips: 7.4999 images/s [04/11 00:22:54] ppdet.engine INFO: Epoch: [69] [ 800/7329] learning_rate: 0.000100 loss_class: 0.581730 loss_bbox: 0.124602 loss_giou: 0.411202 loss_class_aux: 3.624803 loss_bbox_aux: 0.875799 loss_giou_aux: 2.565906 loss_class_dn: 0.332661 loss_bbox_dn: 0.134573 loss_giou_dn: 0.350301 loss_class_aux_dn: 1.762024 loss_bbox_aux_dn: 0.816124 loss_giou_aux_dn: 1.989492 loss: 13.246572 eta: 15:42:29 batch_cost: 0.4801 data_cost: 0.0012 ips: 8.3319 images/s [04/11 00:23:51] ppdet.engine INFO: Epoch: [69] [ 900/7329] learning_rate: 0.000100 loss_class: 0.550292 loss_bbox: 0.126532 loss_giou: 0.400171 loss_class_aux: 3.584496 loss_bbox_aux: 0.848825 loss_giou_aux: 2.423292 loss_class_dn: 0.335944 loss_bbox_dn: 0.114333 loss_giou_dn: 0.351849 loss_class_aux_dn: 1.818193 loss_bbox_aux_dn: 0.694076 loss_giou_aux_dn: 1.960199 loss: 13.944765 eta: 15:41:37 batch_cost: 0.5063 data_cost: 0.0012 ips: 7.8999 images/s [04/11 00:24:46] ppdet.engine INFO: Epoch: [69] [1000/7329] learning_rate: 0.000100 loss_class: 0.539628 loss_bbox: 0.125250 loss_giou: 0.383830 loss_class_aux: 3.531501 loss_bbox_aux: 0.841316 loss_giou_aux: 2.463682 loss_class_dn: 0.324824 loss_bbox_dn: 0.121379 loss_giou_dn: 0.363234 loss_class_aux_dn: 1.723113 loss_bbox_aux_dn: 0.715425 loss_giou_aux_dn: 2.023818 loss: 13.359713 eta: 15:40:45 batch_cost: 0.4952 data_cost: 0.0012 ips: 8.0779 images/s [04/11 00:25:42] ppdet.engine INFO: Epoch: [69] [1100/7329] learning_rate: 0.000100 loss_class: 0.558076 loss_bbox: 0.130301 loss_giou: 0.359925 loss_class_aux: 3.507456 loss_bbox_aux: 0.815854 loss_giou_aux: 2.295236 loss_class_dn: 0.304044 loss_bbox_dn: 0.125870 loss_giou_dn: 0.324400 loss_class_aux_dn: 1.613246 loss_bbox_aux_dn: 0.731504 loss_giou_aux_dn: 1.793237 loss: 12.518511 eta: 15:39:53 batch_cost: 0.5032 data_cost: 0.0013 ips: 7.9495 images/s [04/11 00:26:37] ppdet.engine INFO: Epoch: [69] [1200/7329] learning_rate: 0.000100 loss_class: 0.470819 loss_bbox: 0.120165 loss_giou: 0.336168 loss_class_aux: 2.965769 loss_bbox_aux: 0.768690 loss_giou_aux: 2.153344 loss_class_dn: 0.262275 loss_bbox_dn: 0.109180 loss_giou_dn: 0.292448 loss_class_aux_dn: 1.443534 loss_bbox_aux_dn: 0.661326 loss_giou_aux_dn: 1.576690 loss: 11.133213 eta: 15:39:00 batch_cost: 0.4828 data_cost: 0.0013 ips: 8.2849 images/s [04/11 00:27:32] ppdet.engine INFO: Epoch: [69] [1300/7329] learning_rate: 0.000100 loss_class: 0.581894 loss_bbox: 0.133886 loss_giou: 0.377522 loss_class_aux: 3.596745 loss_bbox_aux: 0.912796 loss_giou_aux: 2.361138 loss_class_dn: 0.320998 loss_bbox_dn: 0.127017 loss_giou_dn: 0.337234 loss_class_aux_dn: 1.737174 loss_bbox_aux_dn: 0.812841 loss_giou_aux_dn: 1.926723 loss: 14.060108 eta: 15:38:08 batch_cost: 0.4967 data_cost: 0.0013 ips: 8.0538 images/s [04/11 00:28:35] ppdet.engine INFO: Epoch: [69] [1400/7329] learning_rate: 0.000100 loss_class: 0.544350 loss_bbox: 0.142953 loss_giou: 0.405453 loss_class_aux: 3.401911 loss_bbox_aux: 0.919008 loss_giou_aux: 2.573325 loss_class_dn: 0.316826 loss_bbox_dn: 0.142201 loss_giou_dn: 0.369126 loss_class_aux_dn: 1.699990 loss_bbox_aux_dn: 0.869351 loss_giou_aux_dn: 2.099998 loss: 13.357189 eta: 15:37:17 batch_cost: 0.5621 data_cost: 0.0013 ips: 7.1162 images/s [04/11 00:29:38] ppdet.engine INFO: Epoch: [69] [1500/7329] learning_rate: 0.000100 loss_class: 0.573892 loss_bbox: 0.141048 loss_giou: 0.378547 loss_class_aux: 3.721504 loss_bbox_aux: 0.899276 loss_giou_aux: 2.438121 loss_class_dn: 0.328550 loss_bbox_dn: 0.123120 loss_giou_dn: 0.343505 loss_class_aux_dn: 1.785150 loss_bbox_aux_dn: 0.770391 loss_giou_aux_dn: 1.906247 loss: 13.632488 eta: 15:36:26 batch_cost: 0.5613 data_cost: 0.0014 ips: 7.1259 images/s [04/11 00:30:36] ppdet.engine INFO: Epoch: [69] [1600/7329] learning_rate: 0.000100 loss_class: 0.537972 loss_bbox: 0.124008 loss_giou: 0.309350 loss_class_aux: 3.476842 loss_bbox_aux: 0.816268 loss_giou_aux: 1.962422 loss_class_dn: 0.286302 loss_bbox_dn: 0.135823 loss_giou_dn: 0.287344 loss_class_aux_dn: 1.578421 loss_bbox_aux_dn: 0.799614 loss_giou_aux_dn: 1.636931 loss: 12.117424 eta: 15:35:34 batch_cost: 0.5126 data_cost: 0.0013 ips: 7.8030 images/s [04/11 00:31:40] ppdet.engine INFO: Epoch: [69] [1700/7329] learning_rate: 0.000100 loss_class: 0.575336 loss_bbox: 0.137315 loss_giou: 0.362873 loss_class_aux: 3.551529 loss_bbox_aux: 0.905286 loss_giou_aux: 2.379062 loss_class_dn: 0.327175 loss_bbox_dn: 0.135500 loss_giou_dn: 0.334984 loss_class_aux_dn: 1.728778 loss_bbox_aux_dn: 0.851998 loss_giou_aux_dn: 1.911078 loss: 13.372053 eta: 15:34:44 batch_cost: 0.5722 data_cost: 0.0014 ips: 6.9905 images/s [04/11 00:32:41] ppdet.engine INFO: Epoch: [69] [1800/7329] learning_rate: 0.000100 loss_class: 0.506761 loss_bbox: 0.126980 loss_giou: 0.280983 loss_class_aux: 3.307893 loss_bbox_aux: 0.815792 loss_giou_aux: 1.750027 loss_class_dn: 0.268850 loss_bbox_dn: 0.123655 loss_giou_dn: 0.284244 loss_class_aux_dn: 1.490510 loss_bbox_aux_dn: 0.776977 loss_giou_aux_dn: 1.602995 loss: 11.924660 eta: 15:33:52 batch_cost: 0.5432 data_cost: 0.0013 ips: 7.3642 images/s [04/11 00:33:42] ppdet.engine INFO: Epoch: [69] [1900/7329] learning_rate: 0.000100 loss_class: 0.519276 loss_bbox: 0.134377 loss_giou: 0.378039 loss_class_aux: 3.322359 loss_bbox_aux: 0.857013 loss_giou_aux: 2.370431 loss_class_dn: 0.302284 loss_bbox_dn: 0.132311 loss_giou_dn: 0.336626 loss_class_aux_dn: 1.611470 loss_bbox_aux_dn: 0.774511 loss_giou_aux_dn: 1.854064 loss: 13.463658 eta: 15:33:01 batch_cost: 0.5467 data_cost: 0.0013 ips: 7.3172 images/s [04/11 00:34:39] ppdet.engine INFO: Epoch: [69] [2000/7329] learning_rate: 0.000100 loss_class: 0.594913 loss_bbox: 0.140297 loss_giou: 0.388954 loss_class_aux: 3.796950 loss_bbox_aux: 0.947209 loss_giou_aux: 2.487697 loss_class_dn: 0.341331 loss_bbox_dn: 0.137483 loss_giou_dn: 0.379196 loss_class_aux_dn: 1.849099 loss_bbox_aux_dn: 0.830707 loss_giou_aux_dn: 2.125141 loss: 15.018898 eta: 15:32:09 batch_cost: 0.5152 data_cost: 0.0012 ips: 7.7644 images/s [04/11 00:35:37] ppdet.engine INFO: Epoch: [69] [2100/7329] learning_rate: 0.000100 loss_class: 0.563981 loss_bbox: 0.120388 loss_giou: 0.368243 loss_class_aux: 3.508738 loss_bbox_aux: 0.836688 loss_giou_aux: 2.302877 loss_class_dn: 0.325648 loss_bbox_dn: 0.117857 loss_giou_dn: 0.328157 loss_class_aux_dn: 1.728458 loss_bbox_aux_dn: 0.703193 loss_giou_aux_dn: 1.844809 loss: 12.565928 eta: 15:31:18 batch_cost: 0.5229 data_cost: 0.0012 ips: 7.6498 images/s [04/11 00:36:40] ppdet.engine INFO: Epoch: [69] [2200/7329] learning_rate: 0.000100 loss_class: 0.523335 loss_bbox: 0.121686 loss_giou: 0.372764 loss_class_aux: 3.395601 loss_bbox_aux: 0.813583 loss_giou_aux: 2.339176 loss_class_dn: 0.312205 loss_bbox_dn: 0.119267 loss_giou_dn: 0.331382 loss_class_aux_dn: 1.672760 loss_bbox_aux_dn: 0.730834 loss_giou_aux_dn: 1.880637 loss: 12.699570 eta: 15:30:27 batch_cost: 0.5739 data_cost: 0.0013 ips: 6.9696 images/s [04/11 00:37:37] ppdet.engine INFO: Epoch: [69] [2300/7329] learning_rate: 0.000100 loss_class: 0.488943 loss_bbox: 0.112217 loss_giou: 0.307889 loss_class_aux: 3.083318 loss_bbox_aux: 0.715235 loss_giou_aux: 1.960497 loss_class_dn: 0.292515 loss_bbox_dn: 0.112053 loss_giou_dn: 0.289061 loss_class_aux_dn: 1.576506 loss_bbox_aux_dn: 0.672478 loss_giou_aux_dn: 1.641915 loss: 11.672700 eta: 15:29:35 batch_cost: 0.5011 data_cost: 0.0012 ips: 7.9818 images/s [04/11 00:38:30] ppdet.engine INFO: Epoch: [69] [2400/7329] learning_rate: 0.000100 loss_class: 0.513348 loss_bbox: 0.130488 loss_giou: 0.362854 loss_class_aux: 3.285949 loss_bbox_aux: 0.824006 loss_giou_aux: 2.310678 loss_class_dn: 0.297420 loss_bbox_dn: 0.123097 loss_giou_dn: 0.328280 loss_class_aux_dn: 1.625170 loss_bbox_aux_dn: 0.745399 loss_giou_aux_dn: 1.844685 loss: 12.477441 eta: 15:28:42 batch_cost: 0.4730 data_cost: 0.0012 ips: 8.4571 images/s [04/11 00:39:25] ppdet.engine INFO: Epoch: [69] [2500/7329] learning_rate: 0.000100 loss_class: 0.594835 loss_bbox: 0.136671 loss_giou: 0.377975 loss_class_aux: 3.742348 loss_bbox_aux: 0.876179 loss_giou_aux: 2.428148 loss_class_dn: 0.342722 loss_bbox_dn: 0.126801 loss_giou_dn: 0.318552 loss_class_aux_dn: 1.819072 loss_bbox_aux_dn: 0.757416 loss_giou_aux_dn: 1.838464 loss: 13.748403 eta: 15:27:50 batch_cost: 0.4853 data_cost: 0.0014 ips: 8.2418 images/s [04/11 00:40:23] ppdet.engine INFO: Epoch: [69] [2600/7329] learning_rate: 0.000100 loss_class: 0.537487 loss_bbox: 0.126791 loss_giou: 0.315295 loss_class_aux: 3.459277 loss_bbox_aux: 0.809197 loss_giou_aux: 2.008476 loss_class_dn: 0.292664 loss_bbox_dn: 0.129683 loss_giou_dn: 0.271548 loss_class_aux_dn: 1.643957 loss_bbox_aux_dn: 0.769379 loss_giou_aux_dn: 1.576040 loss: 11.899492 eta: 15:26:58 batch_cost: 0.5107 data_cost: 0.0016 ips: 7.8330 images/s [04/11 00:41:19] ppdet.engine INFO: Epoch: [69] [2700/7329] learning_rate: 0.000100 loss_class: 0.555219 loss_bbox: 0.133813 loss_giou: 0.405211 loss_class_aux: 3.574488 loss_bbox_aux: 0.881365 loss_giou_aux: 2.557799 loss_class_dn: 0.331005 loss_bbox_dn: 0.133476 loss_giou_dn: 0.361669 loss_class_aux_dn: 1.795228 loss_bbox_aux_dn: 0.771118 loss_giou_aux_dn: 2.035131 loss: 14.317135 eta: 15:26:05 batch_cost: 0.4930 data_cost: 0.0014 ips: 8.1140 images/s [04/11 00:42:16] ppdet.engine INFO: Epoch: [69] [2800/7329] learning_rate: 0.000100 loss_class: 0.590287 loss_bbox: 0.137805 loss_giou: 0.447950 loss_class_aux: 3.691317 loss_bbox_aux: 0.906648 loss_giou_aux: 2.820391 loss_class_dn: 0.338193 loss_bbox_dn: 0.139041 loss_giou_dn: 0.405572 loss_class_aux_dn: 1.788700 loss_bbox_aux_dn: 0.810752 loss_giou_aux_dn: 2.190784 loss: 14.912132 eta: 15:25:13 batch_cost: 0.5178 data_cost: 0.0011 ips: 7.7255 images/s [04/11 00:43:12] ppdet.engine INFO: Epoch: [69] [2900/7329] learning_rate: 0.000100 loss_class: 0.487291 loss_bbox: 0.128533 loss_giou: 0.326082 loss_class_aux: 3.189023 loss_bbox_aux: 0.836864 loss_giou_aux: 2.139232 loss_class_dn: 0.278388 loss_bbox_dn: 0.130465 loss_giou_dn: 0.301704 loss_class_aux_dn: 1.471590 loss_bbox_aux_dn: 0.815209 loss_giou_aux_dn: 1.685868 loss: 11.996029 eta: 15:24:21 batch_cost: 0.5001 data_cost: 0.0012 ips: 7.9987 images/s [04/11 00:44:06] ppdet.engine INFO: Epoch: [69] [3000/7329] learning_rate: 0.000100 loss_class: 0.536279 loss_bbox: 0.140590 loss_giou: 0.383958 loss_class_aux: 3.538637 loss_bbox_aux: 0.890104 loss_giou_aux: 2.442603 loss_class_dn: 0.322883 loss_bbox_dn: 0.122708 loss_giou_dn: 0.344366 loss_class_aux_dn: 1.780976 loss_bbox_aux_dn: 0.761949 loss_giou_aux_dn: 1.901517 loss: 13.531429 eta: 15:23:28 batch_cost: 0.4770 data_cost: 0.0012 ips: 8.3851 images/s [04/11 00:45:00] ppdet.engine INFO: Epoch: [69] [3100/7329] learning_rate: 0.000100 loss_class: 0.539324 loss_bbox: 0.131854 loss_giou: 0.364781 loss_class_aux: 3.413354 loss_bbox_aux: 0.867924 loss_giou_aux: 2.389955 loss_class_dn: 0.309557 loss_bbox_dn: 0.140904 loss_giou_dn: 0.318913 loss_class_aux_dn: 1.657191 loss_bbox_aux_dn: 0.839973 loss_giou_aux_dn: 1.769250 loss: 13.284619 eta: 15:22:36 batch_cost: 0.4823 data_cost: 0.0013 ips: 8.2928 images/s [04/11 00:45:53] ppdet.engine INFO: Epoch: [69] [3200/7329] learning_rate: 0.000100 loss_class: 0.572442 loss_bbox: 0.130984 loss_giou: 0.384524 loss_class_aux: 3.670430 loss_bbox_aux: 0.867976 loss_giou_aux: 2.366429 loss_class_dn: 0.313280 loss_bbox_dn: 0.126559 loss_giou_dn: 0.331093 loss_class_aux_dn: 1.703453 loss_bbox_aux_dn: 0.730162 loss_giou_aux_dn: 1.884869 loss: 13.604771 eta: 15:21:43 batch_cost: 0.4678 data_cost: 0.0012 ips: 8.5510 images/s [04/11 00:46:47] ppdet.engine INFO: Epoch: [69] [3300/7329] learning_rate: 0.000100 loss_class: 0.583369 loss_bbox: 0.141142 loss_giou: 0.362575 loss_class_aux: 3.741494 loss_bbox_aux: 0.927476 loss_giou_aux: 2.203946 loss_class_dn: 0.315612 loss_bbox_dn: 0.145448 loss_giou_dn: 0.323414 loss_class_aux_dn: 1.713084 loss_bbox_aux_dn: 0.868395 loss_giou_aux_dn: 1.824531 loss: 13.734188 eta: 15:20:51 batch_cost: 0.4840 data_cost: 0.0012 ips: 8.2637 images/s [04/11 00:47:44] ppdet.engine INFO: Epoch: [69] [3400/7329] learning_rate: 0.000100 loss_class: 0.614670 loss_bbox: 0.121681 loss_giou: 0.400634 loss_class_aux: 3.782503 loss_bbox_aux: 0.818791 loss_giou_aux: 2.501012 loss_class_dn: 0.350913 loss_bbox_dn: 0.122657 loss_giou_dn: 0.368800 loss_class_aux_dn: 1.902334 loss_bbox_aux_dn: 0.713032 loss_giou_aux_dn: 2.040211 loss: 14.593017 eta: 15:19:59 batch_cost: 0.5174 data_cost: 0.0012 ips: 7.7305 images/s [04/11 00:48:42] ppdet.engine INFO: Epoch: [69] [3500/7329] learning_rate: 0.000100 loss_class: 0.610934 loss_bbox: 0.134057 loss_giou: 0.398122 loss_class_aux: 3.659228 loss_bbox_aux: 0.862535 loss_giou_aux: 2.562474 loss_class_dn: 0.334469 loss_bbox_dn: 0.134931 loss_giou_dn: 0.367699 loss_class_aux_dn: 1.829474 loss_bbox_aux_dn: 0.772797 loss_giou_aux_dn: 2.052782 loss: 13.965633 eta: 15:19:07 batch_cost: 0.5231 data_cost: 0.0012 ips: 7.6463 images/s [04/11 00:49:37] ppdet.engine INFO: Epoch: [69] [3600/7329] learning_rate: 0.000100 loss_class: 0.476423 loss_bbox: 0.107354 loss_giou: 0.301662 loss_class_aux: 2.960585 loss_bbox_aux: 0.723239 loss_giou_aux: 1.920739 loss_class_dn: 0.274102 loss_bbox_dn: 0.111958 loss_giou_dn: 0.271716 loss_class_aux_dn: 1.467256 loss_bbox_aux_dn: 0.689396 loss_giou_aux_dn: 1.588915 loss: 11.341004 eta: 15:18:14 batch_cost: 0.4824 data_cost: 0.0013 ips: 8.2918 images/s [04/11 00:50:31] ppdet.engine INFO: Epoch: [69] [3700/7329] learning_rate: 0.000100 loss_class: 0.534318 loss_bbox: 0.140762 loss_giou: 0.404778 loss_class_aux: 3.340033 loss_bbox_aux: 0.902168 loss_giou_aux: 2.485482 loss_class_dn: 0.324353 loss_bbox_dn: 0.132453 loss_giou_dn: 0.354962 loss_class_aux_dn: 1.731839 loss_bbox_aux_dn: 0.809912 loss_giou_aux_dn: 1.941374 loss: 13.791890 eta: 15:17:22 batch_cost: 0.4828 data_cost: 0.0015 ips: 8.2858 images/s [04/11 00:51:26] ppdet.engine INFO: Epoch: [69] [3800/7329] learning_rate: 0.000100 loss_class: 0.552767 loss_bbox: 0.123422 loss_giou: 0.338613 loss_class_aux: 3.297491 loss_bbox_aux: 0.828745 loss_giou_aux: 2.206117 loss_class_dn: 0.309312 loss_bbox_dn: 0.124598 loss_giou_dn: 0.327455 loss_class_aux_dn: 1.638244 loss_bbox_aux_dn: 0.771114 loss_giou_aux_dn: 1.875001 loss: 12.438927 eta: 15:16:29 batch_cost: 0.4891 data_cost: 0.0013 ips: 8.1787 images/s [04/11 00:52:21] ppdet.engine INFO: Epoch: [69] [3900/7329] learning_rate: 0.000100 loss_class: 0.471205 loss_bbox: 0.120181 loss_giou: 0.281171 loss_class_aux: 3.067140 loss_bbox_aux: 0.878124 loss_giou_aux: 1.858299 loss_class_dn: 0.261375 loss_bbox_dn: 0.116847 loss_giou_dn: 0.253657 loss_class_aux_dn: 1.422346 loss_bbox_aux_dn: 0.720201 loss_giou_aux_dn: 1.454178 loss: 11.130653 eta: 15:15:37 batch_cost: 0.4857 data_cost: 0.0013 ips: 8.2351 images/s [04/11 00:53:14] ppdet.engine INFO: Epoch: [69] [4000/7329] learning_rate: 0.000100 loss_class: 0.468849 loss_bbox: 0.113657 loss_giou: 0.332533 loss_class_aux: 3.100367 loss_bbox_aux: 0.759908 loss_giou_aux: 2.143680 loss_class_dn: 0.289153 loss_bbox_dn: 0.127835 loss_giou_dn: 0.312598 loss_class_aux_dn: 1.558674 loss_bbox_aux_dn: 0.746476 loss_giou_aux_dn: 1.790241 loss: 12.335663 eta: 15:14:44 batch_cost: 0.4766 data_cost: 0.0013 ips: 8.3936 images/s [04/11 00:54:07] ppdet.engine INFO: Epoch: [69] [4100/7329] learning_rate: 0.000100 loss_class: 0.518345 loss_bbox: 0.116151 loss_giou: 0.403861 loss_class_aux: 3.350585 loss_bbox_aux: 0.818616 loss_giou_aux: 2.613589 loss_class_dn: 0.313983 loss_bbox_dn: 0.123646 loss_giou_dn: 0.331696 loss_class_aux_dn: 1.760421 loss_bbox_aux_dn: 0.769157 loss_giou_aux_dn: 1.857090 loss: 12.972376 eta: 15:13:51 batch_cost: 0.4687 data_cost: 0.0012 ips: 8.5340 images/s [04/11 00:55:01] ppdet.engine INFO: Epoch: [69] [4200/7329] learning_rate: 0.000100 loss_class: 0.599592 loss_bbox: 0.130248 loss_giou: 0.405912 loss_class_aux: 3.811671 loss_bbox_aux: 0.882415 loss_giou_aux: 2.522411 loss_class_dn: 0.341853 loss_bbox_dn: 0.137521 loss_giou_dn: 0.384288 loss_class_aux_dn: 1.873207 loss_bbox_aux_dn: 0.846620 loss_giou_aux_dn: 2.158172 loss: 14.613359 eta: 15:12:59 batch_cost: 0.4821 data_cost: 0.0014 ips: 8.2965 images/s [04/11 00:55:59] ppdet.engine INFO: Epoch: [69] [4300/7329] learning_rate: 0.000100 loss_class: 0.488420 loss_bbox: 0.124467 loss_giou: 0.335371 loss_class_aux: 3.090718 loss_bbox_aux: 0.804493 loss_giou_aux: 2.131958 loss_class_dn: 0.281818 loss_bbox_dn: 0.125411 loss_giou_dn: 0.310081 loss_class_aux_dn: 1.501938 loss_bbox_aux_dn: 0.734139 loss_giou_aux_dn: 1.754705 loss: 12.529491 eta: 15:12:07 batch_cost: 0.5197 data_cost: 0.0013 ips: 7.6975 images/s [04/11 00:56:58] ppdet.engine INFO: Epoch: [69] [4400/7329] learning_rate: 0.000100 loss_class: 0.476992 loss_bbox: 0.116863 loss_giou: 0.347065 loss_class_aux: 3.071072 loss_bbox_aux: 0.755691 loss_giou_aux: 2.157722 loss_class_dn: 0.272629 loss_bbox_dn: 0.107573 loss_giou_dn: 0.291106 loss_class_aux_dn: 1.465331 loss_bbox_aux_dn: 0.660282 loss_giou_aux_dn: 1.601330 loss: 11.847357 eta: 15:11:16 batch_cost: 0.5294 data_cost: 0.0013 ips: 7.5561 images/s [04/11 00:57:56] ppdet.engine INFO: Epoch: [69] [4500/7329] learning_rate: 0.000100 loss_class: 0.561640 loss_bbox: 0.134827 loss_giou: 0.378993 loss_class_aux: 3.491250 loss_bbox_aux: 0.909379 loss_giou_aux: 2.413709 loss_class_dn: 0.325096 loss_bbox_dn: 0.132565 loss_giou_dn: 0.356234 loss_class_aux_dn: 1.727725 loss_bbox_aux_dn: 0.807875 loss_giou_aux_dn: 2.008900 loss: 13.363060 eta: 15:10:24 batch_cost: 0.5237 data_cost: 0.0012 ips: 7.6386 images/s [04/11 00:58:55] ppdet.engine INFO: Epoch: [69] [4600/7329] learning_rate: 0.000100 loss_class: 0.553093 loss_bbox: 0.137242 loss_giou: 0.392353 loss_class_aux: 3.467691 loss_bbox_aux: 0.938231 loss_giou_aux: 2.461940 loss_class_dn: 0.326462 loss_bbox_dn: 0.138913 loss_giou_dn: 0.365773 loss_class_aux_dn: 1.737370 loss_bbox_aux_dn: 0.821227 loss_giou_aux_dn: 2.026314 loss: 13.402005 eta: 15:09:32 batch_cost: 0.5312 data_cost: 0.0012 ips: 7.5305 images/s [04/11 00:59:53] ppdet.engine INFO: Epoch: [69] [4700/7329] learning_rate: 0.000100 loss_class: 0.533616 loss_bbox: 0.125212 loss_giou: 0.370627 loss_class_aux: 3.385794 loss_bbox_aux: 0.821929 loss_giou_aux: 2.376042 loss_class_dn: 0.310131 loss_bbox_dn: 0.122189 loss_giou_dn: 0.328203 loss_class_aux_dn: 1.652907 loss_bbox_aux_dn: 0.746839 loss_giou_aux_dn: 1.861945 loss: 13.404819 eta: 15:08:40 batch_cost: 0.5140 data_cost: 0.0013 ips: 7.7824 images/s [04/11 01:00:48] ppdet.engine INFO: Epoch: [69] [4800/7329] learning_rate: 0.000100 loss_class: 0.507687 loss_bbox: 0.145441 loss_giou: 0.363956 loss_class_aux: 3.423135 loss_bbox_aux: 0.920090 loss_giou_aux: 2.301516 loss_class_dn: 0.305018 loss_bbox_dn: 0.140116 loss_giou_dn: 0.304051 loss_class_aux_dn: 1.644948 loss_bbox_aux_dn: 0.849492 loss_giou_aux_dn: 1.708336 loss: 13.190953 eta: 15:07:48 batch_cost: 0.4966 data_cost: 0.0013 ips: 8.0554 images/s [04/11 01:01:46] ppdet.engine INFO: Epoch: [69] [4900/7329] learning_rate: 0.000100 loss_class: 0.537782 loss_bbox: 0.127552 loss_giou: 0.416395 loss_class_aux: 3.303015 loss_bbox_aux: 0.827492 loss_giou_aux: 2.665949 loss_class_dn: 0.330455 loss_bbox_dn: 0.119448 loss_giou_dn: 0.370148 loss_class_aux_dn: 1.760094 loss_bbox_aux_dn: 0.739851 loss_giou_aux_dn: 2.101816 loss: 13.986319 eta: 15:06:56 batch_cost: 0.5172 data_cost: 0.0012 ips: 7.7341 images/s [04/11 01:02:42] ppdet.engine INFO: Epoch: [69] [5000/7329] learning_rate: 0.000100 loss_class: 0.529625 loss_bbox: 0.121462 loss_giou: 0.340835 loss_class_aux: 3.318247 loss_bbox_aux: 0.829056 loss_giou_aux: 2.222843 loss_class_dn: 0.277977 loss_bbox_dn: 0.116532 loss_giou_dn: 0.307196 loss_class_aux_dn: 1.504143 loss_bbox_aux_dn: 0.715154 loss_giou_aux_dn: 1.698551 loss: 11.846307 eta: 15:06:04 batch_cost: 0.4942 data_cost: 0.0013 ips: 8.0934 images/s [04/11 01:03:39] ppdet.engine INFO: Epoch: [69] [5100/7329] learning_rate: 0.000100 loss_class: 0.613060 loss_bbox: 0.140450 loss_giou: 0.358131 loss_class_aux: 3.998629 loss_bbox_aux: 0.906300 loss_giou_aux: 2.184830 loss_class_dn: 0.310167 loss_bbox_dn: 0.134123 loss_giou_dn: 0.318892 loss_class_aux_dn: 1.654089 loss_bbox_aux_dn: 0.805167 loss_giou_aux_dn: 1.806302 loss: 13.178389 eta: 15:05:12 batch_cost: 0.5133 data_cost: 0.0013 ips: 7.7924 images/s [04/11 01:04:33] ppdet.engine INFO: Epoch: [69] [5200/7329] learning_rate: 0.000100 loss_class: 0.504490 loss_bbox: 0.124575 loss_giou: 0.315552 loss_class_aux: 3.234929 loss_bbox_aux: 0.824661 loss_giou_aux: 1.987665 loss_class_dn: 0.276136 loss_bbox_dn: 0.134283 loss_giou_dn: 0.280528 loss_class_aux_dn: 1.482919 loss_bbox_aux_dn: 0.809485 loss_giou_aux_dn: 1.503586 loss: 11.882029 eta: 15:04:20 batch_cost: 0.4846 data_cost: 0.0013 ips: 8.2537 images/s [04/11 01:05:31] ppdet.engine INFO: Epoch: [69] [5300/7329] learning_rate: 0.000100 loss_class: 0.623586 loss_bbox: 0.152170 loss_giou: 0.395878 loss_class_aux: 4.015998 loss_bbox_aux: 0.978616 loss_giou_aux: 2.594288 loss_class_dn: 0.346158 loss_bbox_dn: 0.145686 loss_giou_dn: 0.388972 loss_class_aux_dn: 1.855131 loss_bbox_aux_dn: 0.872380 loss_giou_aux_dn: 2.127209 loss: 15.191034 eta: 15:03:28 batch_cost: 0.5152 data_cost: 0.0012 ips: 7.7636 images/s [04/11 01:06:28] ppdet.engine INFO: Epoch: [69] [5400/7329] learning_rate: 0.000100 loss_class: 0.534057 loss_bbox: 0.128802 loss_giou: 0.394421 loss_class_aux: 3.453784 loss_bbox_aux: 0.825006 loss_giou_aux: 2.639286 loss_class_dn: 0.334758 loss_bbox_dn: 0.129704 loss_giou_dn: 0.369927 loss_class_aux_dn: 1.791073 loss_bbox_aux_dn: 0.767440 loss_giou_aux_dn: 2.096492 loss: 13.861153 eta: 15:02:36 batch_cost: 0.5160 data_cost: 0.0012 ips: 7.7515 images/s [04/11 01:07:23] ppdet.engine INFO: Epoch: [69] [5500/7329] learning_rate: 0.000100 loss_class: 0.586209 loss_bbox: 0.118807 loss_giou: 0.363039 loss_class_aux: 3.687269 loss_bbox_aux: 0.759121 loss_giou_aux: 2.290427 loss_class_dn: 0.307848 loss_bbox_dn: 0.127795 loss_giou_dn: 0.339911 loss_class_aux_dn: 1.686380 loss_bbox_aux_dn: 0.746370 loss_giou_aux_dn: 1.870991 loss: 12.750702 eta: 15:01:43 batch_cost: 0.4824 data_cost: 0.0014 ips: 8.2913 images/s [04/11 01:08:15] ppdet.engine INFO: Epoch: [69] [5600/7329] learning_rate: 0.000100 loss_class: 0.572933 loss_bbox: 0.141747 loss_giou: 0.361929 loss_class_aux: 3.723677 loss_bbox_aux: 0.909279 loss_giou_aux: 2.212987 loss_class_dn: 0.320472 loss_bbox_dn: 0.135921 loss_giou_dn: 0.332070 loss_class_aux_dn: 1.711806 loss_bbox_aux_dn: 0.839214 loss_giou_aux_dn: 1.907532 loss: 13.221355 eta: 15:00:51 batch_cost: 0.4693 data_cost: 0.0013 ips: 8.5237 images/s [04/11 01:09:11] ppdet.engine INFO: Epoch: [69] [5700/7329] learning_rate: 0.000100 loss_class: 0.532396 loss_bbox: 0.130188 loss_giou: 0.316314 loss_class_aux: 3.291766 loss_bbox_aux: 0.842456 loss_giou_aux: 2.029203 loss_class_dn: 0.294550 loss_bbox_dn: 0.112151 loss_giou_dn: 0.300260 loss_class_aux_dn: 1.569453 loss_bbox_aux_dn: 0.662939 loss_giou_aux_dn: 1.721216 loss: 12.210665 eta: 14:59:58 batch_cost: 0.4932 data_cost: 0.0012 ips: 8.1096 images/s [04/11 01:10:10] ppdet.engine INFO: Epoch: [69] [5800/7329] learning_rate: 0.000100 loss_class: 0.509203 loss_bbox: 0.138568 loss_giou: 0.401066 loss_class_aux: 3.309607 loss_bbox_aux: 0.897613 loss_giou_aux: 2.429859 loss_class_dn: 0.298835 loss_bbox_dn: 0.128152 loss_giou_dn: 0.322337 loss_class_aux_dn: 1.618512 loss_bbox_aux_dn: 0.771298 loss_giou_aux_dn: 1.853970 loss: 12.781507 eta: 14:59:07 batch_cost: 0.5368 data_cost: 0.0012 ips: 7.4521 images/s [04/11 01:11:07] ppdet.engine INFO: Epoch: [69] [5900/7329] learning_rate: 0.000100 loss_class: 0.587430 loss_bbox: 0.122851 loss_giou: 0.326199 loss_class_aux: 3.764412 loss_bbox_aux: 0.858148 loss_giou_aux: 2.037171 loss_class_dn: 0.319087 loss_bbox_dn: 0.131576 loss_giou_dn: 0.296575 loss_class_aux_dn: 1.748601 loss_bbox_aux_dn: 0.785671 loss_giou_aux_dn: 1.676758 loss: 13.236025 eta: 14:58:15 batch_cost: 0.5069 data_cost: 0.0012 ips: 7.8917 images/s [04/11 01:12:00] ppdet.engine INFO: Epoch: [69] [6000/7329] learning_rate: 0.000100 loss_class: 0.555812 loss_bbox: 0.135934 loss_giou: 0.412883 loss_class_aux: 3.529948 loss_bbox_aux: 0.880147 loss_giou_aux: 2.504508 loss_class_dn: 0.332397 loss_bbox_dn: 0.134262 loss_giou_dn: 0.370372 loss_class_aux_dn: 1.756816 loss_bbox_aux_dn: 0.806768 loss_giou_aux_dn: 2.098540 loss: 14.299004 eta: 14:57:22 batch_cost: 0.4760 data_cost: 0.0012 ips: 8.4039 images/s [04/11 01:12:53] ppdet.engine INFO: Epoch: [69] [6100/7329] learning_rate: 0.000100 loss_class: 0.568204 loss_bbox: 0.130950 loss_giou: 0.366906 loss_class_aux: 3.483965 loss_bbox_aux: 0.853994 loss_giou_aux: 2.334573 loss_class_dn: 0.320074 loss_bbox_dn: 0.124515 loss_giou_dn: 0.353574 loss_class_aux_dn: 1.740060 loss_bbox_aux_dn: 0.761608 loss_giou_aux_dn: 2.018412 loss: 13.291714 eta: 14:56:29 batch_cost: 0.4682 data_cost: 0.0012 ips: 8.5429 images/s [04/11 01:13:49] ppdet.engine INFO: Epoch: [69] [6200/7329] learning_rate: 0.000100 loss_class: 0.548835 loss_bbox: 0.122738 loss_giou: 0.375775 loss_class_aux: 3.476425 loss_bbox_aux: 0.811519 loss_giou_aux: 2.312645 loss_class_dn: 0.322644 loss_bbox_dn: 0.114240 loss_giou_dn: 0.334356 loss_class_aux_dn: 1.749438 loss_bbox_aux_dn: 0.690055 loss_giou_aux_dn: 1.893904 loss: 13.427926 eta: 14:55:37 batch_cost: 0.4995 data_cost: 0.0012 ips: 8.0073 images/s [04/11 01:14:46] ppdet.engine INFO: Epoch: [69] [6300/7329] learning_rate: 0.000100 loss_class: 0.615156 loss_bbox: 0.151424 loss_giou: 0.357247 loss_class_aux: 3.909616 loss_bbox_aux: 0.993499 loss_giou_aux: 2.334486 loss_class_dn: 0.353940 loss_bbox_dn: 0.143577 loss_giou_dn: 0.348592 loss_class_aux_dn: 1.887035 loss_bbox_aux_dn: 0.806322 loss_giou_aux_dn: 1.914917 loss: 14.711815 eta: 14:54:45 batch_cost: 0.5165 data_cost: 0.0013 ips: 7.7450 images/s [04/11 01:15:41] ppdet.engine INFO: Epoch: [69] [6400/7329] learning_rate: 0.000100 loss_class: 0.592300 loss_bbox: 0.168178 loss_giou: 0.399809 loss_class_aux: 3.872937 loss_bbox_aux: 1.130271 loss_giou_aux: 2.598704 loss_class_dn: 0.340045 loss_bbox_dn: 0.166019 loss_giou_dn: 0.369932 loss_class_aux_dn: 1.825210 loss_bbox_aux_dn: 1.007240 loss_giou_aux_dn: 2.113262 loss: 14.788282 eta: 14:53:53 batch_cost: 0.4924 data_cost: 0.0012 ips: 8.1232 images/s [04/11 01:16:38] ppdet.engine INFO: Epoch: [69] [6500/7329] learning_rate: 0.000100 loss_class: 0.531829 loss_bbox: 0.125699 loss_giou: 0.347670 loss_class_aux: 3.457036 loss_bbox_aux: 0.853993 loss_giou_aux: 2.262565 loss_class_dn: 0.304914 loss_bbox_dn: 0.125091 loss_giou_dn: 0.318338 loss_class_aux_dn: 1.681212 loss_bbox_aux_dn: 0.750241 loss_giou_aux_dn: 1.835603 loss: 13.553724 eta: 14:53:01 batch_cost: 0.5078 data_cost: 0.0012 ips: 7.8767 images/s [04/11 01:17:30] ppdet.engine INFO: Epoch: [69] [6600/7329] learning_rate: 0.000100 loss_class: 0.544211 loss_bbox: 0.133634 loss_giou: 0.401052 loss_class_aux: 3.189380 loss_bbox_aux: 0.852442 loss_giou_aux: 2.509709 loss_class_dn: 0.304195 loss_bbox_dn: 0.128580 loss_giou_dn: 0.320876 loss_class_aux_dn: 1.653767 loss_bbox_aux_dn: 0.748614 loss_giou_aux_dn: 1.740301 loss: 13.136045 eta: 14:52:08 batch_cost: 0.4651 data_cost: 0.0013 ips: 8.6011 images/s [04/11 01:18:24] ppdet.engine INFO: Epoch: [69] [6700/7329] learning_rate: 0.000100 loss_class: 0.595812 loss_bbox: 0.136738 loss_giou: 0.350463 loss_class_aux: 3.749912 loss_bbox_aux: 0.863594 loss_giou_aux: 2.270860 loss_class_dn: 0.314214 loss_bbox_dn: 0.128141 loss_giou_dn: 0.324617 loss_class_aux_dn: 1.692873 loss_bbox_aux_dn: 0.753456 loss_giou_aux_dn: 1.836056 loss: 13.423199 eta: 14:51:16 batch_cost: 0.4814 data_cost: 0.0012 ips: 8.3098 images/s [04/11 01:19:19] ppdet.engine INFO: Epoch: [69] [6800/7329] learning_rate: 0.000100 loss_class: 0.497744 loss_bbox: 0.117273 loss_giou: 0.314614 loss_class_aux: 3.168535 loss_bbox_aux: 0.772364 loss_giou_aux: 1.981966 loss_class_dn: 0.280134 loss_bbox_dn: 0.120457 loss_giou_dn: 0.297291 loss_class_aux_dn: 1.510716 loss_bbox_aux_dn: 0.750326 loss_giou_aux_dn: 1.679730 loss: 11.738039 eta: 14:50:23 batch_cost: 0.4884 data_cost: 0.0013 ips: 8.1902 images/s [04/11 01:20:18] ppdet.engine INFO: Epoch: [69] [6900/7329] learning_rate: 0.000100 loss_class: 0.530612 loss_bbox: 0.142826 loss_giou: 0.382754 loss_class_aux: 3.422215 loss_bbox_aux: 0.883785 loss_giou_aux: 2.462343 loss_class_dn: 0.304459 loss_bbox_dn: 0.142749 loss_giou_dn: 0.321320 loss_class_aux_dn: 1.610423 loss_bbox_aux_dn: 0.850164 loss_giou_aux_dn: 1.807993 loss: 12.881740 eta: 14:49:32 batch_cost: 0.5348 data_cost: 0.0012 ips: 7.4790 images/s [04/11 01:21:12] ppdet.engine INFO: Epoch: [69] [7000/7329] learning_rate: 0.000100 loss_class: 0.537141 loss_bbox: 0.135435 loss_giou: 0.398665 loss_class_aux: 3.415196 loss_bbox_aux: 0.876233 loss_giou_aux: 2.519926 loss_class_dn: 0.322312 loss_bbox_dn: 0.129832 loss_giou_dn: 0.357633 loss_class_aux_dn: 1.724074 loss_bbox_aux_dn: 0.828451 loss_giou_aux_dn: 2.000359 loss: 13.680424 eta: 14:48:39 batch_cost: 0.4805 data_cost: 0.0012 ips: 8.3245 images/s [04/11 01:22:06] ppdet.engine INFO: Epoch: [69] [7100/7329] learning_rate: 0.000100 loss_class: 0.494791 loss_bbox: 0.129101 loss_giou: 0.368005 loss_class_aux: 3.172999 loss_bbox_aux: 0.832332 loss_giou_aux: 2.298222 loss_class_dn: 0.285569 loss_bbox_dn: 0.118441 loss_giou_dn: 0.306393 loss_class_aux_dn: 1.541335 loss_bbox_aux_dn: 0.713477 loss_giou_aux_dn: 1.745780 loss: 12.158146 eta: 14:47:47 batch_cost: 0.4790 data_cost: 0.0013 ips: 8.3510 images/s [04/11 01:23:00] ppdet.engine INFO: Epoch: [69] [7200/7329] learning_rate: 0.000100 loss_class: 0.532474 loss_bbox: 0.141035 loss_giou: 0.352718 loss_class_aux: 3.343323 loss_bbox_aux: 0.931827 loss_giou_aux: 2.156749 loss_class_dn: 0.335817 loss_bbox_dn: 0.144653 loss_giou_dn: 0.312153 loss_class_aux_dn: 1.759492 loss_bbox_aux_dn: 0.847868 loss_giou_aux_dn: 1.717361 loss: 13.627474 eta: 14:46:54 batch_cost: 0.4746 data_cost: 0.0013 ips: 8.4288 images/s [04/11 01:23:56] ppdet.engine INFO: Epoch: [69] [7300/7329] learning_rate: 0.000100 loss_class: 0.529385 loss_bbox: 0.130785 loss_giou: 0.376045 loss_class_aux: 3.494258 loss_bbox_aux: 0.894695 loss_giou_aux: 2.345863 loss_class_dn: 0.300103 loss_bbox_dn: 0.135793 loss_giou_dn: 0.339635 loss_class_aux_dn: 1.599770 loss_bbox_aux_dn: 0.810419 loss_giou_aux_dn: 1.905873 loss: 12.958211 eta: 14:46:02 batch_cost: 0.4962 data_cost: 0.0014 ips: 8.0611 images/s [04/11 01:24:15] ppdet.engine INFO: Eval iter: 0 [04/11 01:24:42] ppdet.engine INFO: Eval iter: 100 [04/11 01:25:07] ppdet.engine INFO: Eval iter: 200 [04/11 01:25:32] ppdet.engine INFO: Eval iter: 300 [04/11 01:25:57] ppdet.engine INFO: Eval iter: 400 [04/11 01:26:23] ppdet.engine INFO: Eval iter: 500 [04/11 01:26:49] ppdet.engine INFO: Eval iter: 600 [04/11 01:27:17] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/11 01:27:17] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.41s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=106.92s). Accumulating evaluation results... DONE (t=26.07s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.341 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.548 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/11 01:29:54] ppdet.engine INFO: Total sample number: 5000, average FPS: 31.263789563153853 [04/11 01:29:54] ppdet.engine INFO: Best test bbox ap is 0.530. [04/11 01:29:56] ppdet.engine INFO: Epoch: [70] [ 0/7329] learning_rate: 0.000100 loss_class: 0.556688 loss_bbox: 0.121057 loss_giou: 0.407381 loss_class_aux: 3.494258 loss_bbox_aux: 0.859246 loss_giou_aux: 2.454161 loss_class_dn: 0.311308 loss_bbox_dn: 0.131645 loss_giou_dn: 0.368198 loss_class_aux_dn: 1.652589 loss_bbox_aux_dn: 0.774525 loss_giou_aux_dn: 2.095207 loss: 13.626001 eta: 14:45:46 batch_cost: 0.4909 data_cost: 0.0014 ips: 8.1488 images/s [04/11 01:30:56] ppdet.engine INFO: Epoch: [70] [ 100/7329] learning_rate: 0.000100 loss_class: 0.577359 loss_bbox: 0.138164 loss_giou: 0.368308 loss_class_aux: 3.639337 loss_bbox_aux: 0.902254 loss_giou_aux: 2.328913 loss_class_dn: 0.311119 loss_bbox_dn: 0.135873 loss_giou_dn: 0.326902 loss_class_aux_dn: 1.671103 loss_bbox_aux_dn: 0.802017 loss_giou_aux_dn: 1.821152 loss: 12.777727 eta: 14:44:55 batch_cost: 0.5398 data_cost: 0.0013 ips: 7.4105 images/s [04/11 01:31:50] ppdet.engine INFO: Epoch: [70] [ 200/7329] learning_rate: 0.000100 loss_class: 0.548756 loss_bbox: 0.139110 loss_giou: 0.487080 loss_class_aux: 3.591565 loss_bbox_aux: 0.902941 loss_giou_aux: 3.148930 loss_class_dn: 0.352770 loss_bbox_dn: 0.131282 loss_giou_dn: 0.376254 loss_class_aux_dn: 1.883159 loss_bbox_aux_dn: 0.770098 loss_giou_aux_dn: 2.150347 loss: 14.131624 eta: 14:44:03 batch_cost: 0.4791 data_cost: 0.0013 ips: 8.3495 images/s [04/11 01:32:48] ppdet.engine INFO: Epoch: [70] [ 300/7329] learning_rate: 0.000100 loss_class: 0.552992 loss_bbox: 0.135368 loss_giou: 0.416303 loss_class_aux: 3.382398 loss_bbox_aux: 0.905687 loss_giou_aux: 2.592295 loss_class_dn: 0.336230 loss_bbox_dn: 0.131742 loss_giou_dn: 0.364217 loss_class_aux_dn: 1.819719 loss_bbox_aux_dn: 0.799020 loss_giou_aux_dn: 2.120360 loss: 14.415958 eta: 14:43:11 batch_cost: 0.5219 data_cost: 0.0013 ips: 7.6646 images/s [04/11 01:33:48] ppdet.engine INFO: Epoch: [70] [ 400/7329] learning_rate: 0.000100 loss_class: 0.495685 loss_bbox: 0.122065 loss_giou: 0.389372 loss_class_aux: 3.269650 loss_bbox_aux: 0.810881 loss_giou_aux: 2.412168 loss_class_dn: 0.305555 loss_bbox_dn: 0.131085 loss_giou_dn: 0.341884 loss_class_aux_dn: 1.615066 loss_bbox_aux_dn: 0.795607 loss_giou_aux_dn: 1.863263 loss: 13.764788 eta: 14:42:19 batch_cost: 0.5375 data_cost: 0.0013 ips: 7.4413 images/s [04/11 01:34:42] ppdet.engine INFO: Epoch: [70] [ 500/7329] learning_rate: 0.000100 loss_class: 0.569109 loss_bbox: 0.151158 loss_giou: 0.378016 loss_class_aux: 3.640852 loss_bbox_aux: 0.974110 loss_giou_aux: 2.356689 loss_class_dn: 0.335907 loss_bbox_dn: 0.146401 loss_giou_dn: 0.336958 loss_class_aux_dn: 1.806477 loss_bbox_aux_dn: 0.881322 loss_giou_aux_dn: 1.913249 loss: 14.644388 eta: 14:41:27 batch_cost: 0.4795 data_cost: 0.0013 ips: 8.3415 images/s [04/11 01:35:37] ppdet.engine INFO: Epoch: [70] [ 600/7329] learning_rate: 0.000100 loss_class: 0.550103 loss_bbox: 0.139335 loss_giou: 0.410527 loss_class_aux: 3.466331 loss_bbox_aux: 0.905499 loss_giou_aux: 2.674939 loss_class_dn: 0.344157 loss_bbox_dn: 0.130137 loss_giou_dn: 0.370754 loss_class_aux_dn: 1.834356 loss_bbox_aux_dn: 0.796761 loss_giou_aux_dn: 2.051060 loss: 13.669956 eta: 14:40:34 batch_cost: 0.4898 data_cost: 0.0013 ips: 8.1663 images/s [04/11 01:36:32] ppdet.engine INFO: Epoch: [70] [ 700/7329] learning_rate: 0.000100 loss_class: 0.571584 loss_bbox: 0.141328 loss_giou: 0.446323 loss_class_aux: 3.733734 loss_bbox_aux: 0.883978 loss_giou_aux: 2.769028 loss_class_dn: 0.353083 loss_bbox_dn: 0.133741 loss_giou_dn: 0.386820 loss_class_aux_dn: 1.865914 loss_bbox_aux_dn: 0.798024 loss_giou_aux_dn: 2.179614 loss: 14.604542 eta: 14:39:42 batch_cost: 0.4871 data_cost: 0.0012 ips: 8.2119 images/s [04/11 01:37:26] ppdet.engine INFO: Epoch: [70] [ 800/7329] learning_rate: 0.000100 loss_class: 0.575817 loss_bbox: 0.122833 loss_giou: 0.369129 loss_class_aux: 3.643834 loss_bbox_aux: 0.808060 loss_giou_aux: 2.303667 loss_class_dn: 0.325715 loss_bbox_dn: 0.123056 loss_giou_dn: 0.353833 loss_class_aux_dn: 1.766096 loss_bbox_aux_dn: 0.718299 loss_giou_aux_dn: 2.059367 loss: 14.536777 eta: 14:38:50 batch_cost: 0.4866 data_cost: 0.0013 ips: 8.2203 images/s [04/11 01:38:21] ppdet.engine INFO: Epoch: [70] [ 900/7329] learning_rate: 0.000100 loss_class: 0.564410 loss_bbox: 0.133043 loss_giou: 0.352871 loss_class_aux: 3.802121 loss_bbox_aux: 0.862569 loss_giou_aux: 2.261554 loss_class_dn: 0.312947 loss_bbox_dn: 0.134328 loss_giou_dn: 0.319570 loss_class_aux_dn: 1.697834 loss_bbox_aux_dn: 0.790340 loss_giou_aux_dn: 1.781106 loss: 13.363739 eta: 14:37:57 batch_cost: 0.4855 data_cost: 0.0013 ips: 8.2395 images/s [04/11 01:39:16] ppdet.engine INFO: Epoch: [70] [1000/7329] learning_rate: 0.000100 loss_class: 0.537258 loss_bbox: 0.147352 loss_giou: 0.353886 loss_class_aux: 3.415317 loss_bbox_aux: 0.921351 loss_giou_aux: 2.264326 loss_class_dn: 0.298656 loss_bbox_dn: 0.145949 loss_giou_dn: 0.327461 loss_class_aux_dn: 1.587164 loss_bbox_aux_dn: 0.863880 loss_giou_aux_dn: 1.863065 loss: 13.535921 eta: 14:37:05 batch_cost: 0.4953 data_cost: 0.0012 ips: 8.0756 images/s [04/11 01:40:12] ppdet.engine INFO: Epoch: [70] [1100/7329] learning_rate: 0.000100 loss_class: 0.573333 loss_bbox: 0.143198 loss_giou: 0.371411 loss_class_aux: 3.564750 loss_bbox_aux: 0.880909 loss_giou_aux: 2.332868 loss_class_dn: 0.332684 loss_bbox_dn: 0.126536 loss_giou_dn: 0.327655 loss_class_aux_dn: 1.807819 loss_bbox_aux_dn: 0.782412 loss_giou_aux_dn: 1.897130 loss: 13.601357 eta: 14:36:13 batch_cost: 0.4954 data_cost: 0.0013 ips: 8.0741 images/s [04/11 01:41:06] ppdet.engine INFO: Epoch: [70] [1200/7329] learning_rate: 0.000100 loss_class: 0.492901 loss_bbox: 0.122027 loss_giou: 0.342419 loss_class_aux: 3.204555 loss_bbox_aux: 0.783099 loss_giou_aux: 2.112529 loss_class_dn: 0.277651 loss_bbox_dn: 0.115117 loss_giou_dn: 0.311235 loss_class_aux_dn: 1.487197 loss_bbox_aux_dn: 0.680951 loss_giou_aux_dn: 1.731013 loss: 11.945414 eta: 14:35:20 batch_cost: 0.4785 data_cost: 0.0014 ips: 8.3588 images/s [04/11 01:42:02] ppdet.engine INFO: Epoch: [70] [1300/7329] learning_rate: 0.000100 loss_class: 0.635584 loss_bbox: 0.145815 loss_giou: 0.426129 loss_class_aux: 3.941047 loss_bbox_aux: 0.994037 loss_giou_aux: 2.775405 loss_class_dn: 0.357416 loss_bbox_dn: 0.150869 loss_giou_dn: 0.388919 loss_class_aux_dn: 1.983319 loss_bbox_aux_dn: 0.882573 loss_giou_aux_dn: 2.215919 loss: 15.008064 eta: 14:34:28 batch_cost: 0.5014 data_cost: 0.0013 ips: 7.9773 images/s [04/11 01:42:57] ppdet.engine INFO: Epoch: [70] [1400/7329] learning_rate: 0.000100 loss_class: 0.561619 loss_bbox: 0.137850 loss_giou: 0.368674 loss_class_aux: 3.613462 loss_bbox_aux: 0.937153 loss_giou_aux: 2.314916 loss_class_dn: 0.338224 loss_bbox_dn: 0.147694 loss_giou_dn: 0.340350 loss_class_aux_dn: 1.841259 loss_bbox_aux_dn: 0.874827 loss_giou_aux_dn: 1.869358 loss: 13.530623 eta: 14:33:36 batch_cost: 0.4895 data_cost: 0.0012 ips: 8.1719 images/s [04/11 01:43:53] ppdet.engine INFO: Epoch: [70] [1500/7329] learning_rate: 0.000100 loss_class: 0.544642 loss_bbox: 0.135697 loss_giou: 0.356425 loss_class_aux: 3.437739 loss_bbox_aux: 0.902798 loss_giou_aux: 2.291222 loss_class_dn: 0.315106 loss_bbox_dn: 0.126970 loss_giou_dn: 0.349540 loss_class_aux_dn: 1.710055 loss_bbox_aux_dn: 0.772207 loss_giou_aux_dn: 1.871833 loss: 13.509808 eta: 14:32:44 batch_cost: 0.4983 data_cost: 0.0013 ips: 8.0265 images/s [04/11 01:44:46] ppdet.engine INFO: Epoch: [70] [1600/7329] learning_rate: 0.000100 loss_class: 0.558347 loss_bbox: 0.144993 loss_giou: 0.366073 loss_class_aux: 3.546288 loss_bbox_aux: 0.954279 loss_giou_aux: 2.277247 loss_class_dn: 0.325042 loss_bbox_dn: 0.152503 loss_giou_dn: 0.322911 loss_class_aux_dn: 1.792408 loss_bbox_aux_dn: 0.905683 loss_giou_aux_dn: 1.820876 loss: 13.783367 eta: 14:31:51 batch_cost: 0.4758 data_cost: 0.0013 ips: 8.4075 images/s [04/11 01:45:41] ppdet.engine INFO: Epoch: [70] [1700/7329] learning_rate: 0.000100 loss_class: 0.563896 loss_bbox: 0.131836 loss_giou: 0.433198 loss_class_aux: 3.645942 loss_bbox_aux: 0.868021 loss_giou_aux: 2.727568 loss_class_dn: 0.330251 loss_bbox_dn: 0.126669 loss_giou_dn: 0.362878 loss_class_aux_dn: 1.770534 loss_bbox_aux_dn: 0.765030 loss_giou_aux_dn: 2.036847 loss: 14.438975 eta: 14:30:58 batch_cost: 0.4868 data_cost: 0.0012 ips: 8.2171 images/s [04/11 01:46:35] ppdet.engine INFO: Epoch: [70] [1800/7329] learning_rate: 0.000100 loss_class: 0.571749 loss_bbox: 0.137651 loss_giou: 0.381791 loss_class_aux: 3.541934 loss_bbox_aux: 0.890059 loss_giou_aux: 2.372704 loss_class_dn: 0.319069 loss_bbox_dn: 0.136398 loss_giou_dn: 0.346808 loss_class_aux_dn: 1.691268 loss_bbox_aux_dn: 0.814727 loss_giou_aux_dn: 1.967901 loss: 13.796549 eta: 14:30:06 batch_cost: 0.4823 data_cost: 0.0012 ips: 8.2937 images/s [04/11 01:47:28] ppdet.engine INFO: Epoch: [70] [1900/7329] learning_rate: 0.000100 loss_class: 0.527685 loss_bbox: 0.125590 loss_giou: 0.356371 loss_class_aux: 3.564184 loss_bbox_aux: 0.825933 loss_giou_aux: 2.293785 loss_class_dn: 0.311013 loss_bbox_dn: 0.121262 loss_giou_dn: 0.312209 loss_class_aux_dn: 1.704268 loss_bbox_aux_dn: 0.711141 loss_giou_aux_dn: 1.793973 loss: 12.578169 eta: 14:29:13 batch_cost: 0.4719 data_cost: 0.0013 ips: 8.4767 images/s [04/11 01:48:21] ppdet.engine INFO: Epoch: [70] [2000/7329] learning_rate: 0.000100 loss_class: 0.529949 loss_bbox: 0.120208 loss_giou: 0.325150 loss_class_aux: 3.337201 loss_bbox_aux: 0.815627 loss_giou_aux: 2.076176 loss_class_dn: 0.281402 loss_bbox_dn: 0.128788 loss_giou_dn: 0.286160 loss_class_aux_dn: 1.529340 loss_bbox_aux_dn: 0.766146 loss_giou_aux_dn: 1.636942 loss: 11.957521 eta: 14:28:21 batch_cost: 0.4713 data_cost: 0.0012 ips: 8.4872 images/s [04/11 01:49:16] ppdet.engine INFO: Epoch: [70] [2100/7329] learning_rate: 0.000100 loss_class: 0.528816 loss_bbox: 0.126257 loss_giou: 0.371421 loss_class_aux: 3.250340 loss_bbox_aux: 0.820023 loss_giou_aux: 2.313145 loss_class_dn: 0.299663 loss_bbox_dn: 0.112634 loss_giou_dn: 0.309982 loss_class_aux_dn: 1.614196 loss_bbox_aux_dn: 0.668786 loss_giou_aux_dn: 1.788506 loss: 12.237905 eta: 14:27:28 batch_cost: 0.4915 data_cost: 0.0014 ips: 8.1376 images/s [04/11 01:50:13] ppdet.engine INFO: Epoch: [70] [2200/7329] learning_rate: 0.000100 loss_class: 0.551075 loss_bbox: 0.137264 loss_giou: 0.370612 loss_class_aux: 3.444211 loss_bbox_aux: 0.877077 loss_giou_aux: 2.410633 loss_class_dn: 0.313997 loss_bbox_dn: 0.136725 loss_giou_dn: 0.308868 loss_class_aux_dn: 1.698037 loss_bbox_aux_dn: 0.884682 loss_giou_aux_dn: 1.753840 loss: 12.935146 eta: 14:26:36 batch_cost: 0.5122 data_cost: 0.0012 ips: 7.8099 images/s [04/11 01:51:07] ppdet.engine INFO: Epoch: [70] [2300/7329] learning_rate: 0.000100 loss_class: 0.602733 loss_bbox: 0.137961 loss_giou: 0.393399 loss_class_aux: 3.870761 loss_bbox_aux: 0.864964 loss_giou_aux: 2.487541 loss_class_dn: 0.340237 loss_bbox_dn: 0.129588 loss_giou_dn: 0.340526 loss_class_aux_dn: 1.864832 loss_bbox_aux_dn: 0.793202 loss_giou_aux_dn: 1.898543 loss: 14.713182 eta: 14:25:44 batch_cost: 0.4788 data_cost: 0.0013 ips: 8.3546 images/s [04/11 01:52:01] ppdet.engine INFO: Epoch: [70] [2400/7329] learning_rate: 0.000100 loss_class: 0.563779 loss_bbox: 0.136052 loss_giou: 0.390921 loss_class_aux: 3.515762 loss_bbox_aux: 0.864469 loss_giou_aux: 2.363001 loss_class_dn: 0.328856 loss_bbox_dn: 0.135929 loss_giou_dn: 0.342487 loss_class_aux_dn: 1.776430 loss_bbox_aux_dn: 0.807836 loss_giou_aux_dn: 1.930673 loss: 13.723892 eta: 14:24:51 batch_cost: 0.4742 data_cost: 0.0015 ips: 8.4346 images/s [04/11 01:52:55] ppdet.engine INFO: Epoch: [70] [2500/7329] learning_rate: 0.000100 loss_class: 0.545744 loss_bbox: 0.117570 loss_giou: 0.365109 loss_class_aux: 3.374551 loss_bbox_aux: 0.772377 loss_giou_aux: 2.372659 loss_class_dn: 0.319265 loss_bbox_dn: 0.110937 loss_giou_dn: 0.337183 loss_class_aux_dn: 1.731853 loss_bbox_aux_dn: 0.676290 loss_giou_aux_dn: 1.879713 loss: 13.711162 eta: 14:23:59 batch_cost: 0.4893 data_cost: 0.0013 ips: 8.1741 images/s [04/11 01:53:54] ppdet.engine INFO: Epoch: [70] [2600/7329] learning_rate: 0.000100 loss_class: 0.565275 loss_bbox: 0.134149 loss_giou: 0.442092 loss_class_aux: 3.486619 loss_bbox_aux: 0.886346 loss_giou_aux: 2.722211 loss_class_dn: 0.341665 loss_bbox_dn: 0.125425 loss_giou_dn: 0.388238 loss_class_aux_dn: 1.814379 loss_bbox_aux_dn: 0.775956 loss_giou_aux_dn: 2.188370 loss: 14.373758 eta: 14:23:07 batch_cost: 0.5268 data_cost: 0.0013 ips: 7.5934 images/s [04/11 01:54:51] ppdet.engine INFO: Epoch: [70] [2700/7329] learning_rate: 0.000100 loss_class: 0.540713 loss_bbox: 0.142972 loss_giou: 0.427291 loss_class_aux: 3.451818 loss_bbox_aux: 0.955582 loss_giou_aux: 2.631628 loss_class_dn: 0.342908 loss_bbox_dn: 0.142953 loss_giou_dn: 0.360531 loss_class_aux_dn: 1.813331 loss_bbox_aux_dn: 0.840170 loss_giou_aux_dn: 2.023217 loss: 13.929714 eta: 14:22:15 batch_cost: 0.5029 data_cost: 0.0012 ips: 7.9546 images/s [04/11 01:55:46] ppdet.engine INFO: Epoch: [70] [2800/7329] learning_rate: 0.000100 loss_class: 0.585147 loss_bbox: 0.121817 loss_giou: 0.433517 loss_class_aux: 3.664561 loss_bbox_aux: 0.816430 loss_giou_aux: 2.774522 loss_class_dn: 0.339032 loss_bbox_dn: 0.111938 loss_giou_dn: 0.387480 loss_class_aux_dn: 1.814759 loss_bbox_aux_dn: 0.694689 loss_giou_aux_dn: 2.264499 loss: 14.771952 eta: 14:21:23 batch_cost: 0.4889 data_cost: 0.0013 ips: 8.1812 images/s [04/11 01:56:43] ppdet.engine INFO: Epoch: [70] [2900/7329] learning_rate: 0.000100 loss_class: 0.523109 loss_bbox: 0.128116 loss_giou: 0.390980 loss_class_aux: 3.413545 loss_bbox_aux: 0.829040 loss_giou_aux: 2.394086 loss_class_dn: 0.303237 loss_bbox_dn: 0.123938 loss_giou_dn: 0.329435 loss_class_aux_dn: 1.640118 loss_bbox_aux_dn: 0.765792 loss_giou_aux_dn: 1.813394 loss: 12.905783 eta: 14:20:31 batch_cost: 0.5143 data_cost: 0.0012 ips: 7.7775 images/s [04/11 01:57:42] ppdet.engine INFO: Epoch: [70] [3000/7329] learning_rate: 0.000100 loss_class: 0.535244 loss_bbox: 0.125392 loss_giou: 0.393131 loss_class_aux: 3.519699 loss_bbox_aux: 0.843549 loss_giou_aux: 2.501624 loss_class_dn: 0.326467 loss_bbox_dn: 0.135933 loss_giou_dn: 0.365663 loss_class_aux_dn: 1.772444 loss_bbox_aux_dn: 0.855692 loss_giou_aux_dn: 2.068521 loss: 14.062957 eta: 14:19:40 batch_cost: 0.5348 data_cost: 0.0012 ips: 7.4794 images/s [04/11 01:58:41] ppdet.engine INFO: Epoch: [70] [3100/7329] learning_rate: 0.000100 loss_class: 0.524029 loss_bbox: 0.120341 loss_giou: 0.366080 loss_class_aux: 3.288740 loss_bbox_aux: 0.764680 loss_giou_aux: 2.230428 loss_class_dn: 0.294932 loss_bbox_dn: 0.122306 loss_giou_dn: 0.324984 loss_class_aux_dn: 1.561848 loss_bbox_aux_dn: 0.776978 loss_giou_aux_dn: 1.789789 loss: 12.539410 eta: 14:18:48 batch_cost: 0.5321 data_cost: 0.0013 ips: 7.5174 images/s [04/11 01:59:42] ppdet.engine INFO: Epoch: [70] [3200/7329] learning_rate: 0.000100 loss_class: 0.569249 loss_bbox: 0.123657 loss_giou: 0.341650 loss_class_aux: 3.463651 loss_bbox_aux: 0.796171 loss_giou_aux: 2.121630 loss_class_dn: 0.301209 loss_bbox_dn: 0.133889 loss_giou_dn: 0.319603 loss_class_aux_dn: 1.624915 loss_bbox_aux_dn: 0.846120 loss_giou_aux_dn: 1.828203 loss: 12.853685 eta: 14:17:57 batch_cost: 0.5463 data_cost: 0.0012 ips: 7.3224 images/s [04/11 02:00:40] ppdet.engine INFO: Epoch: [70] [3300/7329] learning_rate: 0.000100 loss_class: 0.520120 loss_bbox: 0.126088 loss_giou: 0.338921 loss_class_aux: 3.303432 loss_bbox_aux: 0.811155 loss_giou_aux: 2.274721 loss_class_dn: 0.318778 loss_bbox_dn: 0.126203 loss_giou_dn: 0.329007 loss_class_aux_dn: 1.717820 loss_bbox_aux_dn: 0.757287 loss_giou_aux_dn: 1.883871 loss: 12.744843 eta: 14:17:05 batch_cost: 0.5301 data_cost: 0.0012 ips: 7.5462 images/s [04/11 02:01:36] ppdet.engine INFO: Epoch: [70] [3400/7329] learning_rate: 0.000100 loss_class: 0.492614 loss_bbox: 0.123485 loss_giou: 0.369861 loss_class_aux: 3.110921 loss_bbox_aux: 0.808368 loss_giou_aux: 2.410430 loss_class_dn: 0.304054 loss_bbox_dn: 0.123066 loss_giou_dn: 0.324434 loss_class_aux_dn: 1.656950 loss_bbox_aux_dn: 0.724718 loss_giou_aux_dn: 1.792378 loss: 12.411036 eta: 14:16:13 batch_cost: 0.4981 data_cost: 0.0012 ips: 8.0299 images/s [04/11 02:02:34] ppdet.engine INFO: Epoch: [70] [3500/7329] learning_rate: 0.000100 loss_class: 0.524618 loss_bbox: 0.133087 loss_giou: 0.365524 loss_class_aux: 3.319566 loss_bbox_aux: 0.873142 loss_giou_aux: 2.286405 loss_class_dn: 0.287508 loss_bbox_dn: 0.129162 loss_giou_dn: 0.326664 loss_class_aux_dn: 1.544116 loss_bbox_aux_dn: 0.788205 loss_giou_aux_dn: 1.787676 loss: 12.759195 eta: 14:15:21 batch_cost: 0.5140 data_cost: 0.0015 ips: 7.7828 images/s [04/11 02:03:28] ppdet.engine INFO: Epoch: [70] [3600/7329] learning_rate: 0.000100 loss_class: 0.578824 loss_bbox: 0.129605 loss_giou: 0.436587 loss_class_aux: 3.611477 loss_bbox_aux: 0.877193 loss_giou_aux: 2.753747 loss_class_dn: 0.346202 loss_bbox_dn: 0.130088 loss_giou_dn: 0.380821 loss_class_aux_dn: 1.826604 loss_bbox_aux_dn: 0.819803 loss_giou_aux_dn: 2.162400 loss: 15.403941 eta: 14:14:29 batch_cost: 0.4841 data_cost: 0.0014 ips: 8.2623 images/s [04/11 02:04:22] ppdet.engine INFO: Epoch: [70] [3700/7329] learning_rate: 0.000100 loss_class: 0.543802 loss_bbox: 0.120452 loss_giou: 0.409016 loss_class_aux: 3.495529 loss_bbox_aux: 0.805933 loss_giou_aux: 2.382180 loss_class_dn: 0.316509 loss_bbox_dn: 0.128841 loss_giou_dn: 0.364994 loss_class_aux_dn: 1.695639 loss_bbox_aux_dn: 0.750626 loss_giou_aux_dn: 2.036757 loss: 13.419794 eta: 14:13:36 batch_cost: 0.4746 data_cost: 0.0013 ips: 8.4287 images/s [04/11 02:05:14] ppdet.engine INFO: Epoch: [70] [3800/7329] learning_rate: 0.000100 loss_class: 0.480682 loss_bbox: 0.126162 loss_giou: 0.317062 loss_class_aux: 3.059872 loss_bbox_aux: 0.836031 loss_giou_aux: 2.039531 loss_class_dn: 0.293655 loss_bbox_dn: 0.128018 loss_giou_dn: 0.290985 loss_class_aux_dn: 1.583635 loss_bbox_aux_dn: 0.726802 loss_giou_aux_dn: 1.736409 loss: 12.199213 eta: 14:12:43 batch_cost: 0.4690 data_cost: 0.0012 ips: 8.5292 images/s [04/11 02:06:08] ppdet.engine INFO: Epoch: [70] [3900/7329] learning_rate: 0.000100 loss_class: 0.592195 loss_bbox: 0.130627 loss_giou: 0.425302 loss_class_aux: 3.858947 loss_bbox_aux: 0.844984 loss_giou_aux: 2.692934 loss_class_dn: 0.345800 loss_bbox_dn: 0.145055 loss_giou_dn: 0.404011 loss_class_aux_dn: 1.850254 loss_bbox_aux_dn: 0.895608 loss_giou_aux_dn: 2.168468 loss: 14.865595 eta: 14:11:51 batch_cost: 0.4806 data_cost: 0.0013 ips: 8.3232 images/s [04/11 02:07:04] ppdet.engine INFO: Epoch: [70] [4000/7329] learning_rate: 0.000100 loss_class: 0.602247 loss_bbox: 0.141910 loss_giou: 0.442733 loss_class_aux: 3.782948 loss_bbox_aux: 0.898179 loss_giou_aux: 2.780950 loss_class_dn: 0.349842 loss_bbox_dn: 0.154458 loss_giou_dn: 0.390756 loss_class_aux_dn: 1.840888 loss_bbox_aux_dn: 0.894744 loss_giou_aux_dn: 2.204151 loss: 15.092850 eta: 14:10:59 batch_cost: 0.4951 data_cost: 0.0012 ips: 8.0786 images/s [04/11 02:07:57] ppdet.engine INFO: Epoch: [70] [4100/7329] learning_rate: 0.000100 loss_class: 0.534894 loss_bbox: 0.131318 loss_giou: 0.423844 loss_class_aux: 3.382323 loss_bbox_aux: 0.837983 loss_giou_aux: 2.679779 loss_class_dn: 0.327151 loss_bbox_dn: 0.127924 loss_giou_dn: 0.376469 loss_class_aux_dn: 1.763883 loss_bbox_aux_dn: 0.727613 loss_giou_aux_dn: 2.038787 loss: 13.592984 eta: 14:10:06 batch_cost: 0.4761 data_cost: 0.0013 ips: 8.4011 images/s [04/11 02:08:51] ppdet.engine INFO: Epoch: [70] [4200/7329] learning_rate: 0.000100 loss_class: 0.523261 loss_bbox: 0.126224 loss_giou: 0.348794 loss_class_aux: 3.387873 loss_bbox_aux: 0.827332 loss_giou_aux: 2.203099 loss_class_dn: 0.315134 loss_bbox_dn: 0.132423 loss_giou_dn: 0.340858 loss_class_aux_dn: 1.696083 loss_bbox_aux_dn: 0.793843 loss_giou_aux_dn: 1.931734 loss: 13.064647 eta: 14:09:14 batch_cost: 0.4788 data_cost: 0.0016 ips: 8.3547 images/s [04/11 02:09:52] ppdet.engine INFO: Epoch: [70] [4300/7329] learning_rate: 0.000100 loss_class: 0.575278 loss_bbox: 0.142513 loss_giou: 0.355326 loss_class_aux: 3.668677 loss_bbox_aux: 0.939749 loss_giou_aux: 2.205178 loss_class_dn: 0.323139 loss_bbox_dn: 0.145379 loss_giou_dn: 0.319406 loss_class_aux_dn: 1.750394 loss_bbox_aux_dn: 0.887800 loss_giou_aux_dn: 1.787575 loss: 13.272621 eta: 14:08:22 batch_cost: 0.5404 data_cost: 0.0013 ips: 7.4024 images/s [04/11 02:10:52] ppdet.engine INFO: Epoch: [70] [4400/7329] learning_rate: 0.000100 loss_class: 0.580680 loss_bbox: 0.127417 loss_giou: 0.418021 loss_class_aux: 3.721219 loss_bbox_aux: 0.821219 loss_giou_aux: 2.671966 loss_class_dn: 0.319070 loss_bbox_dn: 0.132246 loss_giou_dn: 0.368357 loss_class_aux_dn: 1.720997 loss_bbox_aux_dn: 0.763264 loss_giou_aux_dn: 2.052820 loss: 13.166463 eta: 14:07:31 batch_cost: 0.5245 data_cost: 0.0014 ips: 7.6265 images/s [04/11 02:11:45] ppdet.engine INFO: Epoch: [70] [4500/7329] learning_rate: 0.000100 loss_class: 0.483533 loss_bbox: 0.111850 loss_giou: 0.321216 loss_class_aux: 3.125796 loss_bbox_aux: 0.752702 loss_giou_aux: 2.119676 loss_class_dn: 0.267196 loss_bbox_dn: 0.112727 loss_giou_dn: 0.295837 loss_class_aux_dn: 1.449001 loss_bbox_aux_dn: 0.692787 loss_giou_aux_dn: 1.685072 loss: 11.127196 eta: 14:06:38 batch_cost: 0.4734 data_cost: 0.0011 ips: 8.4496 images/s [04/11 02:12:39] ppdet.engine INFO: Epoch: [70] [4600/7329] learning_rate: 0.000100 loss_class: 0.580842 loss_bbox: 0.145926 loss_giou: 0.499632 loss_class_aux: 3.660539 loss_bbox_aux: 0.985164 loss_giou_aux: 3.042459 loss_class_dn: 0.357909 loss_bbox_dn: 0.134757 loss_giou_dn: 0.459386 loss_class_aux_dn: 1.908966 loss_bbox_aux_dn: 0.815163 loss_giou_aux_dn: 2.514116 loss: 15.466906 eta: 14:05:46 batch_cost: 0.4819 data_cost: 0.0012 ips: 8.3011 images/s [04/11 02:13:32] ppdet.engine INFO: Epoch: [70] [4700/7329] learning_rate: 0.000100 loss_class: 0.545422 loss_bbox: 0.114634 loss_giou: 0.386288 loss_class_aux: 3.476293 loss_bbox_aux: 0.789790 loss_giou_aux: 2.283194 loss_class_dn: 0.325363 loss_bbox_dn: 0.129581 loss_giou_dn: 0.336909 loss_class_aux_dn: 1.788412 loss_bbox_aux_dn: 0.803791 loss_giou_aux_dn: 1.894093 loss: 12.882750 eta: 14:04:53 batch_cost: 0.4763 data_cost: 0.0012 ips: 8.3984 images/s [04/11 02:14:26] ppdet.engine INFO: Epoch: [70] [4800/7329] learning_rate: 0.000100 loss_class: 0.585383 loss_bbox: 0.126202 loss_giou: 0.332640 loss_class_aux: 3.545579 loss_bbox_aux: 0.854265 loss_giou_aux: 2.083469 loss_class_dn: 0.320198 loss_bbox_dn: 0.138298 loss_giou_dn: 0.340309 loss_class_aux_dn: 1.742074 loss_bbox_aux_dn: 0.819276 loss_giou_aux_dn: 1.930840 loss: 13.980308 eta: 14:04:00 batch_cost: 0.4769 data_cost: 0.0012 ips: 8.3882 images/s [04/11 02:15:19] ppdet.engine INFO: Epoch: [70] [4900/7329] learning_rate: 0.000100 loss_class: 0.625051 loss_bbox: 0.126740 loss_giou: 0.410905 loss_class_aux: 3.950295 loss_bbox_aux: 0.861519 loss_giou_aux: 2.633977 loss_class_dn: 0.378589 loss_bbox_dn: 0.135235 loss_giou_dn: 0.379989 loss_class_aux_dn: 1.994376 loss_bbox_aux_dn: 0.852640 loss_giou_aux_dn: 2.182006 loss: 15.903733 eta: 14:03:08 batch_cost: 0.4759 data_cost: 0.0013 ips: 8.4059 images/s [04/11 02:16:12] ppdet.engine INFO: Epoch: [70] [5000/7329] learning_rate: 0.000100 loss_class: 0.608167 loss_bbox: 0.139160 loss_giou: 0.374696 loss_class_aux: 3.873148 loss_bbox_aux: 0.955819 loss_giou_aux: 2.372690 loss_class_dn: 0.341648 loss_bbox_dn: 0.134543 loss_giou_dn: 0.347652 loss_class_aux_dn: 1.837746 loss_bbox_aux_dn: 0.840246 loss_giou_aux_dn: 1.942420 loss: 14.717991 eta: 14:02:15 batch_cost: 0.4676 data_cost: 0.0014 ips: 8.5548 images/s [04/11 02:17:08] ppdet.engine INFO: Epoch: [70] [5100/7329] learning_rate: 0.000100 loss_class: 0.559107 loss_bbox: 0.117655 loss_giou: 0.361719 loss_class_aux: 3.404900 loss_bbox_aux: 0.786462 loss_giou_aux: 2.326465 loss_class_dn: 0.312118 loss_bbox_dn: 0.127315 loss_giou_dn: 0.342447 loss_class_aux_dn: 1.718763 loss_bbox_aux_dn: 0.723229 loss_giou_aux_dn: 1.896568 loss: 13.324749 eta: 14:01:23 batch_cost: 0.5000 data_cost: 0.0013 ips: 8.0000 images/s [04/11 02:18:01] ppdet.engine INFO: Epoch: [70] [5200/7329] learning_rate: 0.000100 loss_class: 0.539038 loss_bbox: 0.137031 loss_giou: 0.424440 loss_class_aux: 3.297963 loss_bbox_aux: 0.908255 loss_giou_aux: 2.681421 loss_class_dn: 0.324893 loss_bbox_dn: 0.129104 loss_giou_dn: 0.375924 loss_class_aux_dn: 1.717309 loss_bbox_aux_dn: 0.781780 loss_giou_aux_dn: 2.086326 loss: 13.717785 eta: 14:00:30 batch_cost: 0.4681 data_cost: 0.0013 ips: 8.5460 images/s [04/11 02:18:55] ppdet.engine INFO: Epoch: [70] [5300/7329] learning_rate: 0.000100 loss_class: 0.585260 loss_bbox: 0.135636 loss_giou: 0.365238 loss_class_aux: 3.618195 loss_bbox_aux: 0.897532 loss_giou_aux: 2.305357 loss_class_dn: 0.336408 loss_bbox_dn: 0.127616 loss_giou_dn: 0.347648 loss_class_aux_dn: 1.828342 loss_bbox_aux_dn: 0.782268 loss_giou_aux_dn: 1.932550 loss: 14.220034 eta: 13:59:38 batch_cost: 0.4844 data_cost: 0.0012 ips: 8.2584 images/s [04/11 02:19:53] ppdet.engine INFO: Epoch: [70] [5400/7329] learning_rate: 0.000100 loss_class: 0.548388 loss_bbox: 0.111793 loss_giou: 0.370483 loss_class_aux: 3.591693 loss_bbox_aux: 0.729987 loss_giou_aux: 2.405766 loss_class_dn: 0.318007 loss_bbox_dn: 0.116017 loss_giou_dn: 0.331850 loss_class_aux_dn: 1.714345 loss_bbox_aux_dn: 0.697711 loss_giou_aux_dn: 1.897241 loss: 13.344213 eta: 13:58:46 batch_cost: 0.5191 data_cost: 0.0015 ips: 7.7058 images/s [04/11 02:20:50] ppdet.engine INFO: Epoch: [70] [5500/7329] learning_rate: 0.000100 loss_class: 0.580100 loss_bbox: 0.129900 loss_giou: 0.385400 loss_class_aux: 3.773628 loss_bbox_aux: 0.853434 loss_giou_aux: 2.395537 loss_class_dn: 0.335961 loss_bbox_dn: 0.134654 loss_giou_dn: 0.356542 loss_class_aux_dn: 1.773621 loss_bbox_aux_dn: 0.804478 loss_giou_aux_dn: 1.965178 loss: 13.781260 eta: 13:57:54 batch_cost: 0.5046 data_cost: 0.0016 ips: 7.9274 images/s [04/11 02:21:46] ppdet.engine INFO: Epoch: [70] [5600/7329] learning_rate: 0.000100 loss_class: 0.525704 loss_bbox: 0.135232 loss_giou: 0.365551 loss_class_aux: 3.332047 loss_bbox_aux: 0.895712 loss_giou_aux: 2.331310 loss_class_dn: 0.302709 loss_bbox_dn: 0.150370 loss_giou_dn: 0.332048 loss_class_aux_dn: 1.638734 loss_bbox_aux_dn: 0.876389 loss_giou_aux_dn: 1.870323 loss: 12.590511 eta: 13:57:02 batch_cost: 0.4987 data_cost: 0.0014 ips: 8.0213 images/s [04/11 02:22:39] ppdet.engine INFO: Epoch: [70] [5700/7329] learning_rate: 0.000100 loss_class: 0.553487 loss_bbox: 0.115626 loss_giou: 0.398557 loss_class_aux: 3.589427 loss_bbox_aux: 0.789096 loss_giou_aux: 2.494950 loss_class_dn: 0.300260 loss_bbox_dn: 0.125148 loss_giou_dn: 0.325907 loss_class_aux_dn: 1.643579 loss_bbox_aux_dn: 0.775468 loss_giou_aux_dn: 1.899872 loss: 13.223475 eta: 13:56:09 batch_cost: 0.4697 data_cost: 0.0013 ips: 8.5163 images/s [04/11 02:23:34] ppdet.engine INFO: Epoch: [70] [5800/7329] learning_rate: 0.000100 loss_class: 0.558802 loss_bbox: 0.132038 loss_giou: 0.394481 loss_class_aux: 3.386683 loss_bbox_aux: 0.865052 loss_giou_aux: 2.511864 loss_class_dn: 0.340544 loss_bbox_dn: 0.131752 loss_giou_dn: 0.373971 loss_class_aux_dn: 1.846659 loss_bbox_aux_dn: 0.775494 loss_giou_aux_dn: 2.083046 loss: 14.441810 eta: 13:55:17 batch_cost: 0.4831 data_cost: 0.0013 ips: 8.2798 images/s [04/11 02:24:30] ppdet.engine INFO: Epoch: [70] [5900/7329] learning_rate: 0.000100 loss_class: 0.569684 loss_bbox: 0.116833 loss_giou: 0.367297 loss_class_aux: 3.503129 loss_bbox_aux: 0.757582 loss_giou_aux: 2.403113 loss_class_dn: 0.341025 loss_bbox_dn: 0.127592 loss_giou_dn: 0.333486 loss_class_aux_dn: 1.772845 loss_bbox_aux_dn: 0.790783 loss_giou_aux_dn: 1.893913 loss: 14.033269 eta: 13:54:25 batch_cost: 0.5018 data_cost: 0.0014 ips: 7.9711 images/s [04/11 02:25:25] ppdet.engine INFO: Epoch: [70] [6000/7329] learning_rate: 0.000100 loss_class: 0.559767 loss_bbox: 0.132205 loss_giou: 0.371080 loss_class_aux: 3.549461 loss_bbox_aux: 0.859622 loss_giou_aux: 2.220850 loss_class_dn: 0.321236 loss_bbox_dn: 0.123348 loss_giou_dn: 0.336133 loss_class_aux_dn: 1.708751 loss_bbox_aux_dn: 0.736160 loss_giou_aux_dn: 1.871967 loss: 13.895477 eta: 13:53:33 batch_cost: 0.4885 data_cost: 0.0013 ips: 8.1877 images/s [04/11 02:26:20] ppdet.engine INFO: Epoch: [70] [6100/7329] learning_rate: 0.000100 loss_class: 0.525079 loss_bbox: 0.122771 loss_giou: 0.310456 loss_class_aux: 3.268905 loss_bbox_aux: 0.816180 loss_giou_aux: 2.002368 loss_class_dn: 0.300561 loss_bbox_dn: 0.129917 loss_giou_dn: 0.302206 loss_class_aux_dn: 1.623435 loss_bbox_aux_dn: 0.777610 loss_giou_aux_dn: 1.712093 loss: 12.595297 eta: 13:52:40 batch_cost: 0.4982 data_cost: 0.0012 ips: 8.0294 images/s [04/11 02:27:22] ppdet.engine INFO: Epoch: [70] [6200/7329] learning_rate: 0.000100 loss_class: 0.569374 loss_bbox: 0.125927 loss_giou: 0.327937 loss_class_aux: 3.576230 loss_bbox_aux: 0.826261 loss_giou_aux: 2.130846 loss_class_dn: 0.311166 loss_bbox_dn: 0.131297 loss_giou_dn: 0.332503 loss_class_aux_dn: 1.649454 loss_bbox_aux_dn: 0.778946 loss_giou_aux_dn: 1.872915 loss: 13.063810 eta: 13:51:49 batch_cost: 0.5570 data_cost: 0.0012 ips: 7.1817 images/s [04/11 02:28:16] ppdet.engine INFO: Epoch: [70] [6300/7329] learning_rate: 0.000100 loss_class: 0.520207 loss_bbox: 0.131274 loss_giou: 0.387551 loss_class_aux: 3.249997 loss_bbox_aux: 0.837329 loss_giou_aux: 2.432842 loss_class_dn: 0.300407 loss_bbox_dn: 0.113455 loss_giou_dn: 0.332813 loss_class_aux_dn: 1.623199 loss_bbox_aux_dn: 0.704819 loss_giou_aux_dn: 1.908988 loss: 13.143795 eta: 13:50:57 batch_cost: 0.4829 data_cost: 0.0013 ips: 8.2827 images/s [04/11 02:29:17] ppdet.engine INFO: Epoch: [70] [6400/7329] learning_rate: 0.000100 loss_class: 0.524005 loss_bbox: 0.124686 loss_giou: 0.346417 loss_class_aux: 3.482471 loss_bbox_aux: 0.861564 loss_giou_aux: 2.189148 loss_class_dn: 0.300441 loss_bbox_dn: 0.141548 loss_giou_dn: 0.308407 loss_class_aux_dn: 1.623618 loss_bbox_aux_dn: 0.850478 loss_giou_aux_dn: 1.738152 loss: 12.622814 eta: 13:50:06 batch_cost: 0.5413 data_cost: 0.0012 ips: 7.3900 images/s [04/11 02:30:15] ppdet.engine INFO: Epoch: [70] [6500/7329] learning_rate: 0.000100 loss_class: 0.610086 loss_bbox: 0.120110 loss_giou: 0.379062 loss_class_aux: 3.839487 loss_bbox_aux: 0.791979 loss_giou_aux: 2.336925 loss_class_dn: 0.326638 loss_bbox_dn: 0.122403 loss_giou_dn: 0.361031 loss_class_aux_dn: 1.791823 loss_bbox_aux_dn: 0.779065 loss_giou_aux_dn: 2.030146 loss: 13.443157 eta: 13:49:14 batch_cost: 0.5136 data_cost: 0.0014 ips: 7.7882 images/s [04/11 02:31:10] ppdet.engine INFO: Epoch: [70] [6600/7329] learning_rate: 0.000100 loss_class: 0.588940 loss_bbox: 0.153500 loss_giou: 0.375091 loss_class_aux: 3.879574 loss_bbox_aux: 1.043744 loss_giou_aux: 2.345525 loss_class_dn: 0.334847 loss_bbox_dn: 0.159715 loss_giou_dn: 0.352946 loss_class_aux_dn: 1.825493 loss_bbox_aux_dn: 0.932081 loss_giou_aux_dn: 1.981544 loss: 13.736207 eta: 13:48:22 batch_cost: 0.4917 data_cost: 0.0012 ips: 8.1353 images/s [04/11 02:32:04] ppdet.engine INFO: Epoch: [70] [6700/7329] learning_rate: 0.000100 loss_class: 0.615956 loss_bbox: 0.143871 loss_giou: 0.383370 loss_class_aux: 3.881648 loss_bbox_aux: 0.999736 loss_giou_aux: 2.443414 loss_class_dn: 0.348511 loss_bbox_dn: 0.132466 loss_giou_dn: 0.360716 loss_class_aux_dn: 1.847964 loss_bbox_aux_dn: 0.831520 loss_giou_aux_dn: 2.033432 loss: 14.842222 eta: 13:47:29 batch_cost: 0.4791 data_cost: 0.0013 ips: 8.3487 images/s [04/11 02:32:58] ppdet.engine INFO: Epoch: [70] [6800/7329] learning_rate: 0.000100 loss_class: 0.489469 loss_bbox: 0.125126 loss_giou: 0.319262 loss_class_aux: 3.053690 loss_bbox_aux: 0.786613 loss_giou_aux: 2.040630 loss_class_dn: 0.277283 loss_bbox_dn: 0.119031 loss_giou_dn: 0.296506 loss_class_aux_dn: 1.531318 loss_bbox_aux_dn: 0.725912 loss_giou_aux_dn: 1.729008 loss: 12.406663 eta: 13:46:37 batch_cost: 0.4800 data_cost: 0.0013 ips: 8.3331 images/s [04/11 02:33:52] ppdet.engine INFO: Epoch: [70] [6900/7329] learning_rate: 0.000100 loss_class: 0.512275 loss_bbox: 0.118959 loss_giou: 0.305813 loss_class_aux: 3.123614 loss_bbox_aux: 0.813684 loss_giou_aux: 1.940373 loss_class_dn: 0.279883 loss_bbox_dn: 0.122224 loss_giou_dn: 0.313142 loss_class_aux_dn: 1.442796 loss_bbox_aux_dn: 0.774021 loss_giou_aux_dn: 1.738881 loss: 11.880291 eta: 13:45:44 batch_cost: 0.4877 data_cost: 0.0013 ips: 8.2011 images/s [04/11 02:34:53] ppdet.engine INFO: Epoch: [70] [7000/7329] learning_rate: 0.000100 loss_class: 0.550025 loss_bbox: 0.127943 loss_giou: 0.407796 loss_class_aux: 3.525329 loss_bbox_aux: 0.856012 loss_giou_aux: 2.549085 loss_class_dn: 0.336842 loss_bbox_dn: 0.128062 loss_giou_dn: 0.345078 loss_class_aux_dn: 1.838072 loss_bbox_aux_dn: 0.764212 loss_giou_aux_dn: 1.921606 loss: 13.541561 eta: 13:44:53 batch_cost: 0.5426 data_cost: 0.0012 ips: 7.3716 images/s [04/11 02:35:48] ppdet.engine INFO: Epoch: [70] [7100/7329] learning_rate: 0.000100 loss_class: 0.494391 loss_bbox: 0.133185 loss_giou: 0.364384 loss_class_aux: 3.352350 loss_bbox_aux: 0.827600 loss_giou_aux: 2.300133 loss_class_dn: 0.300720 loss_bbox_dn: 0.124312 loss_giou_dn: 0.313638 loss_class_aux_dn: 1.657548 loss_bbox_aux_dn: 0.760434 loss_giou_aux_dn: 1.787806 loss: 12.653467 eta: 13:44:01 batch_cost: 0.4972 data_cost: 0.0013 ips: 8.0450 images/s [04/11 02:36:45] ppdet.engine INFO: Epoch: [70] [7200/7329] learning_rate: 0.000100 loss_class: 0.543036 loss_bbox: 0.114350 loss_giou: 0.354558 loss_class_aux: 3.452333 loss_bbox_aux: 0.773261 loss_giou_aux: 2.129837 loss_class_dn: 0.302879 loss_bbox_dn: 0.112473 loss_giou_dn: 0.281099 loss_class_aux_dn: 1.655932 loss_bbox_aux_dn: 0.702099 loss_giou_aux_dn: 1.605400 loss: 12.208759 eta: 13:43:09 batch_cost: 0.5020 data_cost: 0.0015 ips: 7.9678 images/s [04/11 02:37:42] ppdet.engine INFO: Epoch: [70] [7300/7329] learning_rate: 0.000100 loss_class: 0.570161 loss_bbox: 0.123582 loss_giou: 0.405873 loss_class_aux: 3.628985 loss_bbox_aux: 0.865289 loss_giou_aux: 2.557939 loss_class_dn: 0.337953 loss_bbox_dn: 0.122443 loss_giou_dn: 0.351281 loss_class_aux_dn: 1.762070 loss_bbox_aux_dn: 0.767848 loss_giou_aux_dn: 2.016298 loss: 13.389426 eta: 13:42:17 batch_cost: 0.5060 data_cost: 0.0012 ips: 7.9056 images/s [04/11 02:38:03] ppdet.engine INFO: Eval iter: 0 [04/11 02:38:29] ppdet.engine INFO: Eval iter: 100 [04/11 02:38:55] ppdet.engine INFO: Eval iter: 200 [04/11 02:39:22] ppdet.engine INFO: Eval iter: 300 [04/11 02:39:48] ppdet.engine INFO: Eval iter: 400 [04/11 02:40:15] ppdet.engine INFO: Eval iter: 500 [04/11 02:40:41] ppdet.engine INFO: Eval iter: 600 [04/11 02:41:10] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.58s) creating index... index created! [04/11 02:41:11] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.96s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=109.50s). Accumulating evaluation results... DONE (t=26.38s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.343 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.657 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/11 02:43:51] ppdet.engine INFO: Total sample number: 5000, average FPS: 30.26311178714705 [04/11 02:43:51] ppdet.engine INFO: Best test bbox ap is 0.530. [04/11 02:43:53] ppdet.engine INFO: Epoch: [71] [ 0/7329] learning_rate: 0.000100 loss_class: 0.592125 loss_bbox: 0.122111 loss_giou: 0.411980 loss_class_aux: 3.661866 loss_bbox_aux: 0.875943 loss_giou_aux: 2.557939 loss_class_dn: 0.342479 loss_bbox_dn: 0.127091 loss_giou_dn: 0.357196 loss_class_aux_dn: 1.782185 loss_bbox_aux_dn: 0.803017 loss_giou_aux_dn: 2.036403 loss: 13.919151 eta: 13:42:02 batch_cost: 0.5173 data_cost: 0.0013 ips: 7.7327 images/s [04/11 02:44:48] ppdet.engine INFO: Epoch: [71] [ 100/7329] learning_rate: 0.000100 loss_class: 0.546479 loss_bbox: 0.108785 loss_giou: 0.354603 loss_class_aux: 3.481298 loss_bbox_aux: 0.749020 loss_giou_aux: 2.301114 loss_class_dn: 0.296011 loss_bbox_dn: 0.122796 loss_giou_dn: 0.321473 loss_class_aux_dn: 1.527422 loss_bbox_aux_dn: 0.718099 loss_giou_aux_dn: 1.796665 loss: 12.840693 eta: 13:41:10 batch_cost: 0.4969 data_cost: 0.0013 ips: 8.0504 images/s [04/11 02:45:43] ppdet.engine INFO: Epoch: [71] [ 200/7329] learning_rate: 0.000100 loss_class: 0.654245 loss_bbox: 0.121209 loss_giou: 0.424213 loss_class_aux: 4.199993 loss_bbox_aux: 0.826768 loss_giou_aux: 2.691439 loss_class_dn: 0.361061 loss_bbox_dn: 0.131739 loss_giou_dn: 0.394633 loss_class_aux_dn: 1.946062 loss_bbox_aux_dn: 0.782328 loss_giou_aux_dn: 2.155984 loss: 14.290874 eta: 13:40:17 batch_cost: 0.4853 data_cost: 0.0012 ips: 8.2426 images/s [04/11 02:46:36] ppdet.engine INFO: Epoch: [71] [ 300/7329] learning_rate: 0.000100 loss_class: 0.548775 loss_bbox: 0.121536 loss_giou: 0.373901 loss_class_aux: 3.404181 loss_bbox_aux: 0.808462 loss_giou_aux: 2.435840 loss_class_dn: 0.314100 loss_bbox_dn: 0.123159 loss_giou_dn: 0.360389 loss_class_aux_dn: 1.661286 loss_bbox_aux_dn: 0.749895 loss_giou_aux_dn: 1.973777 loss: 13.193970 eta: 13:39:25 batch_cost: 0.4748 data_cost: 0.0013 ips: 8.4249 images/s [04/11 02:47:29] ppdet.engine INFO: Epoch: [71] [ 400/7329] learning_rate: 0.000100 loss_class: 0.501782 loss_bbox: 0.124496 loss_giou: 0.365274 loss_class_aux: 3.185098 loss_bbox_aux: 0.815334 loss_giou_aux: 2.272764 loss_class_dn: 0.307068 loss_bbox_dn: 0.116399 loss_giou_dn: 0.314026 loss_class_aux_dn: 1.622520 loss_bbox_aux_dn: 0.681230 loss_giou_aux_dn: 1.816553 loss: 13.023849 eta: 13:38:32 batch_cost: 0.4678 data_cost: 0.0012 ips: 8.5500 images/s [04/11 02:48:22] ppdet.engine INFO: Epoch: [71] [ 500/7329] learning_rate: 0.000100 loss_class: 0.550885 loss_bbox: 0.139740 loss_giou: 0.377350 loss_class_aux: 3.488162 loss_bbox_aux: 0.878310 loss_giou_aux: 2.442288 loss_class_dn: 0.309187 loss_bbox_dn: 0.134015 loss_giou_dn: 0.353573 loss_class_aux_dn: 1.675981 loss_bbox_aux_dn: 0.829721 loss_giou_aux_dn: 2.018872 loss: 13.455568 eta: 13:37:40 batch_cost: 0.4744 data_cost: 0.0013 ips: 8.4321 images/s [04/11 02:49:18] ppdet.engine INFO: Epoch: [71] [ 600/7329] learning_rate: 0.000100 loss_class: 0.558437 loss_bbox: 0.130015 loss_giou: 0.372070 loss_class_aux: 3.695057 loss_bbox_aux: 0.923609 loss_giou_aux: 2.457742 loss_class_dn: 0.322935 loss_bbox_dn: 0.131039 loss_giou_dn: 0.337861 loss_class_aux_dn: 1.753460 loss_bbox_aux_dn: 0.817907 loss_giou_aux_dn: 1.913099 loss: 13.406197 eta: 13:36:47 batch_cost: 0.4912 data_cost: 0.0013 ips: 8.1436 images/s [04/11 02:50:11] ppdet.engine INFO: Epoch: [71] [ 700/7329] learning_rate: 0.000100 loss_class: 0.556371 loss_bbox: 0.142547 loss_giou: 0.401291 loss_class_aux: 3.487687 loss_bbox_aux: 0.930730 loss_giou_aux: 2.545375 loss_class_dn: 0.324390 loss_bbox_dn: 0.131550 loss_giou_dn: 0.353395 loss_class_aux_dn: 1.761844 loss_bbox_aux_dn: 0.762978 loss_giou_aux_dn: 2.000301 loss: 14.207868 eta: 13:35:55 batch_cost: 0.4791 data_cost: 0.0012 ips: 8.3496 images/s [04/11 02:51:06] ppdet.engine INFO: Epoch: [71] [ 800/7329] learning_rate: 0.000100 loss_class: 0.554471 loss_bbox: 0.127207 loss_giou: 0.394658 loss_class_aux: 3.428705 loss_bbox_aux: 0.856209 loss_giou_aux: 2.495107 loss_class_dn: 0.319265 loss_bbox_dn: 0.132717 loss_giou_dn: 0.358699 loss_class_aux_dn: 1.727194 loss_bbox_aux_dn: 0.796268 loss_giou_aux_dn: 1.974432 loss: 13.762240 eta: 13:35:03 batch_cost: 0.4897 data_cost: 0.0012 ips: 8.1677 images/s [04/11 02:52:03] ppdet.engine INFO: Epoch: [71] [ 900/7329] learning_rate: 0.000100 loss_class: 0.533124 loss_bbox: 0.131514 loss_giou: 0.332412 loss_class_aux: 3.434767 loss_bbox_aux: 0.894034 loss_giou_aux: 2.047441 loss_class_dn: 0.295087 loss_bbox_dn: 0.137756 loss_giou_dn: 0.293842 loss_class_aux_dn: 1.620692 loss_bbox_aux_dn: 0.870727 loss_giou_aux_dn: 1.675938 loss: 12.762087 eta: 13:34:11 batch_cost: 0.5135 data_cost: 0.0012 ips: 7.7901 images/s [04/11 02:52:57] ppdet.engine INFO: Epoch: [71] [1000/7329] learning_rate: 0.000100 loss_class: 0.547733 loss_bbox: 0.139970 loss_giou: 0.374981 loss_class_aux: 3.513686 loss_bbox_aux: 0.849584 loss_giou_aux: 2.420437 loss_class_dn: 0.332284 loss_bbox_dn: 0.132906 loss_giou_dn: 0.351528 loss_class_aux_dn: 1.787597 loss_bbox_aux_dn: 0.808738 loss_giou_aux_dn: 1.965420 loss: 14.471476 eta: 13:33:18 batch_cost: 0.4741 data_cost: 0.0013 ips: 8.4367 images/s [04/11 02:53:54] ppdet.engine INFO: Epoch: [71] [1100/7329] learning_rate: 0.000100 loss_class: 0.506090 loss_bbox: 0.151477 loss_giou: 0.388960 loss_class_aux: 3.204648 loss_bbox_aux: 0.946814 loss_giou_aux: 2.400672 loss_class_dn: 0.302247 loss_bbox_dn: 0.141726 loss_giou_dn: 0.327981 loss_class_aux_dn: 1.615498 loss_bbox_aux_dn: 0.853641 loss_giou_aux_dn: 1.813058 loss: 12.887855 eta: 13:32:26 batch_cost: 0.5136 data_cost: 0.0013 ips: 7.7885 images/s [04/11 02:54:49] ppdet.engine INFO: Epoch: [71] [1200/7329] learning_rate: 0.000100 loss_class: 0.559894 loss_bbox: 0.111939 loss_giou: 0.352313 loss_class_aux: 3.544191 loss_bbox_aux: 0.734123 loss_giou_aux: 2.269736 loss_class_dn: 0.345445 loss_bbox_dn: 0.113157 loss_giou_dn: 0.344779 loss_class_aux_dn: 1.895697 loss_bbox_aux_dn: 0.681256 loss_giou_aux_dn: 1.924204 loss: 14.473276 eta: 13:31:34 batch_cost: 0.4856 data_cost: 0.0013 ips: 8.2381 images/s [04/11 02:55:44] ppdet.engine INFO: Epoch: [71] [1300/7329] learning_rate: 0.000100 loss_class: 0.511447 loss_bbox: 0.120742 loss_giou: 0.310396 loss_class_aux: 3.252748 loss_bbox_aux: 0.803072 loss_giou_aux: 1.953064 loss_class_dn: 0.296744 loss_bbox_dn: 0.134537 loss_giou_dn: 0.298896 loss_class_aux_dn: 1.638075 loss_bbox_aux_dn: 0.808480 loss_giou_aux_dn: 1.670796 loss: 12.510669 eta: 13:30:42 batch_cost: 0.4902 data_cost: 0.0014 ips: 8.1595 images/s [04/11 02:56:39] ppdet.engine INFO: Epoch: [71] [1400/7329] learning_rate: 0.000100 loss_class: 0.576718 loss_bbox: 0.126664 loss_giou: 0.405071 loss_class_aux: 3.651556 loss_bbox_aux: 0.861189 loss_giou_aux: 2.536292 loss_class_dn: 0.331796 loss_bbox_dn: 0.120819 loss_giou_dn: 0.359090 loss_class_aux_dn: 1.711884 loss_bbox_aux_dn: 0.757729 loss_giou_aux_dn: 2.036367 loss: 13.878771 eta: 13:29:49 batch_cost: 0.4874 data_cost: 0.0013 ips: 8.2065 images/s [04/11 02:57:36] ppdet.engine INFO: Epoch: [71] [1500/7329] learning_rate: 0.000100 loss_class: 0.517520 loss_bbox: 0.119661 loss_giou: 0.278175 loss_class_aux: 3.453624 loss_bbox_aux: 0.786319 loss_giou_aux: 1.744470 loss_class_dn: 0.271563 loss_bbox_dn: 0.126453 loss_giou_dn: 0.268295 loss_class_aux_dn: 1.533777 loss_bbox_aux_dn: 0.764828 loss_giou_aux_dn: 1.556867 loss: 12.143532 eta: 13:28:58 batch_cost: 0.5176 data_cost: 0.0014 ips: 7.7285 images/s [04/11 02:58:30] ppdet.engine INFO: Epoch: [71] [1600/7329] learning_rate: 0.000100 loss_class: 0.547674 loss_bbox: 0.134757 loss_giou: 0.347105 loss_class_aux: 3.423554 loss_bbox_aux: 0.887518 loss_giou_aux: 2.220024 loss_class_dn: 0.300066 loss_bbox_dn: 0.130060 loss_giou_dn: 0.308748 loss_class_aux_dn: 1.624452 loss_bbox_aux_dn: 0.767482 loss_giou_aux_dn: 1.797804 loss: 13.460831 eta: 13:28:05 batch_cost: 0.4734 data_cost: 0.0013 ips: 8.4496 images/s [04/11 02:59:23] ppdet.engine INFO: Epoch: [71] [1700/7329] learning_rate: 0.000100 loss_class: 0.525612 loss_bbox: 0.130663 loss_giou: 0.394640 loss_class_aux: 3.322409 loss_bbox_aux: 0.816207 loss_giou_aux: 2.530611 loss_class_dn: 0.338945 loss_bbox_dn: 0.112987 loss_giou_dn: 0.362653 loss_class_aux_dn: 1.790475 loss_bbox_aux_dn: 0.671950 loss_giou_aux_dn: 2.020258 loss: 13.302097 eta: 13:27:13 batch_cost: 0.4709 data_cost: 0.0012 ips: 8.4938 images/s [04/11 03:00:17] ppdet.engine INFO: Epoch: [71] [1800/7329] learning_rate: 0.000100 loss_class: 0.616455 loss_bbox: 0.130173 loss_giou: 0.403712 loss_class_aux: 3.756119 loss_bbox_aux: 0.904370 loss_giou_aux: 2.552004 loss_class_dn: 0.353844 loss_bbox_dn: 0.130728 loss_giou_dn: 0.364377 loss_class_aux_dn: 1.839475 loss_bbox_aux_dn: 0.811781 loss_giou_aux_dn: 1.993199 loss: 14.460846 eta: 13:26:20 batch_cost: 0.4826 data_cost: 0.0012 ips: 8.2891 images/s [04/11 03:01:16] ppdet.engine INFO: Epoch: [71] [1900/7329] learning_rate: 0.000100 loss_class: 0.518418 loss_bbox: 0.138286 loss_giou: 0.362203 loss_class_aux: 3.250945 loss_bbox_aux: 0.907578 loss_giou_aux: 2.346385 loss_class_dn: 0.306339 loss_bbox_dn: 0.132835 loss_giou_dn: 0.328602 loss_class_aux_dn: 1.664359 loss_bbox_aux_dn: 0.835353 loss_giou_aux_dn: 1.891059 loss: 12.925557 eta: 13:25:28 batch_cost: 0.5187 data_cost: 0.0016 ips: 7.7111 images/s [04/11 03:02:09] ppdet.engine INFO: Epoch: [71] [2000/7329] learning_rate: 0.000100 loss_class: 0.644104 loss_bbox: 0.135245 loss_giou: 0.454877 loss_class_aux: 4.011383 loss_bbox_aux: 0.893672 loss_giou_aux: 2.863685 loss_class_dn: 0.372742 loss_bbox_dn: 0.133652 loss_giou_dn: 0.432005 loss_class_aux_dn: 2.027076 loss_bbox_aux_dn: 0.814640 loss_giou_aux_dn: 2.385766 loss: 15.739346 eta: 13:24:36 batch_cost: 0.4732 data_cost: 0.0012 ips: 8.4524 images/s [04/11 03:03:02] ppdet.engine INFO: Epoch: [71] [2100/7329] learning_rate: 0.000100 loss_class: 0.551854 loss_bbox: 0.109210 loss_giou: 0.344189 loss_class_aux: 3.371219 loss_bbox_aux: 0.744213 loss_giou_aux: 2.216767 loss_class_dn: 0.316029 loss_bbox_dn: 0.110016 loss_giou_dn: 0.322203 loss_class_aux_dn: 1.722626 loss_bbox_aux_dn: 0.658863 loss_giou_aux_dn: 1.799453 loss: 12.639679 eta: 13:23:43 batch_cost: 0.4744 data_cost: 0.0013 ips: 8.4322 images/s [04/11 03:03:57] ppdet.engine INFO: Epoch: [71] [2200/7329] learning_rate: 0.000100 loss_class: 0.522910 loss_bbox: 0.119633 loss_giou: 0.363443 loss_class_aux: 3.344335 loss_bbox_aux: 0.803624 loss_giou_aux: 2.248859 loss_class_dn: 0.302614 loss_bbox_dn: 0.133031 loss_giou_dn: 0.338028 loss_class_aux_dn: 1.607248 loss_bbox_aux_dn: 0.801060 loss_giou_aux_dn: 1.900259 loss: 12.779037 eta: 13:22:51 batch_cost: 0.4881 data_cost: 0.0022 ips: 8.1951 images/s [04/11 03:05:01] ppdet.engine INFO: Epoch: [71] [2300/7329] learning_rate: 0.000100 loss_class: 0.611539 loss_bbox: 0.143077 loss_giou: 0.427732 loss_class_aux: 3.912767 loss_bbox_aux: 0.914361 loss_giou_aux: 2.726460 loss_class_dn: 0.354133 loss_bbox_dn: 0.134573 loss_giou_dn: 0.397135 loss_class_aux_dn: 1.882275 loss_bbox_aux_dn: 0.776515 loss_giou_aux_dn: 2.248949 loss: 15.689802 eta: 13:22:00 batch_cost: 0.5585 data_cost: 0.0017 ips: 7.1622 images/s [04/11 03:05:57] ppdet.engine INFO: Epoch: [71] [2400/7329] learning_rate: 0.000100 loss_class: 0.565810 loss_bbox: 0.130490 loss_giou: 0.413217 loss_class_aux: 3.665401 loss_bbox_aux: 0.857761 loss_giou_aux: 2.668540 loss_class_dn: 0.345450 loss_bbox_dn: 0.124914 loss_giou_dn: 0.358863 loss_class_aux_dn: 1.878098 loss_bbox_aux_dn: 0.786066 loss_giou_aux_dn: 1.978549 loss: 13.822644 eta: 13:21:08 batch_cost: 0.4919 data_cost: 0.0023 ips: 8.1311 images/s [04/11 03:06:53] ppdet.engine INFO: Epoch: [71] [2500/7329] learning_rate: 0.000100 loss_class: 0.568611 loss_bbox: 0.133204 loss_giou: 0.442774 loss_class_aux: 3.570277 loss_bbox_aux: 0.903894 loss_giou_aux: 2.835274 loss_class_dn: 0.351049 loss_bbox_dn: 0.123488 loss_giou_dn: 0.366637 loss_class_aux_dn: 1.909227 loss_bbox_aux_dn: 0.730910 loss_giou_aux_dn: 2.050653 loss: 14.165370 eta: 13:20:16 batch_cost: 0.4945 data_cost: 0.0013 ips: 8.0895 images/s [04/11 03:07:46] ppdet.engine INFO: Epoch: [71] [2600/7329] learning_rate: 0.000100 loss_class: 0.567853 loss_bbox: 0.128915 loss_giou: 0.339540 loss_class_aux: 3.679931 loss_bbox_aux: 0.875558 loss_giou_aux: 2.135509 loss_class_dn: 0.327822 loss_bbox_dn: 0.133248 loss_giou_dn: 0.330405 loss_class_aux_dn: 1.766040 loss_bbox_aux_dn: 0.809950 loss_giou_aux_dn: 1.905475 loss: 12.902328 eta: 13:19:23 batch_cost: 0.4697 data_cost: 0.0013 ips: 8.5161 images/s [04/11 03:08:38] ppdet.engine INFO: Epoch: [71] [2700/7329] learning_rate: 0.000100 loss_class: 0.561219 loss_bbox: 0.141828 loss_giou: 0.355924 loss_class_aux: 3.642509 loss_bbox_aux: 0.946163 loss_giou_aux: 2.383764 loss_class_dn: 0.314677 loss_bbox_dn: 0.148597 loss_giou_dn: 0.317228 loss_class_aux_dn: 1.673480 loss_bbox_aux_dn: 0.862707 loss_giou_aux_dn: 1.760536 loss: 13.501451 eta: 13:18:30 batch_cost: 0.4695 data_cost: 0.0012 ips: 8.5198 images/s [04/11 03:09:36] ppdet.engine INFO: Epoch: [71] [2800/7329] learning_rate: 0.000100 loss_class: 0.568437 loss_bbox: 0.121060 loss_giou: 0.365399 loss_class_aux: 3.527472 loss_bbox_aux: 0.805373 loss_giou_aux: 2.420370 loss_class_dn: 0.314697 loss_bbox_dn: 0.128030 loss_giou_dn: 0.346651 loss_class_aux_dn: 1.723690 loss_bbox_aux_dn: 0.779575 loss_giou_aux_dn: 1.946019 loss: 13.488760 eta: 13:17:39 batch_cost: 0.5134 data_cost: 0.0012 ips: 7.7914 images/s [04/11 03:10:33] ppdet.engine INFO: Epoch: [71] [2900/7329] learning_rate: 0.000100 loss_class: 0.577495 loss_bbox: 0.151068 loss_giou: 0.475791 loss_class_aux: 3.649278 loss_bbox_aux: 0.955772 loss_giou_aux: 2.912971 loss_class_dn: 0.359789 loss_bbox_dn: 0.138503 loss_giou_dn: 0.387920 loss_class_aux_dn: 1.910864 loss_bbox_aux_dn: 0.833045 loss_giou_aux_dn: 2.145290 loss: 15.201106 eta: 13:16:47 batch_cost: 0.5135 data_cost: 0.0013 ips: 7.7900 images/s [04/11 03:11:29] ppdet.engine INFO: Epoch: [71] [3000/7329] learning_rate: 0.000100 loss_class: 0.606023 loss_bbox: 0.140157 loss_giou: 0.374041 loss_class_aux: 3.888885 loss_bbox_aux: 0.961163 loss_giou_aux: 2.277594 loss_class_dn: 0.324954 loss_bbox_dn: 0.141475 loss_giou_dn: 0.337791 loss_class_aux_dn: 1.770826 loss_bbox_aux_dn: 0.883382 loss_giou_aux_dn: 1.881054 loss: 13.770863 eta: 13:15:55 batch_cost: 0.5002 data_cost: 0.0012 ips: 7.9970 images/s [04/11 03:12:24] ppdet.engine INFO: Epoch: [71] [3100/7329] learning_rate: 0.000100 loss_class: 0.510388 loss_bbox: 0.139880 loss_giou: 0.389136 loss_class_aux: 3.281019 loss_bbox_aux: 0.928967 loss_giou_aux: 2.492727 loss_class_dn: 0.308958 loss_bbox_dn: 0.129859 loss_giou_dn: 0.349205 loss_class_aux_dn: 1.632431 loss_bbox_aux_dn: 0.793277 loss_giou_aux_dn: 1.947993 loss: 12.989182 eta: 13:15:03 batch_cost: 0.4982 data_cost: 0.0013 ips: 8.0290 images/s [04/11 03:13:18] ppdet.engine INFO: Epoch: [71] [3200/7329] learning_rate: 0.000100 loss_class: 0.538636 loss_bbox: 0.123750 loss_giou: 0.383633 loss_class_aux: 3.396903 loss_bbox_aux: 0.812301 loss_giou_aux: 2.375846 loss_class_dn: 0.325497 loss_bbox_dn: 0.115867 loss_giou_dn: 0.328240 loss_class_aux_dn: 1.729284 loss_bbox_aux_dn: 0.700452 loss_giou_aux_dn: 1.873905 loss: 12.651880 eta: 13:14:10 batch_cost: 0.4806 data_cost: 0.0012 ips: 8.3234 images/s [04/11 03:14:12] ppdet.engine INFO: Epoch: [71] [3300/7329] learning_rate: 0.000100 loss_class: 0.547868 loss_bbox: 0.149260 loss_giou: 0.360295 loss_class_aux: 3.510585 loss_bbox_aux: 0.971569 loss_giou_aux: 2.210340 loss_class_dn: 0.321234 loss_bbox_dn: 0.145651 loss_giou_dn: 0.339451 loss_class_aux_dn: 1.746170 loss_bbox_aux_dn: 0.865712 loss_giou_aux_dn: 1.975110 loss: 13.623550 eta: 13:13:18 batch_cost: 0.4764 data_cost: 0.0014 ips: 8.3971 images/s [04/11 03:15:05] ppdet.engine INFO: Epoch: [71] [3400/7329] learning_rate: 0.000100 loss_class: 0.563452 loss_bbox: 0.119950 loss_giou: 0.440963 loss_class_aux: 3.483915 loss_bbox_aux: 0.793470 loss_giou_aux: 2.829846 loss_class_dn: 0.358197 loss_bbox_dn: 0.122120 loss_giou_dn: 0.398808 loss_class_aux_dn: 1.913355 loss_bbox_aux_dn: 0.708475 loss_giou_aux_dn: 2.279243 loss: 14.424244 eta: 13:12:25 batch_cost: 0.4712 data_cost: 0.0013 ips: 8.4894 images/s [04/11 03:16:01] ppdet.engine INFO: Epoch: [71] [3500/7329] learning_rate: 0.000100 loss_class: 0.548150 loss_bbox: 0.132166 loss_giou: 0.312667 loss_class_aux: 3.348648 loss_bbox_aux: 0.874347 loss_giou_aux: 2.037282 loss_class_dn: 0.291830 loss_bbox_dn: 0.136586 loss_giou_dn: 0.311204 loss_class_aux_dn: 1.563654 loss_bbox_aux_dn: 0.854709 loss_giou_aux_dn: 1.732448 loss: 12.655859 eta: 13:11:33 batch_cost: 0.4987 data_cost: 0.0012 ips: 8.0213 images/s [04/11 03:16:55] ppdet.engine INFO: Epoch: [71] [3600/7329] learning_rate: 0.000100 loss_class: 0.627339 loss_bbox: 0.146465 loss_giou: 0.444934 loss_class_aux: 4.158464 loss_bbox_aux: 0.927775 loss_giou_aux: 2.805205 loss_class_dn: 0.367848 loss_bbox_dn: 0.131279 loss_giou_dn: 0.398013 loss_class_aux_dn: 2.004961 loss_bbox_aux_dn: 0.802797 loss_giou_aux_dn: 2.257452 loss: 15.583899 eta: 13:10:41 batch_cost: 0.4826 data_cost: 0.0012 ips: 8.2888 images/s [04/11 03:17:51] ppdet.engine INFO: Epoch: [71] [3700/7329] learning_rate: 0.000100 loss_class: 0.590423 loss_bbox: 0.138897 loss_giou: 0.439828 loss_class_aux: 3.685705 loss_bbox_aux: 0.882138 loss_giou_aux: 2.773617 loss_class_dn: 0.332384 loss_bbox_dn: 0.127735 loss_giou_dn: 0.390313 loss_class_aux_dn: 1.763347 loss_bbox_aux_dn: 0.782582 loss_giou_aux_dn: 2.201753 loss: 14.723030 eta: 13:09:49 batch_cost: 0.4994 data_cost: 0.0012 ips: 8.0094 images/s [04/11 03:18:48] ppdet.engine INFO: Epoch: [71] [3800/7329] learning_rate: 0.000100 loss_class: 0.561067 loss_bbox: 0.135897 loss_giou: 0.415857 loss_class_aux: 3.483157 loss_bbox_aux: 0.894694 loss_giou_aux: 2.584879 loss_class_dn: 0.324933 loss_bbox_dn: 0.135501 loss_giou_dn: 0.375625 loss_class_aux_dn: 1.725798 loss_bbox_aux_dn: 0.794127 loss_giou_aux_dn: 2.080188 loss: 14.170634 eta: 13:08:57 batch_cost: 0.5153 data_cost: 0.0014 ips: 7.7630 images/s [04/11 03:19:45] ppdet.engine INFO: Epoch: [71] [3900/7329] learning_rate: 0.000100 loss_class: 0.526646 loss_bbox: 0.123716 loss_giou: 0.398837 loss_class_aux: 3.477553 loss_bbox_aux: 0.781086 loss_giou_aux: 2.420565 loss_class_dn: 0.322864 loss_bbox_dn: 0.119509 loss_giou_dn: 0.350025 loss_class_aux_dn: 1.748280 loss_bbox_aux_dn: 0.689408 loss_giou_aux_dn: 1.935563 loss: 13.324749 eta: 13:08:05 batch_cost: 0.5025 data_cost: 0.0013 ips: 7.9607 images/s [04/11 03:20:39] ppdet.engine INFO: Epoch: [71] [4000/7329] learning_rate: 0.000100 loss_class: 0.550203 loss_bbox: 0.124560 loss_giou: 0.352027 loss_class_aux: 3.369260 loss_bbox_aux: 0.766136 loss_giou_aux: 2.238127 loss_class_dn: 0.293784 loss_bbox_dn: 0.125806 loss_giou_dn: 0.314872 loss_class_aux_dn: 1.584982 loss_bbox_aux_dn: 0.697621 loss_giou_aux_dn: 1.806067 loss: 12.915720 eta: 13:07:13 batch_cost: 0.4890 data_cost: 0.0012 ips: 8.1791 images/s [04/11 03:21:40] ppdet.engine INFO: Epoch: [71] [4100/7329] learning_rate: 0.000100 loss_class: 0.586123 loss_bbox: 0.140640 loss_giou: 0.380129 loss_class_aux: 3.779974 loss_bbox_aux: 0.912826 loss_giou_aux: 2.408190 loss_class_dn: 0.325551 loss_bbox_dn: 0.137274 loss_giou_dn: 0.347509 loss_class_aux_dn: 1.751192 loss_bbox_aux_dn: 0.832739 loss_giou_aux_dn: 1.980264 loss: 13.807482 eta: 13:06:21 batch_cost: 0.5417 data_cost: 0.0013 ips: 7.3848 images/s [04/11 03:22:39] ppdet.engine INFO: Epoch: [71] [4200/7329] learning_rate: 0.000100 loss_class: 0.571441 loss_bbox: 0.137834 loss_giou: 0.367928 loss_class_aux: 3.612845 loss_bbox_aux: 0.885085 loss_giou_aux: 2.368150 loss_class_dn: 0.323637 loss_bbox_dn: 0.133366 loss_giou_dn: 0.349446 loss_class_aux_dn: 1.757427 loss_bbox_aux_dn: 0.778162 loss_giou_aux_dn: 2.054302 loss: 13.848604 eta: 13:05:30 batch_cost: 0.5287 data_cost: 0.0014 ips: 7.5652 images/s [04/11 03:23:38] ppdet.engine INFO: Epoch: [71] [4300/7329] learning_rate: 0.000100 loss_class: 0.514960 loss_bbox: 0.131293 loss_giou: 0.356659 loss_class_aux: 3.314672 loss_bbox_aux: 0.912227 loss_giou_aux: 2.208985 loss_class_dn: 0.307675 loss_bbox_dn: 0.131130 loss_giou_dn: 0.309774 loss_class_aux_dn: 1.624720 loss_bbox_aux_dn: 0.788402 loss_giou_aux_dn: 1.713794 loss: 12.846733 eta: 13:04:38 batch_cost: 0.5208 data_cost: 0.0017 ips: 7.6812 images/s [04/11 03:24:36] ppdet.engine INFO: Epoch: [71] [4400/7329] learning_rate: 0.000100 loss_class: 0.552310 loss_bbox: 0.125882 loss_giou: 0.405862 loss_class_aux: 3.532071 loss_bbox_aux: 0.842044 loss_giou_aux: 2.551409 loss_class_dn: 0.336062 loss_bbox_dn: 0.131448 loss_giou_dn: 0.352430 loss_class_aux_dn: 1.803154 loss_bbox_aux_dn: 0.777992 loss_giou_aux_dn: 1.994999 loss: 13.987350 eta: 13:03:46 batch_cost: 0.5260 data_cost: 0.0014 ips: 7.6051 images/s [04/11 03:25:37] ppdet.engine INFO: Epoch: [71] [4500/7329] learning_rate: 0.000100 loss_class: 0.583046 loss_bbox: 0.132882 loss_giou: 0.452050 loss_class_aux: 3.596175 loss_bbox_aux: 0.898597 loss_giou_aux: 2.804311 loss_class_dn: 0.332791 loss_bbox_dn: 0.124490 loss_giou_dn: 0.392951 loss_class_aux_dn: 1.757299 loss_bbox_aux_dn: 0.751637 loss_giou_aux_dn: 2.173174 loss: 14.568542 eta: 13:02:55 batch_cost: 0.5529 data_cost: 0.0012 ips: 7.2342 images/s [04/11 03:26:30] ppdet.engine INFO: Epoch: [71] [4600/7329] learning_rate: 0.000100 loss_class: 0.638033 loss_bbox: 0.147288 loss_giou: 0.416236 loss_class_aux: 3.816082 loss_bbox_aux: 0.984902 loss_giou_aux: 2.713642 loss_class_dn: 0.353211 loss_bbox_dn: 0.140552 loss_giou_dn: 0.373912 loss_class_aux_dn: 1.904400 loss_bbox_aux_dn: 0.840863 loss_giou_aux_dn: 2.138249 loss: 15.306372 eta: 13:02:03 batch_cost: 0.4711 data_cost: 0.0012 ips: 8.4913 images/s [04/11 03:27:23] ppdet.engine INFO: Epoch: [71] [4700/7329] learning_rate: 0.000100 loss_class: 0.557096 loss_bbox: 0.118840 loss_giou: 0.374627 loss_class_aux: 3.610703 loss_bbox_aux: 0.767873 loss_giou_aux: 2.395040 loss_class_dn: 0.319576 loss_bbox_dn: 0.124814 loss_giou_dn: 0.340309 loss_class_aux_dn: 1.714954 loss_bbox_aux_dn: 0.731008 loss_giou_aux_dn: 1.929286 loss: 13.042145 eta: 13:01:10 batch_cost: 0.4710 data_cost: 0.0011 ips: 8.4927 images/s [04/11 03:28:16] ppdet.engine INFO: Epoch: [71] [4800/7329] learning_rate: 0.000100 loss_class: 0.497675 loss_bbox: 0.120482 loss_giou: 0.329462 loss_class_aux: 3.140025 loss_bbox_aux: 0.828860 loss_giou_aux: 2.079760 loss_class_dn: 0.270816 loss_bbox_dn: 0.131355 loss_giou_dn: 0.292682 loss_class_aux_dn: 1.508949 loss_bbox_aux_dn: 0.767556 loss_giou_aux_dn: 1.676246 loss: 12.401690 eta: 13:00:18 batch_cost: 0.4696 data_cost: 0.0013 ips: 8.5187 images/s [04/11 03:29:11] ppdet.engine INFO: Epoch: [71] [4900/7329] learning_rate: 0.000100 loss_class: 0.581634 loss_bbox: 0.134787 loss_giou: 0.425792 loss_class_aux: 3.575891 loss_bbox_aux: 0.898718 loss_giou_aux: 2.701646 loss_class_dn: 0.327339 loss_bbox_dn: 0.121448 loss_giou_dn: 0.352226 loss_class_aux_dn: 1.805313 loss_bbox_aux_dn: 0.736599 loss_giou_aux_dn: 1.994108 loss: 14.423782 eta: 12:59:25 batch_cost: 0.4866 data_cost: 0.0013 ips: 8.2198 images/s [04/11 03:30:06] ppdet.engine INFO: Epoch: [71] [5000/7329] learning_rate: 0.000100 loss_class: 0.575990 loss_bbox: 0.138083 loss_giou: 0.435185 loss_class_aux: 3.572162 loss_bbox_aux: 0.895011 loss_giou_aux: 2.870685 loss_class_dn: 0.330564 loss_bbox_dn: 0.130557 loss_giou_dn: 0.421488 loss_class_aux_dn: 1.771811 loss_bbox_aux_dn: 0.791954 loss_giou_aux_dn: 2.299294 loss: 15.033286 eta: 12:58:33 batch_cost: 0.4864 data_cost: 0.0014 ips: 8.2239 images/s [04/11 03:31:03] ppdet.engine INFO: Epoch: [71] [5100/7329] learning_rate: 0.000100 loss_class: 0.506573 loss_bbox: 0.125936 loss_giou: 0.287056 loss_class_aux: 3.297127 loss_bbox_aux: 0.839139 loss_giou_aux: 1.842590 loss_class_dn: 0.282445 loss_bbox_dn: 0.130521 loss_giou_dn: 0.271225 loss_class_aux_dn: 1.506124 loss_bbox_aux_dn: 0.773332 loss_giou_aux_dn: 1.532475 loss: 11.921638 eta: 12:57:41 batch_cost: 0.5081 data_cost: 0.0016 ips: 7.8731 images/s [04/11 03:31:58] ppdet.engine INFO: Epoch: [71] [5200/7329] learning_rate: 0.000100 loss_class: 0.536515 loss_bbox: 0.124830 loss_giou: 0.350273 loss_class_aux: 3.389103 loss_bbox_aux: 0.839464 loss_giou_aux: 2.195916 loss_class_dn: 0.303411 loss_bbox_dn: 0.133574 loss_giou_dn: 0.321307 loss_class_aux_dn: 1.653670 loss_bbox_aux_dn: 0.794789 loss_giou_aux_dn: 1.815831 loss: 12.437321 eta: 12:56:49 batch_cost: 0.4880 data_cost: 0.0013 ips: 8.1960 images/s [04/11 03:32:53] ppdet.engine INFO: Epoch: [71] [5300/7329] learning_rate: 0.000100 loss_class: 0.591123 loss_bbox: 0.138121 loss_giou: 0.422638 loss_class_aux: 3.657405 loss_bbox_aux: 0.865455 loss_giou_aux: 2.693627 loss_class_dn: 0.370868 loss_bbox_dn: 0.128582 loss_giou_dn: 0.347943 loss_class_aux_dn: 1.956593 loss_bbox_aux_dn: 0.778725 loss_giou_aux_dn: 1.988946 loss: 15.132151 eta: 12:55:57 batch_cost: 0.4915 data_cost: 0.0013 ips: 8.1385 images/s [04/11 03:33:47] ppdet.engine INFO: Epoch: [71] [5400/7329] learning_rate: 0.000100 loss_class: 0.563331 loss_bbox: 0.131496 loss_giou: 0.403795 loss_class_aux: 3.593259 loss_bbox_aux: 0.860000 loss_giou_aux: 2.598569 loss_class_dn: 0.337391 loss_bbox_dn: 0.125665 loss_giou_dn: 0.386772 loss_class_aux_dn: 1.762925 loss_bbox_aux_dn: 0.744408 loss_giou_aux_dn: 2.142045 loss: 13.899929 eta: 12:55:04 batch_cost: 0.4852 data_cost: 0.0013 ips: 8.2446 images/s [04/11 03:34:40] ppdet.engine INFO: Epoch: [71] [5500/7329] learning_rate: 0.000100 loss_class: 0.567271 loss_bbox: 0.128057 loss_giou: 0.329541 loss_class_aux: 3.589795 loss_bbox_aux: 0.820226 loss_giou_aux: 2.139576 loss_class_dn: 0.310781 loss_bbox_dn: 0.125823 loss_giou_dn: 0.331072 loss_class_aux_dn: 1.692971 loss_bbox_aux_dn: 0.761271 loss_giou_aux_dn: 1.882033 loss: 13.529671 eta: 12:54:12 batch_cost: 0.4712 data_cost: 0.0012 ips: 8.4884 images/s [04/11 03:35:34] ppdet.engine INFO: Epoch: [71] [5600/7329] learning_rate: 0.000100 loss_class: 0.522466 loss_bbox: 0.130355 loss_giou: 0.373203 loss_class_aux: 3.364802 loss_bbox_aux: 0.848938 loss_giou_aux: 2.405969 loss_class_dn: 0.314003 loss_bbox_dn: 0.129168 loss_giou_dn: 0.350126 loss_class_aux_dn: 1.709599 loss_bbox_aux_dn: 0.763328 loss_giou_aux_dn: 1.961450 loss: 13.426303 eta: 12:53:20 batch_cost: 0.4789 data_cost: 0.0012 ips: 8.3522 images/s [04/11 03:36:32] ppdet.engine INFO: Epoch: [71] [5700/7329] learning_rate: 0.000100 loss_class: 0.583820 loss_bbox: 0.128449 loss_giou: 0.366554 loss_class_aux: 3.864920 loss_bbox_aux: 0.862547 loss_giou_aux: 2.327264 loss_class_dn: 0.318084 loss_bbox_dn: 0.137308 loss_giou_dn: 0.342095 loss_class_aux_dn: 1.659051 loss_bbox_aux_dn: 0.827421 loss_giou_aux_dn: 2.024872 loss: 13.754574 eta: 12:52:28 batch_cost: 0.5197 data_cost: 0.0012 ips: 7.6964 images/s [04/11 03:37:27] ppdet.engine INFO: Epoch: [71] [5800/7329] learning_rate: 0.000100 loss_class: 0.519121 loss_bbox: 0.124870 loss_giou: 0.337675 loss_class_aux: 3.301858 loss_bbox_aux: 0.847060 loss_giou_aux: 2.138433 loss_class_dn: 0.298614 loss_bbox_dn: 0.124342 loss_giou_dn: 0.308531 loss_class_aux_dn: 1.655143 loss_bbox_aux_dn: 0.758840 loss_giou_aux_dn: 1.749491 loss: 12.875303 eta: 12:51:36 batch_cost: 0.4871 data_cost: 0.0013 ips: 8.2113 images/s [04/11 03:38:23] ppdet.engine INFO: Epoch: [71] [5900/7329] learning_rate: 0.000100 loss_class: 0.527710 loss_bbox: 0.127298 loss_giou: 0.373669 loss_class_aux: 3.414697 loss_bbox_aux: 0.801396 loss_giou_aux: 2.336092 loss_class_dn: 0.284906 loss_bbox_dn: 0.123449 loss_giou_dn: 0.298010 loss_class_aux_dn: 1.568709 loss_bbox_aux_dn: 0.767151 loss_giou_aux_dn: 1.668170 loss: 12.481394 eta: 12:50:44 batch_cost: 0.5054 data_cost: 0.0012 ips: 7.9146 images/s [04/11 03:39:20] ppdet.engine INFO: Epoch: [71] [6000/7329] learning_rate: 0.000100 loss_class: 0.495085 loss_bbox: 0.112205 loss_giou: 0.309014 loss_class_aux: 3.313558 loss_bbox_aux: 0.767209 loss_giou_aux: 1.985693 loss_class_dn: 0.287876 loss_bbox_dn: 0.102659 loss_giou_dn: 0.305892 loss_class_aux_dn: 1.603636 loss_bbox_aux_dn: 0.657850 loss_giou_aux_dn: 1.722477 loss: 12.482882 eta: 12:49:52 batch_cost: 0.4976 data_cost: 0.0014 ips: 8.0394 images/s [04/11 03:40:22] ppdet.engine INFO: Epoch: [71] [6100/7329] learning_rate: 0.000100 loss_class: 0.556689 loss_bbox: 0.123105 loss_giou: 0.408851 loss_class_aux: 3.546343 loss_bbox_aux: 0.804192 loss_giou_aux: 2.574329 loss_class_dn: 0.322870 loss_bbox_dn: 0.117989 loss_giou_dn: 0.356121 loss_class_aux_dn: 1.720629 loss_bbox_aux_dn: 0.742402 loss_giou_aux_dn: 2.007033 loss: 13.195021 eta: 12:49:00 batch_cost: 0.5446 data_cost: 0.0016 ips: 7.3447 images/s [04/11 03:41:18] ppdet.engine INFO: Epoch: [71] [6200/7329] learning_rate: 0.000100 loss_class: 0.582466 loss_bbox: 0.129204 loss_giou: 0.408129 loss_class_aux: 3.730131 loss_bbox_aux: 0.833293 loss_giou_aux: 2.598513 loss_class_dn: 0.340866 loss_bbox_dn: 0.115279 loss_giou_dn: 0.371232 loss_class_aux_dn: 1.836424 loss_bbox_aux_dn: 0.693845 loss_giou_aux_dn: 2.144548 loss: 14.746418 eta: 12:48:08 batch_cost: 0.4975 data_cost: 0.0012 ips: 8.0395 images/s [04/11 03:42:12] ppdet.engine INFO: Epoch: [71] [6300/7329] learning_rate: 0.000100 loss_class: 0.539625 loss_bbox: 0.120820 loss_giou: 0.417842 loss_class_aux: 3.576738 loss_bbox_aux: 0.797282 loss_giou_aux: 2.606378 loss_class_dn: 0.318861 loss_bbox_dn: 0.129221 loss_giou_dn: 0.366811 loss_class_aux_dn: 1.754245 loss_bbox_aux_dn: 0.752398 loss_giou_aux_dn: 2.080038 loss: 13.579756 eta: 12:47:16 batch_cost: 0.4822 data_cost: 0.0013 ips: 8.2954 images/s [04/11 03:43:08] ppdet.engine INFO: Epoch: [71] [6400/7329] learning_rate: 0.000100 loss_class: 0.556872 loss_bbox: 0.121890 loss_giou: 0.324604 loss_class_aux: 3.527125 loss_bbox_aux: 0.818958 loss_giou_aux: 2.083592 loss_class_dn: 0.315281 loss_bbox_dn: 0.133094 loss_giou_dn: 0.298470 loss_class_aux_dn: 1.674293 loss_bbox_aux_dn: 0.823229 loss_giou_aux_dn: 1.724416 loss: 12.951170 eta: 12:46:24 batch_cost: 0.4965 data_cost: 0.0012 ips: 8.0563 images/s [04/11 03:44:05] ppdet.engine INFO: Epoch: [71] [6500/7329] learning_rate: 0.000100 loss_class: 0.536945 loss_bbox: 0.130827 loss_giou: 0.320791 loss_class_aux: 3.266621 loss_bbox_aux: 0.867326 loss_giou_aux: 2.071933 loss_class_dn: 0.312865 loss_bbox_dn: 0.138992 loss_giou_dn: 0.305326 loss_class_aux_dn: 1.687256 loss_bbox_aux_dn: 0.856058 loss_giou_aux_dn: 1.798122 loss: 12.763844 eta: 12:45:32 batch_cost: 0.5177 data_cost: 0.0012 ips: 7.7265 images/s [04/11 03:45:05] ppdet.engine INFO: Epoch: [71] [6600/7329] learning_rate: 0.000100 loss_class: 0.574449 loss_bbox: 0.129076 loss_giou: 0.350469 loss_class_aux: 3.562248 loss_bbox_aux: 0.813928 loss_giou_aux: 2.230832 loss_class_dn: 0.329028 loss_bbox_dn: 0.130943 loss_giou_dn: 0.311789 loss_class_aux_dn: 1.812710 loss_bbox_aux_dn: 0.762692 loss_giou_aux_dn: 1.785750 loss: 13.358250 eta: 12:44:41 batch_cost: 0.5401 data_cost: 0.0013 ips: 7.4056 images/s [04/11 03:46:01] ppdet.engine INFO: Epoch: [71] [6700/7329] learning_rate: 0.000100 loss_class: 0.496296 loss_bbox: 0.130906 loss_giou: 0.352257 loss_class_aux: 3.171705 loss_bbox_aux: 0.821774 loss_giou_aux: 2.215586 loss_class_dn: 0.313075 loss_bbox_dn: 0.116898 loss_giou_dn: 0.336279 loss_class_aux_dn: 1.645497 loss_bbox_aux_dn: 0.699205 loss_giou_aux_dn: 1.906155 loss: 13.199724 eta: 12:43:49 batch_cost: 0.4972 data_cost: 0.0013 ips: 8.0443 images/s [04/11 03:46:57] ppdet.engine INFO: Epoch: [71] [6800/7329] learning_rate: 0.000100 loss_class: 0.566585 loss_bbox: 0.142762 loss_giou: 0.376708 loss_class_aux: 3.675754 loss_bbox_aux: 0.957041 loss_giou_aux: 2.395549 loss_class_dn: 0.330302 loss_bbox_dn: 0.143604 loss_giou_dn: 0.358158 loss_class_aux_dn: 1.766843 loss_bbox_aux_dn: 0.825626 loss_giou_aux_dn: 2.004535 loss: 14.299692 eta: 12:42:57 batch_cost: 0.5055 data_cost: 0.0013 ips: 7.9136 images/s [04/11 03:47:53] ppdet.engine INFO: Epoch: [71] [6900/7329] learning_rate: 0.000100 loss_class: 0.486275 loss_bbox: 0.128266 loss_giou: 0.324333 loss_class_aux: 3.108797 loss_bbox_aux: 0.820250 loss_giou_aux: 2.005943 loss_class_dn: 0.300651 loss_bbox_dn: 0.119998 loss_giou_dn: 0.289177 loss_class_aux_dn: 1.601187 loss_bbox_aux_dn: 0.731643 loss_giou_aux_dn: 1.625672 loss: 12.125883 eta: 12:42:05 batch_cost: 0.4988 data_cost: 0.0012 ips: 8.0192 images/s [04/11 03:48:47] ppdet.engine INFO: Epoch: [71] [7000/7329] learning_rate: 0.000100 loss_class: 0.539761 loss_bbox: 0.116038 loss_giou: 0.402184 loss_class_aux: 3.311610 loss_bbox_aux: 0.784576 loss_giou_aux: 2.490625 loss_class_dn: 0.332017 loss_bbox_dn: 0.120339 loss_giou_dn: 0.361697 loss_class_aux_dn: 1.784696 loss_bbox_aux_dn: 0.741271 loss_giou_aux_dn: 2.007437 loss: 13.493848 eta: 12:41:12 batch_cost: 0.4810 data_cost: 0.0012 ips: 8.3153 images/s [04/11 03:49:44] ppdet.engine INFO: Epoch: [71] [7100/7329] learning_rate: 0.000100 loss_class: 0.526357 loss_bbox: 0.131740 loss_giou: 0.361987 loss_class_aux: 3.325970 loss_bbox_aux: 0.885634 loss_giou_aux: 2.230784 loss_class_dn: 0.329567 loss_bbox_dn: 0.128404 loss_giou_dn: 0.317974 loss_class_aux_dn: 1.760112 loss_bbox_aux_dn: 0.776443 loss_giou_aux_dn: 1.776077 loss: 12.950555 eta: 12:40:20 batch_cost: 0.5083 data_cost: 0.0013 ips: 7.8696 images/s [04/11 03:50:39] ppdet.engine INFO: Epoch: [71] [7200/7329] learning_rate: 0.000100 loss_class: 0.584082 loss_bbox: 0.145765 loss_giou: 0.482177 loss_class_aux: 3.663281 loss_bbox_aux: 0.950000 loss_giou_aux: 3.036567 loss_class_dn: 0.356750 loss_bbox_dn: 0.127403 loss_giou_dn: 0.412942 loss_class_aux_dn: 1.921143 loss_bbox_aux_dn: 0.793902 loss_giou_aux_dn: 2.330955 loss: 15.090271 eta: 12:39:28 batch_cost: 0.4939 data_cost: 0.0013 ips: 8.0992 images/s [04/11 03:51:38] ppdet.engine INFO: Epoch: [71] [7300/7329] learning_rate: 0.000100 loss_class: 0.549258 loss_bbox: 0.126029 loss_giou: 0.362168 loss_class_aux: 3.384735 loss_bbox_aux: 0.807157 loss_giou_aux: 2.326501 loss_class_dn: 0.335482 loss_bbox_dn: 0.124835 loss_giou_dn: 0.346435 loss_class_aux_dn: 1.831238 loss_bbox_aux_dn: 0.773669 loss_giou_aux_dn: 1.903057 loss: 13.636524 eta: 12:38:37 batch_cost: 0.5260 data_cost: 0.0013 ips: 7.6048 images/s [04/11 03:51:59] ppdet.engine INFO: Eval iter: 0 [04/11 03:52:24] ppdet.engine INFO: Eval iter: 100 [04/11 03:52:49] ppdet.engine INFO: Eval iter: 200 [04/11 03:53:14] ppdet.engine INFO: Eval iter: 300 [04/11 03:53:39] ppdet.engine INFO: Eval iter: 400 [04/11 03:54:04] ppdet.engine INFO: Eval iter: 500 [04/11 03:54:29] ppdet.engine INFO: Eval iter: 600 [04/11 03:54:58] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/11 03:54:58] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=18.39s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=106.99s). Accumulating evaluation results... DONE (t=26.03s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.344 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/11 03:57:35] ppdet.engine INFO: Total sample number: 5000, average FPS: 31.72107650075701 [04/11 03:57:35] ppdet.engine INFO: Best test bbox ap is 0.530.