grep: warning: GREP_OPTIONS is deprecated; please use an alias or script Warning: Unable to use numba in PP-Tracking, please install numba, for example(python3.7): `pip install numba==0.56.4` Warning: Unable to use numba in PP-Tracking, please install numba, for example(python3.7): `pip install numba==0.56.4` Warning: import ppdet from source directory without installing, run 'python setup.py install' to install ppdet firstly [2023-02-13 04:54:29,695] [ INFO] distributed_strategy.py:147 - distributed strategy initialized I0213 04:54:29.696312 44791 tcp_utils.cc:181] The server starts to listen on IP_ANY:55703 I0213 04:54:29.696488 44791 tcp_utils.cc:130] Successfully connected to 10.21.226.186:55703 W0213 04:54:35.316710 44791 gpu_resources.cc:61] Please NOTE: device: 0, GPU Compute Capability: 7.0, Driver API Version: 10.2, Runtime API Version: 10.2 W0213 04:54:35.317827 44791 gpu_resources.cc:91] device: 0, cuDNN Version: 8.7. [2023-02-13 04:54:37,821] [ INFO] topology.py:214 - HybridParallelInfo: rank_id: 0, mp_degree: 1, sharding_degree: 1, pp_degree: 1, dp_degree: 8, mp_group: [0], sharding_group: [0], pp_group: [0], dp_group: [0, 1, 2, 3, 4, 5, 6, 7], check/clip group: [0] loading annotations into memory... Done (t=16.40s) creating index... index created! [02/13 04:55:02] 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. [02/13 04:55:11] 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. [02/13 04:55:12] ppdet.data.source.coco INFO: Load [117266 samples valid, 1021 samples invalid] in file dataset/coco/annotations/instances_train2017.json. [02/13 04:55:16] ppdet.utils.checkpoint INFO: Finish loading model weights: /root/.cache/paddle/weights/ResNet50_cos_pretrained.pdparams W0213 04:55:23.418478 44791 reducer.cc:712] 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 [02/13 04:55:24] ppdet.engine INFO: Epoch: [0] [ 0/7329] learning_rate: 0.000100 loss_class: 0.524695 loss_bbox: 1.884231 loss_giou: 0.898971 loss_class_aux: 3.226872 loss_bbox_aux: 11.355291 loss_giou_aux: 5.358282 loss_class_dn: 0.489270 loss_bbox_dn: 0.916042 loss_giou_dn: 0.529849 loss_class_aux_dn: 2.527268 loss_bbox_aux_dn: 4.580210 loss_giou_aux_dn: 2.649245 loss: 34.940228 eta: 7 days, 10:33:39 batch_cost: 7.3091 data_cost: 0.0005 ips: 0.2736 images/s [02/13 04:56:21] ppdet.engine INFO: Epoch: [0] [ 100/7329] learning_rate: 0.000100 loss_class: 0.775322 loss_bbox: 1.318543 loss_giou: 1.327310 loss_class_aux: 4.527539 loss_bbox_aux: 8.085949 loss_giou_aux: 8.013344 loss_class_dn: 0.625333 loss_bbox_dn: 0.914773 loss_giou_dn: 0.960382 loss_class_aux_dn: 2.926176 loss_bbox_aux_dn: 4.582812 loss_giou_aux_dn: 4.808985 loss: 40.669109 eta: 15:39:23 batch_cost: 0.5749 data_cost: 0.0006 ips: 3.4787 images/s [02/13 04:57:18] ppdet.engine INFO: Epoch: [0] [ 200/7329] learning_rate: 0.000100 loss_class: 0.729847 loss_bbox: 0.919004 loss_giou: 1.088643 loss_class_aux: 4.222452 loss_bbox_aux: 5.749931 loss_giou_aux: 6.534913 loss_class_dn: 0.502690 loss_bbox_dn: 0.884998 loss_giou_dn: 1.027799 loss_class_aux_dn: 2.009236 loss_bbox_aux_dn: 4.384459 loss_giou_aux_dn: 5.149425 loss: 36.011307 eta: 14:42:07 batch_cost: 0.5644 data_cost: 0.0009 ips: 3.5438 images/s [02/13 04:58:15] ppdet.engine INFO: Epoch: [0] [ 300/7329] learning_rate: 0.000100 loss_class: 0.665864 loss_bbox: 0.675578 loss_giou: 0.800719 loss_class_aux: 3.980997 loss_bbox_aux: 4.409935 loss_giou_aux: 5.035784 loss_class_dn: 0.420152 loss_bbox_dn: 0.815925 loss_giou_dn: 0.935814 loss_class_aux_dn: 1.622150 loss_bbox_aux_dn: 4.131466 loss_giou_aux_dn: 4.724866 loss: 29.165539 eta: 14:24:12 batch_cost: 0.5683 data_cost: 0.0006 ips: 3.5192 images/s [02/13 04:59:12] ppdet.engine INFO: Epoch: [0] [ 400/7329] learning_rate: 0.000100 loss_class: 0.688044 loss_bbox: 0.504181 loss_giou: 0.796920 loss_class_aux: 4.019426 loss_bbox_aux: 3.298110 loss_giou_aux: 5.106651 loss_class_dn: 0.343805 loss_bbox_dn: 0.784987 loss_giou_dn: 1.058374 loss_class_aux_dn: 1.391350 loss_bbox_aux_dn: 3.946312 loss_giou_aux_dn: 5.427001 loss: 27.021164 eta: 14:15:49 batch_cost: 0.5713 data_cost: 0.0010 ips: 3.5010 images/s [02/13 05:00:10] ppdet.engine INFO: Epoch: [0] [ 500/7329] learning_rate: 0.000100 loss_class: 0.745396 loss_bbox: 0.493899 loss_giou: 0.972909 loss_class_aux: 4.348880 loss_bbox_aux: 3.419816 loss_giou_aux: 6.086141 loss_class_dn: 0.336305 loss_bbox_dn: 0.829741 loss_giou_dn: 1.221752 loss_class_aux_dn: 1.334171 loss_bbox_aux_dn: 4.273355 loss_giou_aux_dn: 6.136182 loss: 29.954533 eta: 14:12:06 batch_cost: 0.5771 data_cost: 0.0004 ips: 3.4657 images/s [02/13 05:01:09] ppdet.engine INFO: Epoch: [0] [ 600/7329] learning_rate: 0.000100 loss_class: 0.534189 loss_bbox: 0.304225 loss_giou: 0.414694 loss_class_aux: 3.260966 loss_bbox_aux: 2.244372 loss_giou_aux: 3.009391 loss_class_dn: 0.233496 loss_bbox_dn: 0.658267 loss_giou_dn: 0.784833 loss_class_aux_dn: 0.972375 loss_bbox_aux_dn: 3.509064 loss_giou_aux_dn: 3.947456 loss: 20.323074 eta: 14:09:49 batch_cost: 0.5793 data_cost: 0.0005 ips: 3.4527 images/s [02/13 05:02:05] ppdet.engine INFO: Epoch: [0] [ 700/7329] learning_rate: 0.000100 loss_class: 0.653559 loss_bbox: 0.370082 loss_giou: 0.587792 loss_class_aux: 3.921519 loss_bbox_aux: 2.490140 loss_giou_aux: 3.927943 loss_class_dn: 0.266317 loss_bbox_dn: 0.705181 loss_giou_dn: 0.973194 loss_class_aux_dn: 1.073743 loss_bbox_aux_dn: 3.766984 loss_giou_aux_dn: 4.972931 loss: 23.781094 eta: 14:05:06 batch_cost: 0.5657 data_cost: 0.0007 ips: 3.5355 images/s [02/13 05:03:03] ppdet.engine INFO: Epoch: [0] [ 800/7329] learning_rate: 0.000100 loss_class: 0.547132 loss_bbox: 0.282370 loss_giou: 0.456878 loss_class_aux: 3.265632 loss_bbox_aux: 1.975523 loss_giou_aux: 3.289962 loss_class_dn: 0.208381 loss_bbox_dn: 0.647047 loss_giou_dn: 0.722751 loss_class_aux_dn: 0.869644 loss_bbox_aux_dn: 3.357812 loss_giou_aux_dn: 3.872237 loss: 20.386869 eta: 14:02:32 batch_cost: 0.5724 data_cost: 0.0013 ips: 3.4939 images/s [02/13 05:04:01] ppdet.engine INFO: Epoch: [0] [ 900/7329] learning_rate: 0.000100 loss_class: 0.605489 loss_bbox: 0.235057 loss_giou: 0.447578 loss_class_aux: 3.719508 loss_bbox_aux: 1.794114 loss_giou_aux: 3.177136 loss_class_dn: 0.231875 loss_bbox_dn: 0.619065 loss_giou_dn: 0.730365 loss_class_aux_dn: 0.945868 loss_bbox_aux_dn: 3.328794 loss_giou_aux_dn: 3.880159 loss: 21.876736 eta: 14:00:25 batch_cost: 0.5729 data_cost: 0.0013 ips: 3.4908 images/s [02/13 05:04:58] ppdet.engine INFO: Epoch: [0] [1000/7329] learning_rate: 0.000100 loss_class: 0.618900 loss_bbox: 0.267450 loss_giou: 0.570897 loss_class_aux: 3.729095 loss_bbox_aux: 1.893418 loss_giou_aux: 3.734884 loss_class_dn: 0.217222 loss_bbox_dn: 0.582766 loss_giou_dn: 0.851140 loss_class_aux_dn: 0.887399 loss_bbox_aux_dn: 3.178912 loss_giou_aux_dn: 4.443421 loss: 21.651459 eta: 13:57:42 batch_cost: 0.5672 data_cost: 0.0011 ips: 3.5262 images/s [02/13 05:05:56] ppdet.engine INFO: Epoch: [0] [1100/7329] learning_rate: 0.000100 loss_class: 0.518814 loss_bbox: 0.257361 loss_giou: 0.437124 loss_class_aux: 3.150203 loss_bbox_aux: 1.842426 loss_giou_aux: 2.948408 loss_class_dn: 0.174377 loss_bbox_dn: 0.628108 loss_giou_dn: 0.717004 loss_class_aux_dn: 0.793640 loss_bbox_aux_dn: 3.208103 loss_giou_aux_dn: 3.799634 loss: 18.966488 eta: 13:56:34 batch_cost: 0.5768 data_cost: 0.0011 ips: 3.4674 images/s [02/13 05:06:53] ppdet.engine INFO: Epoch: [0] [1200/7329] learning_rate: 0.000100 loss_class: 0.496613 loss_bbox: 0.227098 loss_giou: 0.404808 loss_class_aux: 3.012023 loss_bbox_aux: 1.667372 loss_giou_aux: 2.695755 loss_class_dn: 0.175078 loss_bbox_dn: 0.526787 loss_giou_dn: 0.629188 loss_class_aux_dn: 0.747140 loss_bbox_aux_dn: 2.830790 loss_giou_aux_dn: 3.449416 loss: 18.276707 eta: 13:55:10 batch_cost: 0.5743 data_cost: 0.0007 ips: 3.4825 images/s [02/13 05:07:51] ppdet.engine INFO: Epoch: [0] [1300/7329] learning_rate: 0.000100 loss_class: 0.475339 loss_bbox: 0.221734 loss_giou: 0.353513 loss_class_aux: 2.901062 loss_bbox_aux: 1.574966 loss_giou_aux: 2.556851 loss_class_dn: 0.170002 loss_bbox_dn: 0.556197 loss_giou_dn: 0.601508 loss_class_aux_dn: 0.702293 loss_bbox_aux_dn: 2.889744 loss_giou_aux_dn: 3.385698 loss: 17.065073 eta: 13:54:02 batch_cost: 0.5761 data_cost: 0.0007 ips: 3.4714 images/s [02/13 05:08:48] ppdet.engine INFO: Epoch: [0] [1400/7329] learning_rate: 0.000100 loss_class: 0.447490 loss_bbox: 0.200996 loss_giou: 0.353360 loss_class_aux: 2.833779 loss_bbox_aux: 1.457072 loss_giou_aux: 2.396292 loss_class_dn: 0.143458 loss_bbox_dn: 0.495592 loss_giou_dn: 0.580166 loss_class_aux_dn: 0.626718 loss_bbox_aux_dn: 2.610699 loss_giou_aux_dn: 3.127195 loss: 15.582479 eta: 13:52:02 batch_cost: 0.5675 data_cost: 0.0007 ips: 3.5245 images/s [02/13 05:09:47] ppdet.engine INFO: Epoch: [0] [1500/7329] learning_rate: 0.000100 loss_class: 0.458266 loss_bbox: 0.227677 loss_giou: 0.387553 loss_class_aux: 2.933506 loss_bbox_aux: 1.558834 loss_giou_aux: 2.644195 loss_class_dn: 0.151384 loss_bbox_dn: 0.514234 loss_giou_dn: 0.600390 loss_class_aux_dn: 0.684023 loss_bbox_aux_dn: 2.826369 loss_giou_aux_dn: 3.253757 loss: 17.252268 eta: 13:51:42 batch_cost: 0.5833 data_cost: 0.0005 ips: 3.4288 images/s [02/13 05:10:44] ppdet.engine INFO: Epoch: [0] [1600/7329] learning_rate: 0.000100 loss_class: 0.477378 loss_bbox: 0.227329 loss_giou: 0.314771 loss_class_aux: 2.974809 loss_bbox_aux: 1.685181 loss_giou_aux: 2.076996 loss_class_dn: 0.141874 loss_bbox_dn: 0.555228 loss_giou_dn: 0.580032 loss_class_aux_dn: 0.666426 loss_bbox_aux_dn: 2.900960 loss_giou_aux_dn: 3.108735 loss: 17.073904 eta: 13:49:57 batch_cost: 0.5684 data_cost: 0.0004 ips: 3.5185 images/s [02/13 05:11:42] ppdet.engine INFO: Epoch: [0] [1700/7329] learning_rate: 0.000100 loss_class: 0.444447 loss_bbox: 0.227766 loss_giou: 0.405389 loss_class_aux: 2.663119 loss_bbox_aux: 1.540533 loss_giou_aux: 2.653822 loss_class_dn: 0.129596 loss_bbox_dn: 0.492130 loss_giou_dn: 0.579114 loss_class_aux_dn: 0.620328 loss_bbox_aux_dn: 2.622874 loss_giou_aux_dn: 3.138437 loss: 15.770336 eta: 13:49:34 batch_cost: 0.5836 data_cost: 0.0007 ips: 3.4272 images/s [02/13 05:12:39] ppdet.engine INFO: Epoch: [0] [1800/7329] learning_rate: 0.000100 loss_class: 0.471867 loss_bbox: 0.211662 loss_giou: 0.423495 loss_class_aux: 2.958184 loss_bbox_aux: 1.433658 loss_giou_aux: 2.968837 loss_class_dn: 0.141895 loss_bbox_dn: 0.497149 loss_giou_dn: 0.673856 loss_class_aux_dn: 0.672665 loss_bbox_aux_dn: 2.670076 loss_giou_aux_dn: 3.639001 loss: 17.612045 eta: 13:47:50 batch_cost: 0.5676 data_cost: 0.0006 ips: 3.5239 images/s [02/13 05:13:38] ppdet.engine INFO: Epoch: [0] [1900/7329] learning_rate: 0.000100 loss_class: 0.484387 loss_bbox: 0.226553 loss_giou: 0.493191 loss_class_aux: 2.979003 loss_bbox_aux: 1.510444 loss_giou_aux: 3.052425 loss_class_dn: 0.136045 loss_bbox_dn: 0.507189 loss_giou_dn: 0.633691 loss_class_aux_dn: 0.651400 loss_bbox_aux_dn: 2.744005 loss_giou_aux_dn: 3.375411 loss: 18.051344 eta: 13:47:23 batch_cost: 0.5832 data_cost: 0.0012 ips: 3.4293 images/s [02/13 05:14:35] ppdet.engine INFO: Epoch: [0] [2000/7329] learning_rate: 0.000100 loss_class: 0.420476 loss_bbox: 0.204465 loss_giou: 0.375733 loss_class_aux: 2.618225 loss_bbox_aux: 1.344697 loss_giou_aux: 2.458237 loss_class_dn: 0.116956 loss_bbox_dn: 0.489361 loss_giou_dn: 0.603666 loss_class_aux_dn: 0.566141 loss_bbox_aux_dn: 2.632993 loss_giou_aux_dn: 3.228727 loss: 15.431848 eta: 13:45:55 batch_cost: 0.5699 data_cost: 0.0003 ips: 3.5096 images/s [02/13 05:15:32] ppdet.engine INFO: Epoch: [0] [2100/7329] learning_rate: 0.000100 loss_class: 0.478500 loss_bbox: 0.233178 loss_giou: 0.384824 loss_class_aux: 2.862067 loss_bbox_aux: 1.683580 loss_giou_aux: 2.589702 loss_class_dn: 0.128069 loss_bbox_dn: 0.596565 loss_giou_dn: 0.618120 loss_class_aux_dn: 0.640899 loss_bbox_aux_dn: 3.216237 loss_giou_aux_dn: 3.286826 loss: 16.920897 eta: 13:44:03 batch_cost: 0.5633 data_cost: 0.0004 ips: 3.5503 images/s [02/13 05:16:29] ppdet.engine INFO: Epoch: [0] [2200/7329] learning_rate: 0.000100 loss_class: 0.384588 loss_bbox: 0.166827 loss_giou: 0.329359 loss_class_aux: 2.377166 loss_bbox_aux: 1.192064 loss_giou_aux: 2.160961 loss_class_dn: 0.107554 loss_bbox_dn: 0.401232 loss_giou_dn: 0.511673 loss_class_aux_dn: 0.536774 loss_bbox_aux_dn: 2.195397 loss_giou_aux_dn: 2.660156 loss: 13.301287 eta: 13:42:55 batch_cost: 0.5732 data_cost: 0.0007 ips: 3.4892 images/s [02/13 05:17:26] ppdet.engine INFO: Epoch: [0] [2300/7329] learning_rate: 0.000100 loss_class: 0.488955 loss_bbox: 0.221146 loss_giou: 0.471620 loss_class_aux: 3.054943 loss_bbox_aux: 1.383027 loss_giou_aux: 3.040060 loss_class_dn: 0.125941 loss_bbox_dn: 0.453605 loss_giou_dn: 0.658594 loss_class_aux_dn: 0.631987 loss_bbox_aux_dn: 2.504858 loss_giou_aux_dn: 3.491385 loss: 18.221336 eta: 13:41:30 batch_cost: 0.5686 data_cost: 0.0006 ips: 3.5173 images/s [02/13 05:18:24] ppdet.engine INFO: Epoch: [0] [2400/7329] learning_rate: 0.000100 loss_class: 0.425872 loss_bbox: 0.209827 loss_giou: 0.439327 loss_class_aux: 2.606076 loss_bbox_aux: 1.343652 loss_giou_aux: 2.814411 loss_class_dn: 0.110053 loss_bbox_dn: 0.462120 loss_giou_dn: 0.599553 loss_class_aux_dn: 0.545217 loss_bbox_aux_dn: 2.455503 loss_giou_aux_dn: 3.231597 loss: 14.874434 eta: 13:40:46 batch_cost: 0.5792 data_cost: 0.0006 ips: 3.4532 images/s [02/13 05:19:22] ppdet.engine INFO: Epoch: [0] [2500/7329] learning_rate: 0.000100 loss_class: 0.456053 loss_bbox: 0.221773 loss_giou: 0.439084 loss_class_aux: 2.830207 loss_bbox_aux: 1.434145 loss_giou_aux: 2.927438 loss_class_dn: 0.126176 loss_bbox_dn: 0.478210 loss_giou_dn: 0.638448 loss_class_aux_dn: 0.629893 loss_bbox_aux_dn: 2.604342 loss_giou_aux_dn: 3.416556 loss: 17.060692 eta: 13:40:01 batch_cost: 0.5795 data_cost: 0.0004 ips: 3.4512 images/s [02/13 05:20:19] ppdet.engine INFO: Epoch: [0] [2600/7329] learning_rate: 0.000100 loss_class: 0.450392 loss_bbox: 0.199296 loss_giou: 0.385796 loss_class_aux: 2.685999 loss_bbox_aux: 1.358052 loss_giou_aux: 2.496244 loss_class_dn: 0.122827 loss_bbox_dn: 0.464706 loss_giou_dn: 0.569850 loss_class_aux_dn: 0.587046 loss_bbox_aux_dn: 2.446425 loss_giou_aux_dn: 3.100558 loss: 14.675880 eta: 13:38:24 batch_cost: 0.5638 data_cost: 0.0004 ips: 3.5473 images/s [02/13 05:21:17] ppdet.engine INFO: Epoch: [0] [2700/7329] learning_rate: 0.000100 loss_class: 0.441031 loss_bbox: 0.217763 loss_giou: 0.427896 loss_class_aux: 2.722425 loss_bbox_aux: 1.516478 loss_giou_aux: 2.883080 loss_class_dn: 0.120210 loss_bbox_dn: 0.499758 loss_giou_dn: 0.588795 loss_class_aux_dn: 0.587878 loss_bbox_aux_dn: 2.648580 loss_giou_aux_dn: 3.188955 loss: 16.784859 eta: 13:37:29 batch_cost: 0.5760 data_cost: 0.0004 ips: 3.4722 images/s [02/13 05:22:14] ppdet.engine INFO: Epoch: [0] [2800/7329] learning_rate: 0.000100 loss_class: 0.394550 loss_bbox: 0.201995 loss_giou: 0.381490 loss_class_aux: 2.475501 loss_bbox_aux: 1.315885 loss_giou_aux: 2.422897 loss_class_dn: 0.096196 loss_bbox_dn: 0.450128 loss_giou_dn: 0.531676 loss_class_aux_dn: 0.527137 loss_bbox_aux_dn: 2.430737 loss_giou_aux_dn: 2.857781 loss: 13.999954 eta: 13:36:10 batch_cost: 0.5684 data_cost: 0.0006 ips: 3.5188 images/s [02/13 05:23:12] ppdet.engine INFO: Epoch: [0] [2900/7329] learning_rate: 0.000100 loss_class: 0.402266 loss_bbox: 0.219594 loss_giou: 0.394318 loss_class_aux: 2.504086 loss_bbox_aux: 1.441748 loss_giou_aux: 2.601262 loss_class_dn: 0.101611 loss_bbox_dn: 0.440528 loss_giou_dn: 0.623386 loss_class_aux_dn: 0.524734 loss_bbox_aux_dn: 2.312282 loss_giou_aux_dn: 3.168281 loss: 15.244421 eta: 13:35:11 batch_cost: 0.5746 data_cost: 0.0003 ips: 3.4810 images/s [02/13 05:24:09] ppdet.engine INFO: Epoch: [0] [3000/7329] learning_rate: 0.000100 loss_class: 0.465531 loss_bbox: 0.216902 loss_giou: 0.466466 loss_class_aux: 2.874246 loss_bbox_aux: 1.464306 loss_giou_aux: 2.917537 loss_class_dn: 0.120909 loss_bbox_dn: 0.438872 loss_giou_dn: 0.644472 loss_class_aux_dn: 0.624097 loss_bbox_aux_dn: 2.343776 loss_giou_aux_dn: 3.418302 loss: 17.280140 eta: 13:34:03 batch_cost: 0.5715 data_cost: 0.0003 ips: 3.4995 images/s [02/13 05:25:08] ppdet.engine INFO: Epoch: [0] [3100/7329] learning_rate: 0.000100 loss_class: 0.372391 loss_bbox: 0.187904 loss_giou: 0.344843 loss_class_aux: 2.282626 loss_bbox_aux: 1.259989 loss_giou_aux: 2.257594 loss_class_dn: 0.091491 loss_bbox_dn: 0.417588 loss_giou_dn: 0.523759 loss_class_aux_dn: 0.495424 loss_bbox_aux_dn: 2.223060 loss_giou_aux_dn: 2.821902 loss: 13.623079 eta: 13:33:36 batch_cost: 0.5862 data_cost: 0.0003 ips: 3.4119 images/s [02/13 05:26:05] ppdet.engine INFO: Epoch: [0] [3200/7329] learning_rate: 0.000100 loss_class: 0.378286 loss_bbox: 0.187888 loss_giou: 0.282704 loss_class_aux: 2.262060 loss_bbox_aux: 1.286000 loss_giou_aux: 1.918284 loss_class_dn: 0.107579 loss_bbox_dn: 0.473247 loss_giou_dn: 0.490913 loss_class_aux_dn: 0.548608 loss_bbox_aux_dn: 2.643911 loss_giou_aux_dn: 2.712498 loss: 13.898703 eta: 13:32:28 batch_cost: 0.5712 data_cost: 0.0006 ips: 3.5014 images/s [02/13 05:27:02] ppdet.engine INFO: Epoch: [0] [3300/7329] learning_rate: 0.000100 loss_class: 0.421521 loss_bbox: 0.225310 loss_giou: 0.447013 loss_class_aux: 2.722027 loss_bbox_aux: 1.478467 loss_giou_aux: 2.906720 loss_class_dn: 0.113370 loss_bbox_dn: 0.460964 loss_giou_dn: 0.677946 loss_class_aux_dn: 0.595949 loss_bbox_aux_dn: 2.501169 loss_giou_aux_dn: 3.661435 loss: 16.702023 eta: 13:31:23 batch_cost: 0.5725 data_cost: 0.0005 ips: 3.4937 images/s [02/13 05:27:59] ppdet.engine INFO: Epoch: [0] [3400/7329] learning_rate: 0.000100 loss_class: 0.437241 loss_bbox: 0.207295 loss_giou: 0.339188 loss_class_aux: 2.639379 loss_bbox_aux: 1.474582 loss_giou_aux: 2.236834 loss_class_dn: 0.106845 loss_bbox_dn: 0.444134 loss_giou_dn: 0.537406 loss_class_aux_dn: 0.572547 loss_bbox_aux_dn: 2.413875 loss_giou_aux_dn: 2.901414 loss: 15.318860 eta: 13:30:04 batch_cost: 0.5665 data_cost: 0.0004 ips: 3.5304 images/s [02/13 05:28:57] ppdet.engine INFO: Epoch: [0] [3500/7329] learning_rate: 0.000100 loss_class: 0.417168 loss_bbox: 0.229789 loss_giou: 0.428228 loss_class_aux: 2.627186 loss_bbox_aux: 1.500172 loss_giou_aux: 2.810812 loss_class_dn: 0.103554 loss_bbox_dn: 0.479764 loss_giou_dn: 0.599223 loss_class_aux_dn: 0.530332 loss_bbox_aux_dn: 2.531393 loss_giou_aux_dn: 3.335937 loss: 15.365288 eta: 13:28:59 batch_cost: 0.5715 data_cost: 0.0003 ips: 3.4994 images/s [02/13 05:29:54] ppdet.engine INFO: Epoch: [0] [3600/7329] learning_rate: 0.000100 loss_class: 0.392284 loss_bbox: 0.224727 loss_giou: 0.384470 loss_class_aux: 2.428041 loss_bbox_aux: 1.429985 loss_giou_aux: 2.710802 loss_class_dn: 0.097577 loss_bbox_dn: 0.494768 loss_giou_dn: 0.549011 loss_class_aux_dn: 0.520715 loss_bbox_aux_dn: 2.591208 loss_giou_aux_dn: 2.953244 loss: 15.302543 eta: 13:27:42 batch_cost: 0.5664 data_cost: 0.0005 ips: 3.5310 images/s [02/13 05:30:52] ppdet.engine INFO: Epoch: [0] [3700/7329] learning_rate: 0.000100 loss_class: 0.442481 loss_bbox: 0.256699 loss_giou: 0.472125 loss_class_aux: 2.667873 loss_bbox_aux: 1.648686 loss_giou_aux: 3.143393 loss_class_dn: 0.112128 loss_bbox_dn: 0.519595 loss_giou_dn: 0.654104 loss_class_aux_dn: 0.555326 loss_bbox_aux_dn: 2.837739 loss_giou_aux_dn: 3.462472 loss: 17.203190 eta: 13:27:01 batch_cost: 0.5819 data_cost: 0.0006 ips: 3.4372 images/s [02/13 05:31:50] ppdet.engine INFO: Epoch: [0] [3800/7329] learning_rate: 0.000100 loss_class: 0.350843 loss_bbox: 0.198994 loss_giou: 0.332175 loss_class_aux: 2.228135 loss_bbox_aux: 1.337781 loss_giou_aux: 2.180578 loss_class_dn: 0.100430 loss_bbox_dn: 0.446005 loss_giou_dn: 0.546493 loss_class_aux_dn: 0.494466 loss_bbox_aux_dn: 2.423693 loss_giou_aux_dn: 2.920483 loss: 14.754757 eta: 13:26:11 batch_cost: 0.5781 data_cost: 0.0005 ips: 3.4596 images/s [02/13 05:32:47] ppdet.engine INFO: Epoch: [0] [3900/7329] learning_rate: 0.000100 loss_class: 0.392473 loss_bbox: 0.184427 loss_giou: 0.378905 loss_class_aux: 2.502242 loss_bbox_aux: 1.317067 loss_giou_aux: 2.512419 loss_class_dn: 0.105499 loss_bbox_dn: 0.441390 loss_giou_dn: 0.586296 loss_class_aux_dn: 0.527106 loss_bbox_aux_dn: 2.300314 loss_giou_aux_dn: 3.010712 loss: 15.111707 eta: 13:25:05 batch_cost: 0.5711 data_cost: 0.0009 ips: 3.5020 images/s [02/13 05:33:45] ppdet.engine INFO: Epoch: [0] [4000/7329] learning_rate: 0.000100 loss_class: 0.347976 loss_bbox: 0.183789 loss_giou: 0.394767 loss_class_aux: 2.111616 loss_bbox_aux: 1.193153 loss_giou_aux: 2.535958 loss_class_dn: 0.095561 loss_bbox_dn: 0.380201 loss_giou_dn: 0.511629 loss_class_aux_dn: 0.464143 loss_bbox_aux_dn: 2.047319 loss_giou_aux_dn: 2.832591 loss: 13.065834 eta: 13:24:14 batch_cost: 0.5778 data_cost: 0.0008 ips: 3.4613 images/s [02/13 05:34:43] ppdet.engine INFO: Epoch: [0] [4100/7329] learning_rate: 0.000100 loss_class: 0.360587 loss_bbox: 0.199031 loss_giou: 0.379473 loss_class_aux: 2.395764 loss_bbox_aux: 1.295890 loss_giou_aux: 2.335489 loss_class_dn: 0.093997 loss_bbox_dn: 0.475350 loss_giou_dn: 0.532609 loss_class_aux_dn: 0.486613 loss_bbox_aux_dn: 2.501384 loss_giou_aux_dn: 2.840380 loss: 15.093803 eta: 13:23:14 batch_cost: 0.5736 data_cost: 0.0003 ips: 3.4865 images/s [02/13 05:35:40] ppdet.engine INFO: Epoch: [0] [4200/7329] learning_rate: 0.000100 loss_class: 0.360500 loss_bbox: 0.167133 loss_giou: 0.395946 loss_class_aux: 2.393299 loss_bbox_aux: 1.151518 loss_giou_aux: 2.712295 loss_class_dn: 0.083402 loss_bbox_dn: 0.385184 loss_giou_dn: 0.573409 loss_class_aux_dn: 0.445628 loss_bbox_aux_dn: 2.094383 loss_giou_aux_dn: 3.177870 loss: 13.930508 eta: 13:22:10 batch_cost: 0.5716 data_cost: 0.0006 ips: 3.4991 images/s [02/13 05:36:37] ppdet.engine INFO: Epoch: [0] [4300/7329] learning_rate: 0.000100 loss_class: 0.381051 loss_bbox: 0.220581 loss_giou: 0.427279 loss_class_aux: 2.420401 loss_bbox_aux: 1.515652 loss_giou_aux: 2.741315 loss_class_dn: 0.100107 loss_bbox_dn: 0.474832 loss_giou_dn: 0.558405 loss_class_aux_dn: 0.496166 loss_bbox_aux_dn: 2.470264 loss_giou_aux_dn: 3.173016 loss: 15.951536 eta: 13:21:05 batch_cost: 0.5705 data_cost: 0.0007 ips: 3.5059 images/s [02/13 05:37:35] ppdet.engine INFO: Epoch: [0] [4400/7329] learning_rate: 0.000100 loss_class: 0.417286 loss_bbox: 0.225706 loss_giou: 0.451812 loss_class_aux: 2.604073 loss_bbox_aux: 1.524458 loss_giou_aux: 2.995955 loss_class_dn: 0.111711 loss_bbox_dn: 0.450599 loss_giou_dn: 0.686589 loss_class_aux_dn: 0.603999 loss_bbox_aux_dn: 2.443515 loss_giou_aux_dn: 3.682949 loss: 17.475597 eta: 13:20:03 batch_cost: 0.5723 data_cost: 0.0004 ips: 3.4948 images/s [02/13 05:38:32] ppdet.engine INFO: Epoch: [0] [4500/7329] learning_rate: 0.000100 loss_class: 0.362593 loss_bbox: 0.210471 loss_giou: 0.363699 loss_class_aux: 2.283794 loss_bbox_aux: 1.374076 loss_giou_aux: 2.372314 loss_class_dn: 0.088266 loss_bbox_dn: 0.494111 loss_giou_dn: 0.517944 loss_class_aux_dn: 0.469708 loss_bbox_aux_dn: 2.686660 loss_giou_aux_dn: 2.802270 loss: 14.754961 eta: 13:18:48 batch_cost: 0.5653 data_cost: 0.0005 ips: 3.5378 images/s [02/13 05:39:29] ppdet.engine INFO: Epoch: [0] [4600/7329] learning_rate: 0.000100 loss_class: 0.378165 loss_bbox: 0.195355 loss_giou: 0.386216 loss_class_aux: 2.326516 loss_bbox_aux: 1.289698 loss_giou_aux: 2.555575 loss_class_dn: 0.091882 loss_bbox_dn: 0.386138 loss_giou_dn: 0.541984 loss_class_aux_dn: 0.479294 loss_bbox_aux_dn: 2.081988 loss_giou_aux_dn: 2.859275 loss: 15.701535 eta: 13:17:44 batch_cost: 0.5704 data_cost: 0.0007 ips: 3.5061 images/s [02/13 05:40:26] ppdet.engine INFO: Epoch: [0] [4700/7329] learning_rate: 0.000100 loss_class: 0.381607 loss_bbox: 0.209480 loss_giou: 0.423958 loss_class_aux: 2.425060 loss_bbox_aux: 1.349781 loss_giou_aux: 2.752856 loss_class_dn: 0.092661 loss_bbox_dn: 0.432129 loss_giou_dn: 0.622962 loss_class_aux_dn: 0.531995 loss_bbox_aux_dn: 2.350132 loss_giou_aux_dn: 3.348838 loss: 15.260311 eta: 13:16:38 batch_cost: 0.5694 data_cost: 0.0006 ips: 3.5126 images/s [02/13 05:41:24] ppdet.engine INFO: Epoch: [0] [4800/7329] learning_rate: 0.000100 loss_class: 0.362512 loss_bbox: 0.209383 loss_giou: 0.422551 loss_class_aux: 2.367932 loss_bbox_aux: 1.343644 loss_giou_aux: 2.680251 loss_class_dn: 0.086228 loss_bbox_dn: 0.406918 loss_giou_dn: 0.648575 loss_class_aux_dn: 0.456902 loss_bbox_aux_dn: 2.171098 loss_giou_aux_dn: 3.451938 loss: 15.630336 eta: 13:15:45 batch_cost: 0.5768 data_cost: 0.0005 ips: 3.4672 images/s [02/13 05:42:20] ppdet.engine INFO: Epoch: [0] [4900/7329] learning_rate: 0.000100 loss_class: 0.373933 loss_bbox: 0.185179 loss_giou: 0.346476 loss_class_aux: 2.439469 loss_bbox_aux: 1.219907 loss_giou_aux: 2.320931 loss_class_dn: 0.088272 loss_bbox_dn: 0.453843 loss_giou_dn: 0.541399 loss_class_aux_dn: 0.512096 loss_bbox_aux_dn: 2.516423 loss_giou_aux_dn: 2.969964 loss: 13.872910 eta: 13:14:21 batch_cost: 0.5588 data_cost: 0.0007 ips: 3.5789 images/s [02/13 05:43:18] ppdet.engine INFO: Epoch: [0] [5000/7329] learning_rate: 0.000100 loss_class: 0.383341 loss_bbox: 0.223257 loss_giou: 0.431509 loss_class_aux: 2.443767 loss_bbox_aux: 1.441331 loss_giou_aux: 2.788297 loss_class_dn: 0.086218 loss_bbox_dn: 0.474761 loss_giou_dn: 0.639895 loss_class_aux_dn: 0.472130 loss_bbox_aux_dn: 2.529085 loss_giou_aux_dn: 3.360428 loss: 16.229370 eta: 13:13:33 batch_cost: 0.5796 data_cost: 0.0005 ips: 3.4505 images/s [02/13 05:44:15] ppdet.engine INFO: Epoch: [0] [5100/7329] learning_rate: 0.000100 loss_class: 0.371966 loss_bbox: 0.216813 loss_giou: 0.414482 loss_class_aux: 2.364212 loss_bbox_aux: 1.340435 loss_giou_aux: 2.538752 loss_class_dn: 0.085625 loss_bbox_dn: 0.376564 loss_giou_dn: 0.593938 loss_class_aux_dn: 0.469809 loss_bbox_aux_dn: 2.104058 loss_giou_aux_dn: 3.136647 loss: 15.521551 eta: 13:12:29 batch_cost: 0.5696 data_cost: 0.0005 ips: 3.5114 images/s [02/13 05:45:14] ppdet.engine INFO: Epoch: [0] [5200/7329] learning_rate: 0.000100 loss_class: 0.350912 loss_bbox: 0.209106 loss_giou: 0.436909 loss_class_aux: 2.267750 loss_bbox_aux: 1.342481 loss_giou_aux: 2.700854 loss_class_dn: 0.090625 loss_bbox_dn: 0.433987 loss_giou_dn: 0.569145 loss_class_aux_dn: 0.471453 loss_bbox_aux_dn: 2.348655 loss_giou_aux_dn: 3.036839 loss: 14.506695 eta: 13:11:43 batch_cost: 0.5810 data_cost: 0.0005 ips: 3.4422 images/s [02/13 05:46:10] ppdet.engine INFO: Epoch: [0] [5300/7329] learning_rate: 0.000100 loss_class: 0.329045 loss_bbox: 0.195729 loss_giou: 0.376071 loss_class_aux: 2.221972 loss_bbox_aux: 1.284324 loss_giou_aux: 2.381391 loss_class_dn: 0.080076 loss_bbox_dn: 0.397705 loss_giou_dn: 0.534326 loss_class_aux_dn: 0.444017 loss_bbox_aux_dn: 2.066024 loss_giou_aux_dn: 2.856926 loss: 14.386497 eta: 13:10:28 batch_cost: 0.5632 data_cost: 0.0009 ips: 3.5510 images/s [02/13 05:47:08] ppdet.engine INFO: Epoch: [0] [5400/7329] learning_rate: 0.000100 loss_class: 0.334619 loss_bbox: 0.210214 loss_giou: 0.354199 loss_class_aux: 2.114824 loss_bbox_aux: 1.399241 loss_giou_aux: 2.283203 loss_class_dn: 0.075128 loss_bbox_dn: 0.416705 loss_giou_dn: 0.517142 loss_class_aux_dn: 0.422049 loss_bbox_aux_dn: 2.241820 loss_giou_aux_dn: 2.800437 loss: 14.130010 eta: 13:09:33 batch_cost: 0.5749 data_cost: 0.0004 ips: 3.4787 images/s [02/13 05:48:05] ppdet.engine INFO: Epoch: [0] [5500/7329] learning_rate: 0.000100 loss_class: 0.341988 loss_bbox: 0.209577 loss_giou: 0.409030 loss_class_aux: 2.218513 loss_bbox_aux: 1.311950 loss_giou_aux: 2.459825 loss_class_dn: 0.079485 loss_bbox_dn: 0.447061 loss_giou_dn: 0.476557 loss_class_aux_dn: 0.452132 loss_bbox_aux_dn: 2.367906 loss_giou_aux_dn: 2.631171 loss: 12.616167 eta: 13:08:21 batch_cost: 0.5647 data_cost: 0.0006 ips: 3.5420 images/s [02/13 05:49:02] ppdet.engine INFO: Epoch: [0] [5600/7329] learning_rate: 0.000100 loss_class: 0.376476 loss_bbox: 0.204960 loss_giou: 0.397240 loss_class_aux: 2.295197 loss_bbox_aux: 1.373132 loss_giou_aux: 2.583549 loss_class_dn: 0.090689 loss_bbox_dn: 0.395843 loss_giou_dn: 0.556250 loss_class_aux_dn: 0.494571 loss_bbox_aux_dn: 2.145072 loss_giou_aux_dn: 3.076352 loss: 14.801721 eta: 13:07:18 batch_cost: 0.5694 data_cost: 0.0003 ips: 3.5127 images/s [02/13 05:49:59] ppdet.engine INFO: Epoch: [0] [5700/7329] learning_rate: 0.000100 loss_class: 0.375850 loss_bbox: 0.228807 loss_giou: 0.471948 loss_class_aux: 2.433180 loss_bbox_aux: 1.518804 loss_giou_aux: 3.080556 loss_class_dn: 0.093931 loss_bbox_dn: 0.428143 loss_giou_dn: 0.656663 loss_class_aux_dn: 0.533814 loss_bbox_aux_dn: 2.298602 loss_giou_aux_dn: 3.549199 loss: 16.139662 eta: 13:06:21 batch_cost: 0.5745 data_cost: 0.0003 ips: 3.4815 images/s [02/13 05:50:57] ppdet.engine INFO: Epoch: [0] [5800/7329] learning_rate: 0.000100 loss_class: 0.380839 loss_bbox: 0.224924 loss_giou: 0.476096 loss_class_aux: 2.452637 loss_bbox_aux: 1.446722 loss_giou_aux: 3.054756 loss_class_dn: 0.095383 loss_bbox_dn: 0.469155 loss_giou_dn: 0.672701 loss_class_aux_dn: 0.522532 loss_bbox_aux_dn: 2.497057 loss_giou_aux_dn: 3.538732 loss: 16.343071 eta: 13:05:18 batch_cost: 0.5691 data_cost: 0.0010 ips: 3.5145 images/s [02/13 05:51:55] ppdet.engine INFO: Epoch: [0] [5900/7329] learning_rate: 0.000100 loss_class: 0.328606 loss_bbox: 0.179020 loss_giou: 0.422720 loss_class_aux: 2.218002 loss_bbox_aux: 1.234964 loss_giou_aux: 2.679059 loss_class_dn: 0.085320 loss_bbox_dn: 0.372659 loss_giou_dn: 0.589416 loss_class_aux_dn: 0.491558 loss_bbox_aux_dn: 1.970178 loss_giou_aux_dn: 3.168856 loss: 13.864811 eta: 13:04:26 batch_cost: 0.5774 data_cost: 0.0006 ips: 3.4638 images/s [02/13 05:52:51] ppdet.engine INFO: Epoch: [0] [6000/7329] learning_rate: 0.000100 loss_class: 0.330519 loss_bbox: 0.207520 loss_giou: 0.358238 loss_class_aux: 2.090508 loss_bbox_aux: 1.362519 loss_giou_aux: 2.239184 loss_class_dn: 0.079505 loss_bbox_dn: 0.421729 loss_giou_dn: 0.479578 loss_class_aux_dn: 0.429429 loss_bbox_aux_dn: 2.141487 loss_giou_aux_dn: 2.618021 loss: 13.116003 eta: 13:03:16 batch_cost: 0.5649 data_cost: 0.0006 ips: 3.5406 images/s [02/13 05:53:48] ppdet.engine INFO: Epoch: [0] [6100/7329] learning_rate: 0.000100 loss_class: 0.273145 loss_bbox: 0.182364 loss_giou: 0.276552 loss_class_aux: 1.924785 loss_bbox_aux: 1.182540 loss_giou_aux: 1.664645 loss_class_dn: 0.066984 loss_bbox_dn: 0.364829 loss_giou_dn: 0.411118 loss_class_aux_dn: 0.385647 loss_bbox_aux_dn: 1.984428 loss_giou_aux_dn: 2.159867 loss: 11.429110 eta: 13:02:14 batch_cost: 0.5695 data_cost: 0.0005 ips: 3.5117 images/s [02/13 05:54:45] ppdet.engine INFO: Epoch: [0] [6200/7329] learning_rate: 0.000100 loss_class: 0.295232 loss_bbox: 0.171687 loss_giou: 0.430155 loss_class_aux: 1.929830 loss_bbox_aux: 1.142797 loss_giou_aux: 2.674201 loss_class_dn: 0.071237 loss_bbox_dn: 0.369572 loss_giou_dn: 0.520236 loss_class_aux_dn: 0.422176 loss_bbox_aux_dn: 1.998830 loss_giou_aux_dn: 2.784756 loss: 11.642775 eta: 13:01:08 batch_cost: 0.5675 data_cost: 0.0004 ips: 3.5241 images/s [02/13 05:55:43] ppdet.engine INFO: Epoch: [0] [6300/7329] learning_rate: 0.000100 loss_class: 0.303599 loss_bbox: 0.192504 loss_giou: 0.336489 loss_class_aux: 2.022039 loss_bbox_aux: 1.177842 loss_giou_aux: 2.197391 loss_class_dn: 0.073548 loss_bbox_dn: 0.398515 loss_giou_dn: 0.487003 loss_class_aux_dn: 0.434141 loss_bbox_aux_dn: 2.066384 loss_giou_aux_dn: 2.658017 loss: 12.704590 eta: 13:00:15 batch_cost: 0.5760 data_cost: 0.0006 ips: 3.4724 images/s [02/13 05:56:40] ppdet.engine INFO: Epoch: [0] [6400/7329] learning_rate: 0.000100 loss_class: 0.275710 loss_bbox: 0.166677 loss_giou: 0.346425 loss_class_aux: 1.785943 loss_bbox_aux: 1.099169 loss_giou_aux: 2.203879 loss_class_dn: 0.060494 loss_bbox_dn: 0.335516 loss_giou_dn: 0.447374 loss_class_aux_dn: 0.362101 loss_bbox_aux_dn: 1.761267 loss_giou_aux_dn: 2.478053 loss: 11.318847 eta: 12:59:11 batch_cost: 0.5684 data_cost: 0.0005 ips: 3.5188 images/s [02/13 05:57:38] ppdet.engine INFO: Epoch: [0] [6500/7329] learning_rate: 0.000100 loss_class: 0.315985 loss_bbox: 0.181655 loss_giou: 0.368652 loss_class_aux: 2.099586 loss_bbox_aux: 1.222861 loss_giou_aux: 2.329627 loss_class_dn: 0.076334 loss_bbox_dn: 0.399479 loss_giou_dn: 0.505417 loss_class_aux_dn: 0.447743 loss_bbox_aux_dn: 2.159471 loss_giou_aux_dn: 2.827303 loss: 14.207700 eta: 12:58:19 batch_cost: 0.5777 data_cost: 0.0006 ips: 3.4617 images/s [02/13 05:58:35] ppdet.engine INFO: Epoch: [0] [6600/7329] learning_rate: 0.000100 loss_class: 0.316251 loss_bbox: 0.175435 loss_giou: 0.358186 loss_class_aux: 2.071359 loss_bbox_aux: 1.145720 loss_giou_aux: 2.161203 loss_class_dn: 0.070554 loss_bbox_dn: 0.360899 loss_giou_dn: 0.485854 loss_class_aux_dn: 0.418617 loss_bbox_aux_dn: 1.954966 loss_giou_aux_dn: 2.699168 loss: 12.821760 eta: 12:57:17 batch_cost: 0.5693 data_cost: 0.0009 ips: 3.5129 images/s [02/13 05:59:31] ppdet.engine INFO: Epoch: [0] [6700/7329] learning_rate: 0.000100 loss_class: 0.334059 loss_bbox: 0.187761 loss_giou: 0.342075 loss_class_aux: 2.114027 loss_bbox_aux: 1.215744 loss_giou_aux: 2.390204 loss_class_dn: 0.073995 loss_bbox_dn: 0.409345 loss_giou_dn: 0.502043 loss_class_aux_dn: 0.428971 loss_bbox_aux_dn: 2.150365 loss_giou_aux_dn: 2.689685 loss: 12.532778 eta: 12:55:59 batch_cost: 0.5569 data_cost: 0.0005 ips: 3.5914 images/s [02/13 06:00:28] ppdet.engine INFO: Epoch: [0] [6800/7329] learning_rate: 0.000100 loss_class: 0.359401 loss_bbox: 0.196748 loss_giou: 0.426714 loss_class_aux: 2.318995 loss_bbox_aux: 1.235598 loss_giou_aux: 2.754237 loss_class_dn: 0.090244 loss_bbox_dn: 0.417353 loss_giou_dn: 0.572478 loss_class_aux_dn: 0.495161 loss_bbox_aux_dn: 2.184419 loss_giou_aux_dn: 3.188468 loss: 14.512343 eta: 12:54:53 batch_cost: 0.5655 data_cost: 0.0004 ips: 3.5366 images/s [02/13 06:01:25] ppdet.engine INFO: Epoch: [0] [6900/7329] learning_rate: 0.000100 loss_class: 0.260262 loss_bbox: 0.162577 loss_giou: 0.304331 loss_class_aux: 1.806078 loss_bbox_aux: 1.008934 loss_giou_aux: 1.997593 loss_class_dn: 0.066084 loss_bbox_dn: 0.332595 loss_giou_dn: 0.400223 loss_class_aux_dn: 0.373724 loss_bbox_aux_dn: 1.790762 loss_giou_aux_dn: 2.115808 loss: 11.162099 eta: 12:53:46 batch_cost: 0.5643 data_cost: 0.0003 ips: 3.5445 images/s [02/13 06:02:23] ppdet.engine INFO: Epoch: [0] [7000/7329] learning_rate: 0.000100 loss_class: 0.314168 loss_bbox: 0.186515 loss_giou: 0.343681 loss_class_aux: 1.923749 loss_bbox_aux: 1.192970 loss_giou_aux: 2.165073 loss_class_dn: 0.068765 loss_bbox_dn: 0.381671 loss_giou_dn: 0.501154 loss_class_aux_dn: 0.390416 loss_bbox_aux_dn: 2.046395 loss_giou_aux_dn: 2.685943 loss: 13.168119 eta: 12:53:01 batch_cost: 0.5837 data_cost: 0.0003 ips: 3.4265 images/s [02/13 06:03:21] ppdet.engine INFO: Epoch: [0] [7100/7329] learning_rate: 0.000100 loss_class: 0.362274 loss_bbox: 0.200806 loss_giou: 0.447184 loss_class_aux: 2.363058 loss_bbox_aux: 1.316076 loss_giou_aux: 2.733914 loss_class_dn: 0.080782 loss_bbox_dn: 0.392764 loss_giou_dn: 0.582668 loss_class_aux_dn: 0.440186 loss_bbox_aux_dn: 2.086613 loss_giou_aux_dn: 3.093951 loss: 14.619678 eta: 12:52:01 batch_cost: 0.5710 data_cost: 0.0007 ips: 3.5024 images/s [02/13 06:04:18] ppdet.engine INFO: Epoch: [0] [7200/7329] learning_rate: 0.000100 loss_class: 0.337300 loss_bbox: 0.197953 loss_giou: 0.355924 loss_class_aux: 2.181736 loss_bbox_aux: 1.216845 loss_giou_aux: 2.206521 loss_class_dn: 0.077695 loss_bbox_dn: 0.361543 loss_giou_dn: 0.541716 loss_class_aux_dn: 0.437519 loss_bbox_aux_dn: 2.001777 loss_giou_aux_dn: 2.858774 loss: 13.191363 eta: 12:51:05 batch_cost: 0.5733 data_cost: 0.0006 ips: 3.4888 images/s [02/13 06:05:16] ppdet.engine INFO: Epoch: [0] [7300/7329] learning_rate: 0.000100 loss_class: 0.324289 loss_bbox: 0.177742 loss_giou: 0.367586 loss_class_aux: 2.030493 loss_bbox_aux: 1.182358 loss_giou_aux: 2.165475 loss_class_dn: 0.068899 loss_bbox_dn: 0.342003 loss_giou_dn: 0.524289 loss_class_aux_dn: 0.390564 loss_bbox_aux_dn: 1.862070 loss_giou_aux_dn: 2.784404 loss: 13.378861 eta: 12:50:11 batch_cost: 0.5761 data_cost: 0.0006 ips: 3.4714 images/s [02/13 06:05:34] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco loading annotations into memory... Done (t=0.89s) creating index... index created! [02/13 06:05:35] 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=0.86s) creating index... index created! [02/13 06:05:37] ppdet.engine INFO: Eval iter: 0 [02/13 06:05:48] ppdet.engine INFO: Eval iter: 100 [02/13 06:05:59] ppdet.engine INFO: Eval iter: 200 [02/13 06:06:09] ppdet.engine INFO: Eval iter: 300 [02/13 06:06:20] ppdet.engine INFO: Eval iter: 400 [02/13 06:06:31] ppdet.engine INFO: Eval iter: 500 [02/13 06:06:42] ppdet.engine INFO: Eval iter: 600 [02/13 06:06:53] ppdet.engine INFO: Eval iter: 700 [02/13 06:07:05] ppdet.engine INFO: Eval iter: 800 [02/13 06:07:15] ppdet.engine INFO: Eval iter: 900 [02/13 06:07:26] ppdet.engine INFO: Eval iter: 1000 [02/13 06:07:36] ppdet.engine INFO: Eval iter: 1100 [02/13 06:07:47] ppdet.engine INFO: Eval iter: 1200 [02/13 06:07:58] ppdet.engine INFO: Eval iter: 1300 [02/13 06:08:08] ppdet.engine INFO: Eval iter: 1400 [02/13 06:08:18] ppdet.engine INFO: Eval iter: 1500 [02/13 06:08:29] ppdet.engine INFO: Eval iter: 1600 [02/13 06:08:40] ppdet.engine INFO: Eval iter: 1700 [02/13 06:08:51] ppdet.engine INFO: Eval iter: 1800 [02/13 06:09:02] ppdet.engine INFO: Eval iter: 1900 [02/13 06:09:13] ppdet.engine INFO: Eval iter: 2000 [02/13 06:09:23] ppdet.engine INFO: Eval iter: 2100 [02/13 06:09:34] ppdet.engine INFO: Eval iter: 2200 [02/13 06:09:44] ppdet.engine INFO: Eval iter: 2300 [02/13 06:09:55] ppdet.engine INFO: Eval iter: 2400 [02/13 06:10:06] ppdet.engine INFO: Eval iter: 2500 [02/13 06:10:16] ppdet.engine INFO: Eval iter: 2600 [02/13 06:10:27] ppdet.engine INFO: Eval iter: 2700 [02/13 06:10:38] ppdet.engine INFO: Eval iter: 2800 [02/13 06:10:49] ppdet.engine INFO: Eval iter: 2900 [02/13 06:11:00] ppdet.engine INFO: Eval iter: 3000 [02/13 06:11:10] ppdet.engine INFO: Eval iter: 3100 [02/13 06:11:21] ppdet.engine INFO: Eval iter: 3200 [02/13 06:11:31] ppdet.engine INFO: Eval iter: 3300 [02/13 06:11:42] ppdet.engine INFO: Eval iter: 3400 [02/13 06:11:52] ppdet.engine INFO: Eval iter: 3500 [02/13 06:12:03] ppdet.engine INFO: Eval iter: 3600 [02/13 06:12:14] ppdet.engine INFO: Eval iter: 3700 [02/13 06:12:25] ppdet.engine INFO: Eval iter: 3800 [02/13 06:12:36] ppdet.engine INFO: Eval iter: 3900 [02/13 06:12:47] ppdet.engine INFO: Eval iter: 4000 [02/13 06:12:57] ppdet.engine INFO: Eval iter: 4100 [02/13 06:13:08] ppdet.engine INFO: Eval iter: 4200 [02/13 06:13:18] ppdet.engine INFO: Eval iter: 4300 [02/13 06:13:29] ppdet.engine INFO: Eval iter: 4400 [02/13 06:13:39] ppdet.engine INFO: Eval iter: 4500 [02/13 06:13:50] ppdet.engine INFO: Eval iter: 4600 [02/13 06:14:01] ppdet.engine INFO: Eval iter: 4700 [02/13 06:14:12] ppdet.engine INFO: Eval iter: 4800 [02/13 06:14:23] ppdet.engine INFO: Eval iter: 4900 [02/13 06:15:02] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.45s) creating index... index created! [02/13 06:15:03] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.19s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=104.04s). Accumulating evaluation results... DONE (t=22.61s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.268 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.402 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.286 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.153 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.295 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.356 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.275 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.480 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.560 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.599 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.743 [02/13 06:17:25] ppdet.engine INFO: Total sample number: 5000, average FPS: 9.312996125176486 [02/13 06:17:25] ppdet.engine INFO: Best test bbox ap is 0.268. [02/13 06:17:25] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 06:17:27] ppdet.engine INFO: Epoch: [1] [ 0/7329] learning_rate: 0.000100 loss_class: 0.317315 loss_bbox: 0.168370 loss_giou: 0.343275 loss_class_aux: 1.966040 loss_bbox_aux: 1.097767 loss_giou_aux: 2.291179 loss_class_dn: 0.061912 loss_bbox_dn: 0.328232 loss_giou_dn: 0.490743 loss_class_aux_dn: 0.383684 loss_bbox_aux_dn: 1.762319 loss_giou_aux_dn: 2.702313 loss: 12.985662 eta: 12:49:51 batch_cost: 0.5723 data_cost: 0.0004 ips: 3.4945 images/s [02/13 06:18:23] ppdet.engine INFO: Epoch: [1] [ 100/7329] learning_rate: 0.000100 loss_class: 0.396615 loss_bbox: 0.193505 loss_giou: 0.410556 loss_class_aux: 2.481740 loss_bbox_aux: 1.199908 loss_giou_aux: 2.718747 loss_class_dn: 0.094168 loss_bbox_dn: 0.370519 loss_giou_dn: 0.680031 loss_class_aux_dn: 0.521218 loss_bbox_aux_dn: 2.017647 loss_giou_aux_dn: 3.537305 loss: 14.730014 eta: 12:48:41 batch_cost: 0.5607 data_cost: 0.0006 ips: 3.5673 images/s [02/13 06:19:20] ppdet.engine INFO: Epoch: [1] [ 200/7329] learning_rate: 0.000100 loss_class: 0.304112 loss_bbox: 0.176389 loss_giou: 0.336716 loss_class_aux: 1.932357 loss_bbox_aux: 1.152627 loss_giou_aux: 2.073403 loss_class_dn: 0.065632 loss_bbox_dn: 0.350181 loss_giou_dn: 0.504132 loss_class_aux_dn: 0.379336 loss_bbox_aux_dn: 1.870344 loss_giou_aux_dn: 2.714187 loss: 11.936950 eta: 12:47:41 batch_cost: 0.5702 data_cost: 0.0005 ips: 3.5077 images/s [02/13 06:20:18] ppdet.engine INFO: Epoch: [1] [ 300/7329] learning_rate: 0.000100 loss_class: 0.358390 loss_bbox: 0.206159 loss_giou: 0.427937 loss_class_aux: 2.371574 loss_bbox_aux: 1.248124 loss_giou_aux: 2.743325 loss_class_dn: 0.080891 loss_bbox_dn: 0.365366 loss_giou_dn: 0.554464 loss_class_aux_dn: 0.463667 loss_bbox_aux_dn: 1.899792 loss_giou_aux_dn: 3.009779 loss: 14.925671 eta: 12:46:45 batch_cost: 0.5739 data_cost: 0.0005 ips: 3.4847 images/s [02/13 06:21:15] ppdet.engine INFO: Epoch: [1] [ 400/7329] learning_rate: 0.000100 loss_class: 0.358154 loss_bbox: 0.181102 loss_giou: 0.385762 loss_class_aux: 2.326314 loss_bbox_aux: 1.202985 loss_giou_aux: 2.482537 loss_class_dn: 0.083735 loss_bbox_dn: 0.463598 loss_giou_dn: 0.597129 loss_class_aux_dn: 0.491068 loss_bbox_aux_dn: 2.429119 loss_giou_aux_dn: 3.359866 loss: 15.155316 eta: 12:45:49 batch_cost: 0.5742 data_cost: 0.0003 ips: 3.4834 images/s [02/13 06:22:13] ppdet.engine INFO: Epoch: [1] [ 500/7329] learning_rate: 0.000100 loss_class: 0.365272 loss_bbox: 0.221918 loss_giou: 0.436200 loss_class_aux: 2.412021 loss_bbox_aux: 1.396438 loss_giou_aux: 2.732994 loss_class_dn: 0.077894 loss_bbox_dn: 0.434096 loss_giou_dn: 0.591340 loss_class_aux_dn: 0.466811 loss_bbox_aux_dn: 2.422232 loss_giou_aux_dn: 3.189720 loss: 14.851192 eta: 12:44:48 batch_cost: 0.5696 data_cost: 0.0012 ips: 3.5110 images/s [02/13 06:23:10] ppdet.engine INFO: Epoch: [1] [ 600/7329] learning_rate: 0.000100 loss_class: 0.299771 loss_bbox: 0.157993 loss_giou: 0.315270 loss_class_aux: 1.939058 loss_bbox_aux: 0.977056 loss_giou_aux: 2.033091 loss_class_dn: 0.064691 loss_bbox_dn: 0.350579 loss_giou_dn: 0.482891 loss_class_aux_dn: 0.385169 loss_bbox_aux_dn: 1.857478 loss_giou_aux_dn: 2.659434 loss: 12.365660 eta: 12:43:52 batch_cost: 0.5733 data_cost: 0.0006 ips: 3.4887 images/s [02/13 06:24:07] ppdet.engine INFO: Epoch: [1] [ 700/7329] learning_rate: 0.000100 loss_class: 0.299525 loss_bbox: 0.203403 loss_giou: 0.371743 loss_class_aux: 2.034879 loss_bbox_aux: 1.217375 loss_giou_aux: 2.356013 loss_class_dn: 0.074641 loss_bbox_dn: 0.369427 loss_giou_dn: 0.491039 loss_class_aux_dn: 0.403592 loss_bbox_aux_dn: 1.963736 loss_giou_aux_dn: 2.620359 loss: 13.688608 eta: 12:42:45 batch_cost: 0.5639 data_cost: 0.0010 ips: 3.5468 images/s [02/13 06:25:05] ppdet.engine INFO: Epoch: [1] [ 800/7329] learning_rate: 0.000100 loss_class: 0.253905 loss_bbox: 0.173517 loss_giou: 0.360121 loss_class_aux: 1.809836 loss_bbox_aux: 1.131166 loss_giou_aux: 2.250340 loss_class_dn: 0.061972 loss_bbox_dn: 0.341224 loss_giou_dn: 0.469063 loss_class_aux_dn: 0.365737 loss_bbox_aux_dn: 1.888783 loss_giou_aux_dn: 2.507180 loss: 11.918364 eta: 12:41:55 batch_cost: 0.5793 data_cost: 0.0006 ips: 3.4523 images/s [02/13 06:26:02] ppdet.engine INFO: Epoch: [1] [ 900/7329] learning_rate: 0.000100 loss_class: 0.316718 loss_bbox: 0.196100 loss_giou: 0.392220 loss_class_aux: 2.167000 loss_bbox_aux: 1.169694 loss_giou_aux: 2.595045 loss_class_dn: 0.068803 loss_bbox_dn: 0.385796 loss_giou_dn: 0.537346 loss_class_aux_dn: 0.422377 loss_bbox_aux_dn: 2.125467 loss_giou_aux_dn: 2.905647 loss: 14.040565 eta: 12:40:51 batch_cost: 0.5663 data_cost: 0.0005 ips: 3.5315 images/s [02/13 06:26:59] ppdet.engine INFO: Epoch: [1] [1000/7329] learning_rate: 0.000100 loss_class: 0.309541 loss_bbox: 0.193870 loss_giou: 0.362170 loss_class_aux: 1.974110 loss_bbox_aux: 1.254250 loss_giou_aux: 2.320893 loss_class_dn: 0.064637 loss_bbox_dn: 0.373789 loss_giou_dn: 0.499825 loss_class_aux_dn: 0.399724 loss_bbox_aux_dn: 1.940653 loss_giou_aux_dn: 2.665636 loss: 12.981434 eta: 12:39:51 batch_cost: 0.5700 data_cost: 0.0006 ips: 3.5088 images/s [02/13 06:27:55] ppdet.engine INFO: Epoch: [1] [1100/7329] learning_rate: 0.000100 loss_class: 0.322437 loss_bbox: 0.189298 loss_giou: 0.368005 loss_class_aux: 2.027937 loss_bbox_aux: 1.125473 loss_giou_aux: 2.332652 loss_class_dn: 0.069865 loss_bbox_dn: 0.369102 loss_giou_dn: 0.486463 loss_class_aux_dn: 0.398254 loss_bbox_aux_dn: 1.928803 loss_giou_aux_dn: 2.626927 loss: 12.628141 eta: 12:38:39 batch_cost: 0.5569 data_cost: 0.0009 ips: 3.5911 images/s [02/13 06:28:53] ppdet.engine INFO: Epoch: [1] [1200/7329] learning_rate: 0.000100 loss_class: 0.301924 loss_bbox: 0.178177 loss_giou: 0.341823 loss_class_aux: 2.016949 loss_bbox_aux: 1.146127 loss_giou_aux: 2.202472 loss_class_dn: 0.058277 loss_bbox_dn: 0.375292 loss_giou_dn: 0.499581 loss_class_aux_dn: 0.376855 loss_bbox_aux_dn: 2.026001 loss_giou_aux_dn: 2.746763 loss: 13.092264 eta: 12:37:47 batch_cost: 0.5780 data_cost: 0.0008 ips: 3.4599 images/s [02/13 06:29:51] ppdet.engine INFO: Epoch: [1] [1300/7329] learning_rate: 0.000100 loss_class: 0.301309 loss_bbox: 0.196336 loss_giou: 0.377556 loss_class_aux: 1.898961 loss_bbox_aux: 1.243036 loss_giou_aux: 2.400262 loss_class_dn: 0.060521 loss_bbox_dn: 0.394484 loss_giou_dn: 0.529261 loss_class_aux_dn: 0.354118 loss_bbox_aux_dn: 2.048620 loss_giou_aux_dn: 2.858318 loss: 12.886791 eta: 12:36:54 batch_cost: 0.5768 data_cost: 0.0006 ips: 3.4677 images/s [02/13 06:30:49] ppdet.engine INFO: Epoch: [1] [1400/7329] learning_rate: 0.000100 loss_class: 0.261543 loss_bbox: 0.159622 loss_giou: 0.338203 loss_class_aux: 1.704353 loss_bbox_aux: 0.987858 loss_giou_aux: 2.092749 loss_class_dn: 0.054716 loss_bbox_dn: 0.300182 loss_giou_dn: 0.440940 loss_class_aux_dn: 0.340606 loss_bbox_aux_dn: 1.598622 loss_giou_aux_dn: 2.317900 loss: 10.612539 eta: 12:35:59 batch_cost: 0.5752 data_cost: 0.0006 ips: 3.4770 images/s [02/13 06:31:46] ppdet.engine INFO: Epoch: [1] [1500/7329] learning_rate: 0.000100 loss_class: 0.293456 loss_bbox: 0.152864 loss_giou: 0.350298 loss_class_aux: 1.939923 loss_bbox_aux: 0.997195 loss_giou_aux: 2.166834 loss_class_dn: 0.064836 loss_bbox_dn: 0.308625 loss_giou_dn: 0.477772 loss_class_aux_dn: 0.380522 loss_bbox_aux_dn: 1.675070 loss_giou_aux_dn: 2.524028 loss: 11.886232 eta: 12:34:55 batch_cost: 0.5645 data_cost: 0.0004 ips: 3.5430 images/s [02/13 06:32:43] ppdet.engine INFO: Epoch: [1] [1600/7329] learning_rate: 0.000100 loss_class: 0.256536 loss_bbox: 0.171502 loss_giou: 0.293986 loss_class_aux: 1.703460 loss_bbox_aux: 1.093373 loss_giou_aux: 1.815947 loss_class_dn: 0.058359 loss_bbox_dn: 0.345849 loss_giou_dn: 0.426720 loss_class_aux_dn: 0.346702 loss_bbox_aux_dn: 1.846398 loss_giou_aux_dn: 2.364554 loss: 10.709752 eta: 12:33:58 batch_cost: 0.5729 data_cost: 0.0004 ips: 3.4910 images/s [02/13 06:33:39] ppdet.engine INFO: Epoch: [1] [1700/7329] learning_rate: 0.000100 loss_class: 0.266775 loss_bbox: 0.138074 loss_giou: 0.303521 loss_class_aux: 1.795470 loss_bbox_aux: 0.923351 loss_giou_aux: 2.006049 loss_class_dn: 0.048216 loss_bbox_dn: 0.303757 loss_giou_dn: 0.427256 loss_class_aux_dn: 0.299546 loss_bbox_aux_dn: 1.696073 loss_giou_aux_dn: 2.266538 loss: 10.422314 eta: 12:32:48 batch_cost: 0.5582 data_cost: 0.0008 ips: 3.5829 images/s [02/13 06:34:37] ppdet.engine INFO: Epoch: [1] [1800/7329] learning_rate: 0.000100 loss_class: 0.299692 loss_bbox: 0.171148 loss_giou: 0.260610 loss_class_aux: 1.882058 loss_bbox_aux: 1.077277 loss_giou_aux: 1.696392 loss_class_dn: 0.061181 loss_bbox_dn: 0.367038 loss_giou_dn: 0.436113 loss_class_aux_dn: 0.355738 loss_bbox_aux_dn: 1.918449 loss_giou_aux_dn: 2.322323 loss: 10.998285 eta: 12:31:51 batch_cost: 0.5722 data_cost: 0.0008 ips: 3.4952 images/s [02/13 06:35:34] ppdet.engine INFO: Epoch: [1] [1900/7329] learning_rate: 0.000100 loss_class: 0.277200 loss_bbox: 0.195629 loss_giou: 0.356060 loss_class_aux: 1.899395 loss_bbox_aux: 1.198732 loss_giou_aux: 2.234236 loss_class_dn: 0.063255 loss_bbox_dn: 0.371109 loss_giou_dn: 0.461154 loss_class_aux_dn: 0.369021 loss_bbox_aux_dn: 1.924543 loss_giou_aux_dn: 2.506757 loss: 11.850460 eta: 12:30:50 batch_cost: 0.5687 data_cost: 0.0012 ips: 3.5169 images/s [02/13 06:36:31] ppdet.engine INFO: Epoch: [1] [2000/7329] learning_rate: 0.000100 loss_class: 0.263654 loss_bbox: 0.149893 loss_giou: 0.292231 loss_class_aux: 1.707230 loss_bbox_aux: 0.977333 loss_giou_aux: 1.727726 loss_class_dn: 0.054490 loss_bbox_dn: 0.312812 loss_giou_dn: 0.389408 loss_class_aux_dn: 0.332093 loss_bbox_aux_dn: 1.687574 loss_giou_aux_dn: 2.089566 loss: 10.536798 eta: 12:29:48 batch_cost: 0.5661 data_cost: 0.0004 ips: 3.5331 images/s [02/13 06:37:29] ppdet.engine INFO: Epoch: [1] [2100/7329] learning_rate: 0.000100 loss_class: 0.309886 loss_bbox: 0.192109 loss_giou: 0.370039 loss_class_aux: 2.009871 loss_bbox_aux: 1.210952 loss_giou_aux: 2.283947 loss_class_dn: 0.062048 loss_bbox_dn: 0.352840 loss_giou_dn: 0.473690 loss_class_aux_dn: 0.382523 loss_bbox_aux_dn: 1.868733 loss_giou_aux_dn: 2.563420 loss: 12.562584 eta: 12:28:54 batch_cost: 0.5762 data_cost: 0.0004 ips: 3.4713 images/s [02/13 06:38:25] ppdet.engine INFO: Epoch: [1] [2200/7329] learning_rate: 0.000100 loss_class: 0.251491 loss_bbox: 0.170774 loss_giou: 0.229537 loss_class_aux: 1.663568 loss_bbox_aux: 1.103694 loss_giou_aux: 1.443967 loss_class_dn: 0.056128 loss_bbox_dn: 0.363926 loss_giou_dn: 0.404793 loss_class_aux_dn: 0.341275 loss_bbox_aux_dn: 1.948932 loss_giou_aux_dn: 2.214428 loss: 11.361788 eta: 12:27:46 batch_cost: 0.5595 data_cost: 0.0005 ips: 3.5744 images/s [02/13 06:39:22] ppdet.engine INFO: Epoch: [1] [2300/7329] learning_rate: 0.000100 loss_class: 0.255318 loss_bbox: 0.163648 loss_giou: 0.310043 loss_class_aux: 1.683132 loss_bbox_aux: 1.076533 loss_giou_aux: 1.967969 loss_class_dn: 0.056007 loss_bbox_dn: 0.356626 loss_giou_dn: 0.448419 loss_class_aux_dn: 0.315212 loss_bbox_aux_dn: 1.907170 loss_giou_aux_dn: 2.408471 loss: 11.213953 eta: 12:26:44 batch_cost: 0.5662 data_cost: 0.0006 ips: 3.5326 images/s [02/13 06:40:20] ppdet.engine INFO: Epoch: [1] [2400/7329] learning_rate: 0.000100 loss_class: 0.304140 loss_bbox: 0.186991 loss_giou: 0.341843 loss_class_aux: 1.985884 loss_bbox_aux: 1.148140 loss_giou_aux: 2.261508 loss_class_dn: 0.057351 loss_bbox_dn: 0.370210 loss_giou_dn: 0.488793 loss_class_aux_dn: 0.371763 loss_bbox_aux_dn: 2.026634 loss_giou_aux_dn: 2.600837 loss: 12.580077 eta: 12:25:51 batch_cost: 0.5767 data_cost: 0.0005 ips: 3.4683 images/s [02/13 06:41:17] ppdet.engine INFO: Epoch: [1] [2500/7329] learning_rate: 0.000100 loss_class: 0.323905 loss_bbox: 0.177011 loss_giou: 0.412434 loss_class_aux: 2.155667 loss_bbox_aux: 1.182824 loss_giou_aux: 2.687472 loss_class_dn: 0.072187 loss_bbox_dn: 0.354228 loss_giou_dn: 0.551759 loss_class_aux_dn: 0.429958 loss_bbox_aux_dn: 1.851732 loss_giou_aux_dn: 2.994863 loss: 13.979240 eta: 12:24:51 batch_cost: 0.5693 data_cost: 0.0008 ips: 3.5129 images/s [02/13 06:42:15] ppdet.engine INFO: Epoch: [1] [2600/7329] learning_rate: 0.000100 loss_class: 0.314906 loss_bbox: 0.165969 loss_giou: 0.400732 loss_class_aux: 2.038146 loss_bbox_aux: 1.080507 loss_giou_aux: 2.425153 loss_class_dn: 0.064177 loss_bbox_dn: 0.304590 loss_giou_dn: 0.480457 loss_class_aux_dn: 0.368004 loss_bbox_aux_dn: 1.662115 loss_giou_aux_dn: 2.679029 loss: 12.687610 eta: 12:23:56 batch_cost: 0.5749 data_cost: 0.0004 ips: 3.4790 images/s [02/13 06:43:12] ppdet.engine INFO: Epoch: [1] [2700/7329] learning_rate: 0.000100 loss_class: 0.348344 loss_bbox: 0.188304 loss_giou: 0.471257 loss_class_aux: 2.325562 loss_bbox_aux: 1.186384 loss_giou_aux: 2.978264 loss_class_dn: 0.077321 loss_bbox_dn: 0.328652 loss_giou_dn: 0.616866 loss_class_aux_dn: 0.434144 loss_bbox_aux_dn: 1.746657 loss_giou_aux_dn: 3.341281 loss: 14.316524 eta: 12:22:56 batch_cost: 0.5682 data_cost: 0.0007 ips: 3.5201 images/s [02/13 06:44:08] ppdet.engine INFO: Epoch: [1] [2800/7329] learning_rate: 0.000100 loss_class: 0.261394 loss_bbox: 0.168484 loss_giou: 0.280968 loss_class_aux: 1.719293 loss_bbox_aux: 0.998572 loss_giou_aux: 1.816069 loss_class_dn: 0.051814 loss_bbox_dn: 0.303365 loss_giou_dn: 0.390972 loss_class_aux_dn: 0.308748 loss_bbox_aux_dn: 1.694157 loss_giou_aux_dn: 2.164059 loss: 10.050919 eta: 12:21:51 batch_cost: 0.5618 data_cost: 0.0005 ips: 3.5601 images/s [02/13 06:45:06] ppdet.engine INFO: Epoch: [1] [2900/7329] learning_rate: 0.000100 loss_class: 0.329353 loss_bbox: 0.175728 loss_giou: 0.399765 loss_class_aux: 2.218386 loss_bbox_aux: 1.170161 loss_giou_aux: 2.433789 loss_class_dn: 0.071284 loss_bbox_dn: 0.384310 loss_giou_dn: 0.526289 loss_class_aux_dn: 0.404395 loss_bbox_aux_dn: 1.986464 loss_giou_aux_dn: 2.810806 loss: 13.495296 eta: 12:20:56 batch_cost: 0.5758 data_cost: 0.0008 ips: 3.4735 images/s [02/13 06:46:02] ppdet.engine INFO: Epoch: [1] [3000/7329] learning_rate: 0.000100 loss_class: 0.311395 loss_bbox: 0.185102 loss_giou: 0.358586 loss_class_aux: 2.060388 loss_bbox_aux: 1.200926 loss_giou_aux: 2.322618 loss_class_dn: 0.062950 loss_bbox_dn: 0.359838 loss_giou_dn: 0.518163 loss_class_aux_dn: 0.391381 loss_bbox_aux_dn: 1.896221 loss_giou_aux_dn: 2.715735 loss: 13.559525 eta: 12:19:52 batch_cost: 0.5620 data_cost: 0.0011 ips: 3.5586 images/s [02/13 06:47:01] ppdet.engine INFO: Epoch: [1] [3100/7329] learning_rate: 0.000100 loss_class: 0.240315 loss_bbox: 0.161942 loss_giou: 0.287398 loss_class_aux: 1.625590 loss_bbox_aux: 1.047612 loss_giou_aux: 1.728198 loss_class_dn: 0.055096 loss_bbox_dn: 0.321129 loss_giou_dn: 0.422587 loss_class_aux_dn: 0.342438 loss_bbox_aux_dn: 1.730339 loss_giou_aux_dn: 2.337731 loss: 11.407427 eta: 12:19:02 batch_cost: 0.5815 data_cost: 0.0006 ips: 3.4393 images/s [02/13 06:47:58] ppdet.engine INFO: Epoch: [1] [3200/7329] learning_rate: 0.000100 loss_class: 0.254168 loss_bbox: 0.177683 loss_giou: 0.326913 loss_class_aux: 1.704090 loss_bbox_aux: 1.104752 loss_giou_aux: 2.012145 loss_class_dn: 0.062141 loss_bbox_dn: 0.333917 loss_giou_dn: 0.443701 loss_class_aux_dn: 0.349976 loss_bbox_aux_dn: 1.835669 loss_giou_aux_dn: 2.358949 loss: 11.217942 eta: 12:18:02 batch_cost: 0.5687 data_cost: 0.0007 ips: 3.5168 images/s [02/13 06:48:56] ppdet.engine INFO: Epoch: [1] [3300/7329] learning_rate: 0.000100 loss_class: 0.261742 loss_bbox: 0.130948 loss_giou: 0.257407 loss_class_aux: 1.711691 loss_bbox_aux: 0.862783 loss_giou_aux: 1.716762 loss_class_dn: 0.050989 loss_bbox_dn: 0.314271 loss_giou_dn: 0.390520 loss_class_aux_dn: 0.322541 loss_bbox_aux_dn: 1.677286 loss_giou_aux_dn: 2.123991 loss: 10.241389 eta: 12:17:06 batch_cost: 0.5738 data_cost: 0.0009 ips: 3.4856 images/s [02/13 06:49:53] ppdet.engine INFO: Epoch: [1] [3400/7329] learning_rate: 0.000100 loss_class: 0.299530 loss_bbox: 0.198889 loss_giou: 0.360221 loss_class_aux: 1.966985 loss_bbox_aux: 1.225551 loss_giou_aux: 2.353949 loss_class_dn: 0.061785 loss_bbox_dn: 0.349248 loss_giou_dn: 0.543306 loss_class_aux_dn: 0.377669 loss_bbox_aux_dn: 1.819205 loss_giou_aux_dn: 2.857342 loss: 13.019805 eta: 12:16:09 batch_cost: 0.5723 data_cost: 0.0015 ips: 3.4944 images/s [02/13 06:50:50] ppdet.engine INFO: Epoch: [1] [3500/7329] learning_rate: 0.000100 loss_class: 0.327549 loss_bbox: 0.174967 loss_giou: 0.350525 loss_class_aux: 2.071384 loss_bbox_aux: 1.116837 loss_giou_aux: 2.131114 loss_class_dn: 0.065113 loss_bbox_dn: 0.311496 loss_giou_dn: 0.479099 loss_class_aux_dn: 0.393681 loss_bbox_aux_dn: 1.690440 loss_giou_aux_dn: 2.682475 loss: 13.395443 eta: 12:15:07 batch_cost: 0.5644 data_cost: 0.0005 ips: 3.5436 images/s [02/13 06:51:47] ppdet.engine INFO: Epoch: [1] [3600/7329] learning_rate: 0.000100 loss_class: 0.258829 loss_bbox: 0.160509 loss_giou: 0.284433 loss_class_aux: 1.785604 loss_bbox_aux: 0.975640 loss_giou_aux: 1.790331 loss_class_dn: 0.048477 loss_bbox_dn: 0.293629 loss_giou_dn: 0.399577 loss_class_aux_dn: 0.328455 loss_bbox_aux_dn: 1.537082 loss_giou_aux_dn: 2.157257 loss: 10.574451 eta: 12:14:08 batch_cost: 0.5705 data_cost: 0.0011 ips: 3.5058 images/s [02/13 06:52:46] ppdet.engine INFO: Epoch: [1] [3700/7329] learning_rate: 0.000100 loss_class: 0.339989 loss_bbox: 0.202693 loss_giou: 0.413868 loss_class_aux: 2.240976 loss_bbox_aux: 1.154320 loss_giou_aux: 2.484779 loss_class_dn: 0.075343 loss_bbox_dn: 0.393817 loss_giou_dn: 0.532659 loss_class_aux_dn: 0.429484 loss_bbox_aux_dn: 2.131202 loss_giou_aux_dn: 2.883605 loss: 12.671241 eta: 12:13:18 batch_cost: 0.5822 data_cost: 0.0009 ips: 3.4353 images/s [02/13 06:53:43] ppdet.engine INFO: Epoch: [1] [3800/7329] learning_rate: 0.000100 loss_class: 0.287818 loss_bbox: 0.150430 loss_giou: 0.288034 loss_class_aux: 1.906912 loss_bbox_aux: 0.980643 loss_giou_aux: 1.962910 loss_class_dn: 0.049234 loss_bbox_dn: 0.328380 loss_giou_dn: 0.383325 loss_class_aux_dn: 0.306846 loss_bbox_aux_dn: 1.801865 loss_giou_aux_dn: 2.086483 loss: 10.565825 eta: 12:12:18 batch_cost: 0.5682 data_cost: 0.0011 ips: 3.5198 images/s [02/13 06:54:40] ppdet.engine INFO: Epoch: [1] [3900/7329] learning_rate: 0.000100 loss_class: 0.300203 loss_bbox: 0.171795 loss_giou: 0.338989 loss_class_aux: 2.007526 loss_bbox_aux: 1.038515 loss_giou_aux: 2.270041 loss_class_dn: 0.058226 loss_bbox_dn: 0.353785 loss_giou_dn: 0.470032 loss_class_aux_dn: 0.373738 loss_bbox_aux_dn: 1.909865 loss_giou_aux_dn: 2.605062 loss: 12.819715 eta: 12:11:22 batch_cost: 0.5737 data_cost: 0.0009 ips: 3.4864 images/s [02/13 06:55:37] ppdet.engine INFO: Epoch: [1] [4000/7329] learning_rate: 0.000100 loss_class: 0.334692 loss_bbox: 0.193255 loss_giou: 0.343181 loss_class_aux: 2.173077 loss_bbox_aux: 1.305255 loss_giou_aux: 2.188072 loss_class_dn: 0.061430 loss_bbox_dn: 0.386379 loss_giou_dn: 0.502534 loss_class_aux_dn: 0.377912 loss_bbox_aux_dn: 2.085399 loss_giou_aux_dn: 2.707980 loss: 14.139914 eta: 12:10:22 batch_cost: 0.5670 data_cost: 0.0006 ips: 3.5275 images/s [02/13 06:56:34] ppdet.engine INFO: Epoch: [1] [4100/7329] learning_rate: 0.000100 loss_class: 0.294751 loss_bbox: 0.173902 loss_giou: 0.348055 loss_class_aux: 1.911931 loss_bbox_aux: 1.149735 loss_giou_aux: 2.247841 loss_class_dn: 0.060787 loss_bbox_dn: 0.375658 loss_giou_dn: 0.509013 loss_class_aux_dn: 0.361887 loss_bbox_aux_dn: 1.963336 loss_giou_aux_dn: 2.675040 loss: 12.494864 eta: 12:09:23 batch_cost: 0.5702 data_cost: 0.0007 ips: 3.5078 images/s [02/13 06:57:32] ppdet.engine INFO: Epoch: [1] [4200/7329] learning_rate: 0.000100 loss_class: 0.307308 loss_bbox: 0.186917 loss_giou: 0.399418 loss_class_aux: 1.966030 loss_bbox_aux: 1.154112 loss_giou_aux: 2.533678 loss_class_dn: 0.061724 loss_bbox_dn: 0.369731 loss_giou_dn: 0.514876 loss_class_aux_dn: 0.357515 loss_bbox_aux_dn: 1.989542 loss_giou_aux_dn: 2.755475 loss: 12.635540 eta: 12:08:24 batch_cost: 0.5682 data_cost: 0.0007 ips: 3.5196 images/s [02/13 06:58:28] ppdet.engine INFO: Epoch: [1] [4300/7329] learning_rate: 0.000100 loss_class: 0.295552 loss_bbox: 0.179095 loss_giou: 0.397351 loss_class_aux: 1.959215 loss_bbox_aux: 1.073916 loss_giou_aux: 2.363603 loss_class_dn: 0.064699 loss_bbox_dn: 0.325960 loss_giou_dn: 0.524543 loss_class_aux_dn: 0.348667 loss_bbox_aux_dn: 1.806095 loss_giou_aux_dn: 2.843421 loss: 12.911514 eta: 12:07:23 batch_cost: 0.5658 data_cost: 0.0007 ips: 3.5347 images/s [02/13 06:59:25] ppdet.engine INFO: Epoch: [1] [4400/7329] learning_rate: 0.000100 loss_class: 0.265918 loss_bbox: 0.182894 loss_giou: 0.390336 loss_class_aux: 1.826451 loss_bbox_aux: 1.136161 loss_giou_aux: 2.432079 loss_class_dn: 0.058791 loss_bbox_dn: 0.328662 loss_giou_dn: 0.531440 loss_class_aux_dn: 0.341848 loss_bbox_aux_dn: 1.830382 loss_giou_aux_dn: 2.754754 loss: 12.333941 eta: 12:06:19 batch_cost: 0.5616 data_cost: 0.0003 ips: 3.5609 images/s [02/13 07:00:22] ppdet.engine INFO: Epoch: [1] [4500/7329] learning_rate: 0.000100 loss_class: 0.245301 loss_bbox: 0.162119 loss_giou: 0.270910 loss_class_aux: 1.637489 loss_bbox_aux: 1.037026 loss_giou_aux: 1.716128 loss_class_dn: 0.049616 loss_bbox_dn: 0.345130 loss_giou_dn: 0.396868 loss_class_aux_dn: 0.295231 loss_bbox_aux_dn: 1.848411 loss_giou_aux_dn: 2.143669 loss: 11.303013 eta: 12:05:22 batch_cost: 0.5717 data_cost: 0.0003 ips: 3.4983 images/s [02/13 07:01:19] ppdet.engine INFO: Epoch: [1] [4600/7329] learning_rate: 0.000100 loss_class: 0.311158 loss_bbox: 0.202418 loss_giou: 0.461025 loss_class_aux: 1.956987 loss_bbox_aux: 1.284611 loss_giou_aux: 2.863552 loss_class_dn: 0.067758 loss_bbox_dn: 0.328644 loss_giou_dn: 0.604880 loss_class_aux_dn: 0.414576 loss_bbox_aux_dn: 1.874010 loss_giou_aux_dn: 3.190158 loss: 14.069601 eta: 12:04:20 batch_cost: 0.5650 data_cost: 0.0005 ips: 3.5400 images/s [02/13 07:02:17] ppdet.engine INFO: Epoch: [1] [4700/7329] learning_rate: 0.000100 loss_class: 0.296900 loss_bbox: 0.192636 loss_giou: 0.364207 loss_class_aux: 1.924554 loss_bbox_aux: 1.219523 loss_giou_aux: 2.294977 loss_class_dn: 0.062637 loss_bbox_dn: 0.333017 loss_giou_dn: 0.484021 loss_class_aux_dn: 0.370631 loss_bbox_aux_dn: 1.753471 loss_giou_aux_dn: 2.574811 loss: 13.090141 eta: 12:03:24 batch_cost: 0.5737 data_cost: 0.0005 ips: 3.4863 images/s [02/13 07:03:13] ppdet.engine INFO: Epoch: [1] [4800/7329] learning_rate: 0.000100 loss_class: 0.255433 loss_bbox: 0.155041 loss_giou: 0.341847 loss_class_aux: 1.744895 loss_bbox_aux: 0.994585 loss_giou_aux: 2.129481 loss_class_dn: 0.045884 loss_bbox_dn: 0.310471 loss_giou_dn: 0.416033 loss_class_aux_dn: 0.307667 loss_bbox_aux_dn: 1.687270 loss_giou_aux_dn: 2.242820 loss: 11.295904 eta: 12:02:21 batch_cost: 0.5622 data_cost: 0.0005 ips: 3.5572 images/s [02/13 07:04:11] ppdet.engine INFO: Epoch: [1] [4900/7329] learning_rate: 0.000100 loss_class: 0.354498 loss_bbox: 0.205029 loss_giou: 0.423760 loss_class_aux: 2.320039 loss_bbox_aux: 1.260043 loss_giou_aux: 2.884995 loss_class_dn: 0.072170 loss_bbox_dn: 0.362208 loss_giou_dn: 0.622474 loss_class_aux_dn: 0.448587 loss_bbox_aux_dn: 1.989465 loss_giou_aux_dn: 3.392381 loss: 15.475079 eta: 12:01:27 batch_cost: 0.5772 data_cost: 0.0012 ips: 3.4650 images/s [02/13 07:05:08] ppdet.engine INFO: Epoch: [1] [5000/7329] learning_rate: 0.000100 loss_class: 0.278770 loss_bbox: 0.177489 loss_giou: 0.341056 loss_class_aux: 1.916746 loss_bbox_aux: 1.151547 loss_giou_aux: 2.153360 loss_class_dn: 0.057863 loss_bbox_dn: 0.316658 loss_giou_dn: 0.479229 loss_class_aux_dn: 0.351697 loss_bbox_aux_dn: 1.786119 loss_giou_aux_dn: 2.621045 loss: 12.420343 eta: 12:00:28 batch_cost: 0.5676 data_cost: 0.0013 ips: 3.5237 images/s [02/13 07:06:06] ppdet.engine INFO: Epoch: [1] [5100/7329] learning_rate: 0.000100 loss_class: 0.261988 loss_bbox: 0.173055 loss_giou: 0.328228 loss_class_aux: 1.896540 loss_bbox_aux: 1.042008 loss_giou_aux: 2.094643 loss_class_dn: 0.056130 loss_bbox_dn: 0.308400 loss_giou_dn: 0.457409 loss_class_aux_dn: 0.336679 loss_bbox_aux_dn: 1.741603 loss_giou_aux_dn: 2.457968 loss: 11.685949 eta: 11:59:30 batch_cost: 0.5711 data_cost: 0.0010 ips: 3.5021 images/s [02/13 07:07:03] ppdet.engine INFO: Epoch: [1] [5200/7329] learning_rate: 0.000100 loss_class: 0.299826 loss_bbox: 0.161186 loss_giou: 0.320684 loss_class_aux: 1.997799 loss_bbox_aux: 1.007620 loss_giou_aux: 2.124071 loss_class_dn: 0.061024 loss_bbox_dn: 0.366382 loss_giou_dn: 0.464315 loss_class_aux_dn: 0.369213 loss_bbox_aux_dn: 1.968916 loss_giou_aux_dn: 2.473311 loss: 11.333020 eta: 11:58:31 batch_cost: 0.5683 data_cost: 0.0007 ips: 3.5193 images/s [02/13 07:08:00] ppdet.engine INFO: Epoch: [1] [5300/7329] learning_rate: 0.000100 loss_class: 0.279059 loss_bbox: 0.178699 loss_giou: 0.357987 loss_class_aux: 1.962725 loss_bbox_aux: 1.090527 loss_giou_aux: 2.306806 loss_class_dn: 0.053182 loss_bbox_dn: 0.341094 loss_giou_dn: 0.452008 loss_class_aux_dn: 0.336685 loss_bbox_aux_dn: 1.867115 loss_giou_aux_dn: 2.417336 loss: 12.144068 eta: 11:57:35 batch_cost: 0.5735 data_cost: 0.0008 ips: 3.4876 images/s [02/13 07:08:57] ppdet.engine INFO: Epoch: [1] [5400/7329] learning_rate: 0.000100 loss_class: 0.244365 loss_bbox: 0.168050 loss_giou: 0.349063 loss_class_aux: 1.658033 loss_bbox_aux: 1.051923 loss_giou_aux: 2.216923 loss_class_dn: 0.052815 loss_bbox_dn: 0.276358 loss_giou_dn: 0.440240 loss_class_aux_dn: 0.303369 loss_bbox_aux_dn: 1.438360 loss_giou_aux_dn: 2.344976 loss: 11.283199 eta: 11:56:33 batch_cost: 0.5633 data_cost: 0.0014 ips: 3.5505 images/s [02/13 07:09:55] ppdet.engine INFO: Epoch: [1] [5500/7329] learning_rate: 0.000100 loss_class: 0.296347 loss_bbox: 0.183298 loss_giou: 0.311582 loss_class_aux: 1.975762 loss_bbox_aux: 1.162985 loss_giou_aux: 1.980314 loss_class_dn: 0.057426 loss_bbox_dn: 0.348044 loss_giou_dn: 0.422509 loss_class_aux_dn: 0.353984 loss_bbox_aux_dn: 1.862698 loss_giou_aux_dn: 2.282992 loss: 11.593047 eta: 11:55:37 batch_cost: 0.5736 data_cost: 0.0006 ips: 3.4867 images/s [02/13 07:10:52] ppdet.engine INFO: Epoch: [1] [5600/7329] learning_rate: 0.000100 loss_class: 0.257346 loss_bbox: 0.177431 loss_giou: 0.443147 loss_class_aux: 1.794432 loss_bbox_aux: 1.125958 loss_giou_aux: 2.728637 loss_class_dn: 0.056819 loss_bbox_dn: 0.315895 loss_giou_dn: 0.540237 loss_class_aux_dn: 0.337723 loss_bbox_aux_dn: 1.721114 loss_giou_aux_dn: 2.925027 loss: 12.423058 eta: 11:54:39 batch_cost: 0.5697 data_cost: 0.0008 ips: 3.5109 images/s [02/13 07:11:50] ppdet.engine INFO: Epoch: [1] [5700/7329] learning_rate: 0.000100 loss_class: 0.239949 loss_bbox: 0.140778 loss_giou: 0.228383 loss_class_aux: 1.588136 loss_bbox_aux: 0.886308 loss_giou_aux: 1.441908 loss_class_dn: 0.040481 loss_bbox_dn: 0.283263 loss_giou_dn: 0.334946 loss_class_aux_dn: 0.276517 loss_bbox_aux_dn: 1.532777 loss_giou_aux_dn: 1.853388 loss: 9.259251 eta: 11:53:44 batch_cost: 0.5767 data_cost: 0.0006 ips: 3.4678 images/s [02/13 07:12:46] ppdet.engine INFO: Epoch: [1] [5800/7329] learning_rate: 0.000100 loss_class: 0.218402 loss_bbox: 0.143769 loss_giou: 0.263464 loss_class_aux: 1.447137 loss_bbox_aux: 0.851221 loss_giou_aux: 1.665450 loss_class_dn: 0.034354 loss_bbox_dn: 0.302589 loss_giou_dn: 0.344390 loss_class_aux_dn: 0.223504 loss_bbox_aux_dn: 1.618343 loss_giou_aux_dn: 1.887963 loss: 9.467268 eta: 11:52:43 batch_cost: 0.5635 data_cost: 0.0003 ips: 3.5493 images/s [02/13 07:13:43] ppdet.engine INFO: Epoch: [1] [5900/7329] learning_rate: 0.000100 loss_class: 0.240914 loss_bbox: 0.151169 loss_giou: 0.300911 loss_class_aux: 1.715025 loss_bbox_aux: 0.976469 loss_giou_aux: 1.888341 loss_class_dn: 0.049378 loss_bbox_dn: 0.267214 loss_giou_dn: 0.411989 loss_class_aux_dn: 0.323541 loss_bbox_aux_dn: 1.508464 loss_giou_aux_dn: 2.221943 loss: 10.648735 eta: 11:51:40 batch_cost: 0.5627 data_cost: 0.0010 ips: 3.5540 images/s [02/13 07:14:40] ppdet.engine INFO: Epoch: [1] [6000/7329] learning_rate: 0.000100 loss_class: 0.234016 loss_bbox: 0.157267 loss_giou: 0.286180 loss_class_aux: 1.589837 loss_bbox_aux: 1.062424 loss_giou_aux: 1.839704 loss_class_dn: 0.046845 loss_bbox_dn: 0.341581 loss_giou_dn: 0.406613 loss_class_aux_dn: 0.281373 loss_bbox_aux_dn: 1.903884 loss_giou_aux_dn: 2.281522 loss: 11.219672 eta: 11:50:43 batch_cost: 0.5713 data_cost: 0.0006 ips: 3.5011 images/s [02/13 07:15:38] ppdet.engine INFO: Epoch: [1] [6100/7329] learning_rate: 0.000100 loss_class: 0.246206 loss_bbox: 0.149489 loss_giou: 0.265822 loss_class_aux: 1.643148 loss_bbox_aux: 0.986043 loss_giou_aux: 1.618633 loss_class_dn: 0.057060 loss_bbox_dn: 0.332043 loss_giou_dn: 0.364858 loss_class_aux_dn: 0.325242 loss_bbox_aux_dn: 1.766896 loss_giou_aux_dn: 1.979338 loss: 10.190088 eta: 11:49:46 batch_cost: 0.5721 data_cost: 0.0004 ips: 3.4958 images/s [02/13 07:16:34] ppdet.engine INFO: Epoch: [1] [6200/7329] learning_rate: 0.000100 loss_class: 0.270096 loss_bbox: 0.164935 loss_giou: 0.282206 loss_class_aux: 1.766316 loss_bbox_aux: 0.995672 loss_giou_aux: 1.802126 loss_class_dn: 0.054790 loss_bbox_dn: 0.349481 loss_giou_dn: 0.415732 loss_class_aux_dn: 0.339238 loss_bbox_aux_dn: 1.919789 loss_giou_aux_dn: 2.254523 loss: 10.411085 eta: 11:48:46 batch_cost: 0.5657 data_cost: 0.0008 ips: 3.5355 images/s [02/13 07:17:31] ppdet.engine INFO: Epoch: [1] [6300/7329] learning_rate: 0.000100 loss_class: 0.267865 loss_bbox: 0.146053 loss_giou: 0.324179 loss_class_aux: 1.745954 loss_bbox_aux: 0.990374 loss_giou_aux: 1.933214 loss_class_dn: 0.056646 loss_bbox_dn: 0.290702 loss_giou_dn: 0.414946 loss_class_aux_dn: 0.312027 loss_bbox_aux_dn: 1.612359 loss_giou_aux_dn: 2.290559 loss: 11.522390 eta: 11:47:44 batch_cost: 0.5632 data_cost: 0.0008 ips: 3.5511 images/s [02/13 07:18:28] ppdet.engine INFO: Epoch: [1] [6400/7329] learning_rate: 0.000100 loss_class: 0.262588 loss_bbox: 0.156069 loss_giou: 0.265675 loss_class_aux: 1.724012 loss_bbox_aux: 1.034348 loss_giou_aux: 1.707541 loss_class_dn: 0.051443 loss_bbox_dn: 0.308823 loss_giou_dn: 0.410224 loss_class_aux_dn: 0.324128 loss_bbox_aux_dn: 1.642668 loss_giou_aux_dn: 2.173040 loss: 10.626249 eta: 11:46:45 batch_cost: 0.5664 data_cost: 0.0007 ips: 3.5310 images/s [02/13 07:19:25] ppdet.engine INFO: Epoch: [1] [6500/7329] learning_rate: 0.000100 loss_class: 0.248236 loss_bbox: 0.180154 loss_giou: 0.272586 loss_class_aux: 1.684774 loss_bbox_aux: 1.052546 loss_giou_aux: 1.727050 loss_class_dn: 0.053017 loss_bbox_dn: 0.310344 loss_giou_dn: 0.387586 loss_class_aux_dn: 0.313584 loss_bbox_aux_dn: 1.712037 loss_giou_aux_dn: 2.121935 loss: 11.295191 eta: 11:45:44 batch_cost: 0.5643 data_cost: 0.0005 ips: 3.5444 images/s [02/13 07:20:21] ppdet.engine INFO: Epoch: [1] [6600/7329] learning_rate: 0.000100 loss_class: 0.230337 loss_bbox: 0.149824 loss_giou: 0.299530 loss_class_aux: 1.654746 loss_bbox_aux: 0.958786 loss_giou_aux: 1.927114 loss_class_dn: 0.044660 loss_bbox_dn: 0.303135 loss_giou_dn: 0.411066 loss_class_aux_dn: 0.278149 loss_bbox_aux_dn: 1.603919 loss_giou_aux_dn: 2.217085 loss: 10.075010 eta: 11:44:41 batch_cost: 0.5619 data_cost: 0.0006 ips: 3.5593 images/s [02/13 07:21:18] ppdet.engine INFO: Epoch: [1] [6700/7329] learning_rate: 0.000100 loss_class: 0.279244 loss_bbox: 0.174810 loss_giou: 0.344187 loss_class_aux: 1.908835 loss_bbox_aux: 1.093290 loss_giou_aux: 2.159728 loss_class_dn: 0.052217 loss_bbox_dn: 0.306489 loss_giou_dn: 0.441943 loss_class_aux_dn: 0.326008 loss_bbox_aux_dn: 1.638900 loss_giou_aux_dn: 2.399217 loss: 11.248083 eta: 11:43:43 batch_cost: 0.5694 data_cost: 0.0006 ips: 3.5123 images/s [02/13 07:22:16] ppdet.engine INFO: Epoch: [1] [6800/7329] learning_rate: 0.000100 loss_class: 0.261445 loss_bbox: 0.180747 loss_giou: 0.332845 loss_class_aux: 1.707234 loss_bbox_aux: 1.126677 loss_giou_aux: 2.137998 loss_class_dn: 0.052111 loss_bbox_dn: 0.335210 loss_giou_dn: 0.447341 loss_class_aux_dn: 0.333817 loss_bbox_aux_dn: 1.795201 loss_giou_aux_dn: 2.467898 loss: 11.622824 eta: 11:42:48 batch_cost: 0.5742 data_cost: 0.0006 ips: 3.4830 images/s [02/13 07:23:13] ppdet.engine INFO: Epoch: [1] [6900/7329] learning_rate: 0.000100 loss_class: 0.246755 loss_bbox: 0.154298 loss_giou: 0.318557 loss_class_aux: 1.688252 loss_bbox_aux: 0.926537 loss_giou_aux: 1.970967 loss_class_dn: 0.046996 loss_bbox_dn: 0.296815 loss_giou_dn: 0.398971 loss_class_aux_dn: 0.299691 loss_bbox_aux_dn: 1.585749 loss_giou_aux_dn: 2.182452 loss: 9.961739 eta: 11:41:47 batch_cost: 0.5650 data_cost: 0.0009 ips: 3.5397 images/s [02/13 07:24:10] ppdet.engine INFO: Epoch: [1] [7000/7329] learning_rate: 0.000100 loss_class: 0.255673 loss_bbox: 0.146193 loss_giou: 0.287528 loss_class_aux: 1.558922 loss_bbox_aux: 0.939672 loss_giou_aux: 1.841962 loss_class_dn: 0.045027 loss_bbox_dn: 0.288983 loss_giou_dn: 0.368586 loss_class_aux_dn: 0.280356 loss_bbox_aux_dn: 1.562107 loss_giou_aux_dn: 2.003443 loss: 9.459347 eta: 11:40:53 batch_cost: 0.5762 data_cost: 0.0008 ips: 3.4712 images/s [02/13 07:25:07] ppdet.engine INFO: Epoch: [1] [7100/7329] learning_rate: 0.000100 loss_class: 0.333013 loss_bbox: 0.192603 loss_giou: 0.401227 loss_class_aux: 2.051558 loss_bbox_aux: 1.209579 loss_giou_aux: 2.485350 loss_class_dn: 0.066004 loss_bbox_dn: 0.364115 loss_giou_dn: 0.561428 loss_class_aux_dn: 0.395183 loss_bbox_aux_dn: 1.952709 loss_giou_aux_dn: 2.985293 loss: 13.645552 eta: 11:39:52 batch_cost: 0.5630 data_cost: 0.0006 ips: 3.5524 images/s [02/13 07:26:04] ppdet.engine INFO: Epoch: [1] [7200/7329] learning_rate: 0.000100 loss_class: 0.280121 loss_bbox: 0.152780 loss_giou: 0.345899 loss_class_aux: 1.845740 loss_bbox_aux: 1.018415 loss_giou_aux: 2.239618 loss_class_dn: 0.049617 loss_bbox_dn: 0.306711 loss_giou_dn: 0.455505 loss_class_aux_dn: 0.293215 loss_bbox_aux_dn: 1.609329 loss_giou_aux_dn: 2.432614 loss: 11.803112 eta: 11:38:52 batch_cost: 0.5655 data_cost: 0.0005 ips: 3.5366 images/s [02/13 07:27:01] ppdet.engine INFO: Epoch: [1] [7300/7329] learning_rate: 0.000100 loss_class: 0.294689 loss_bbox: 0.180577 loss_giou: 0.396846 loss_class_aux: 1.993653 loss_bbox_aux: 1.223348 loss_giou_aux: 2.582883 loss_class_dn: 0.062543 loss_bbox_dn: 0.322487 loss_giou_dn: 0.525052 loss_class_aux_dn: 0.365957 loss_bbox_aux_dn: 1.758735 loss_giou_aux_dn: 2.795650 loss: 13.427090 eta: 11:37:52 batch_cost: 0.5655 data_cost: 0.0005 ips: 3.5370 images/s [02/13 07:27:18] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 07:27:18] ppdet.engine INFO: Eval iter: 0 [02/13 07:27:28] ppdet.engine INFO: Eval iter: 100 [02/13 07:27:38] ppdet.engine INFO: Eval iter: 200 [02/13 07:27:49] ppdet.engine INFO: Eval iter: 300 [02/13 07:28:00] ppdet.engine INFO: Eval iter: 400 [02/13 07:28:10] ppdet.engine INFO: Eval iter: 500 [02/13 07:28:21] ppdet.engine INFO: Eval iter: 600 [02/13 07:28:32] ppdet.engine INFO: Eval iter: 700 [02/13 07:28:42] ppdet.engine INFO: Eval iter: 800 [02/13 07:28:53] ppdet.engine INFO: Eval iter: 900 [02/13 07:29:03] ppdet.engine INFO: Eval iter: 1000 [02/13 07:29:14] ppdet.engine INFO: Eval iter: 1100 [02/13 07:29:25] ppdet.engine INFO: Eval iter: 1200 [02/13 07:29:35] ppdet.engine INFO: Eval iter: 1300 [02/13 07:29:46] ppdet.engine INFO: Eval iter: 1400 [02/13 07:29:57] ppdet.engine INFO: Eval iter: 1500 [02/13 07:30:07] 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INFO: Eval iter: 3500 [02/13 07:33:39] ppdet.engine INFO: Eval iter: 3600 [02/13 07:33:50] ppdet.engine INFO: Eval iter: 3700 [02/13 07:34:01] ppdet.engine INFO: Eval iter: 3800 [02/13 07:34:11] ppdet.engine INFO: Eval iter: 3900 [02/13 07:34:21] ppdet.engine INFO: Eval iter: 4000 [02/13 07:34:32] ppdet.engine INFO: Eval iter: 4100 [02/13 07:34:42] ppdet.engine INFO: Eval iter: 4200 [02/13 07:34:53] ppdet.engine INFO: Eval iter: 4300 [02/13 07:35:04] ppdet.engine INFO: Eval iter: 4400 [02/13 07:35:15] ppdet.engine INFO: Eval iter: 4500 [02/13 07:35:25] ppdet.engine INFO: Eval iter: 4600 [02/13 07:35:36] ppdet.engine INFO: Eval iter: 4700 [02/13 07:35:46] ppdet.engine INFO: Eval iter: 4800 [02/13 07:35:57] ppdet.engine INFO: Eval iter: 4900 [02/13 07:36:39] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.50s) creating index... index created! [02/13 07:36:39] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.36s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=103.31s). Accumulating evaluation results... DONE (t=23.98s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.349 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.499 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.374 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.202 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.384 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.458 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.317 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 ] = 0.626 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.411 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.667 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.800 [02/13 07:39:02] ppdet.engine INFO: Total sample number: 5000, average FPS: 9.438434884741788 [02/13 07:39:02] ppdet.engine INFO: Best test bbox ap is 0.349. [02/13 07:39:04] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 07:39:05] ppdet.engine INFO: Epoch: [2] [ 0/7329] learning_rate: 0.000100 loss_class: 0.311935 loss_bbox: 0.183192 loss_giou: 0.398089 loss_class_aux: 2.050425 loss_bbox_aux: 1.201309 loss_giou_aux: 2.609725 loss_class_dn: 0.069537 loss_bbox_dn: 0.372646 loss_giou_dn: 0.544233 loss_class_aux_dn: 0.391916 loss_bbox_aux_dn: 1.995201 loss_giou_aux_dn: 2.931123 loss: 13.536819 eta: 11:37:31 batch_cost: 0.5571 data_cost: 0.0006 ips: 3.5901 images/s [02/13 07:40:02] ppdet.engine INFO: Epoch: [2] [ 100/7329] learning_rate: 0.000100 loss_class: 0.242811 loss_bbox: 0.160853 loss_giou: 0.250077 loss_class_aux: 1.634962 loss_bbox_aux: 1.019305 loss_giou_aux: 1.772453 loss_class_dn: 0.048378 loss_bbox_dn: 0.296327 loss_giou_dn: 0.395970 loss_class_aux_dn: 0.292732 loss_bbox_aux_dn: 1.658911 loss_giou_aux_dn: 2.090398 loss: 10.306774 eta: 11:36:31 batch_cost: 0.5640 data_cost: 0.0004 ips: 3.5463 images/s [02/13 07:40:59] ppdet.engine INFO: Epoch: [2] [ 200/7329] learning_rate: 0.000100 loss_class: 0.235369 loss_bbox: 0.149038 loss_giou: 0.252653 loss_class_aux: 1.562715 loss_bbox_aux: 0.895984 loss_giou_aux: 1.572674 loss_class_dn: 0.045209 loss_bbox_dn: 0.309440 loss_giou_dn: 0.341588 loss_class_aux_dn: 0.273074 loss_bbox_aux_dn: 1.626262 loss_giou_aux_dn: 1.890876 loss: 9.508457 eta: 11:35:34 batch_cost: 0.5727 data_cost: 0.0004 ips: 3.4925 images/s [02/13 07:41:58] ppdet.engine INFO: Epoch: [2] [ 300/7329] learning_rate: 0.000100 loss_class: 0.289874 loss_bbox: 0.164851 loss_giou: 0.300357 loss_class_aux: 1.890794 loss_bbox_aux: 1.017638 loss_giou_aux: 1.861156 loss_class_dn: 0.052671 loss_bbox_dn: 0.325058 loss_giou_dn: 0.422066 loss_class_aux_dn: 0.311595 loss_bbox_aux_dn: 1.794572 loss_giou_aux_dn: 2.347298 loss: 11.375898 eta: 11:34:43 batch_cost: 0.5821 data_cost: 0.0005 ips: 3.4361 images/s [02/13 07:42:54] ppdet.engine INFO: Epoch: [2] [ 400/7329] learning_rate: 0.000100 loss_class: 0.220453 loss_bbox: 0.152287 loss_giou: 0.317537 loss_class_aux: 1.522480 loss_bbox_aux: 0.981590 loss_giou_aux: 1.939307 loss_class_dn: 0.045548 loss_bbox_dn: 0.294219 loss_giou_dn: 0.384451 loss_class_aux_dn: 0.254758 loss_bbox_aux_dn: 1.663383 loss_giou_aux_dn: 2.095874 loss: 9.898270 eta: 11:33:42 batch_cost: 0.5626 data_cost: 0.0005 ips: 3.5548 images/s [02/13 07:43:52] ppdet.engine INFO: Epoch: [2] [ 500/7329] learning_rate: 0.000100 loss_class: 0.270737 loss_bbox: 0.158731 loss_giou: 0.269233 loss_class_aux: 1.763991 loss_bbox_aux: 1.036052 loss_giou_aux: 1.694432 loss_class_dn: 0.048343 loss_bbox_dn: 0.325262 loss_giou_dn: 0.391649 loss_class_aux_dn: 0.299258 loss_bbox_aux_dn: 1.757381 loss_giou_aux_dn: 2.137957 loss: 10.673459 eta: 11:32:45 batch_cost: 0.5730 data_cost: 0.0005 ips: 3.4901 images/s [02/13 07:44:50] ppdet.engine INFO: Epoch: [2] [ 600/7329] learning_rate: 0.000100 loss_class: 0.249219 loss_bbox: 0.156890 loss_giou: 0.278612 loss_class_aux: 1.555877 loss_bbox_aux: 1.043052 loss_giou_aux: 1.754915 loss_class_dn: 0.044477 loss_bbox_dn: 0.305566 loss_giou_dn: 0.390483 loss_class_aux_dn: 0.269978 loss_bbox_aux_dn: 1.649710 loss_giou_aux_dn: 2.154628 loss: 10.775595 eta: 11:31:51 batch_cost: 0.5772 data_cost: 0.0006 ips: 3.4649 images/s [02/13 07:45:47] ppdet.engine INFO: Epoch: [2] [ 700/7329] learning_rate: 0.000100 loss_class: 0.260026 loss_bbox: 0.155951 loss_giou: 0.311414 loss_class_aux: 1.693262 loss_bbox_aux: 1.075436 loss_giou_aux: 1.966599 loss_class_dn: 0.051636 loss_bbox_dn: 0.308637 loss_giou_dn: 0.419520 loss_class_aux_dn: 0.328246 loss_bbox_aux_dn: 1.673102 loss_giou_aux_dn: 2.286286 loss: 10.317360 eta: 11:30:54 batch_cost: 0.5703 data_cost: 0.0005 ips: 3.5066 images/s [02/13 07:46:45] ppdet.engine INFO: Epoch: [2] [ 800/7329] learning_rate: 0.000100 loss_class: 0.243619 loss_bbox: 0.151508 loss_giou: 0.350515 loss_class_aux: 1.642245 loss_bbox_aux: 0.902200 loss_giou_aux: 2.213324 loss_class_dn: 0.047381 loss_bbox_dn: 0.262887 loss_giou_dn: 0.422307 loss_class_aux_dn: 0.286787 loss_bbox_aux_dn: 1.413722 loss_giou_aux_dn: 2.282324 loss: 10.449266 eta: 11:29:59 batch_cost: 0.5758 data_cost: 0.0005 ips: 3.4732 images/s [02/13 07:47:42] ppdet.engine INFO: Epoch: [2] [ 900/7329] learning_rate: 0.000100 loss_class: 0.294109 loss_bbox: 0.197678 loss_giou: 0.425418 loss_class_aux: 1.850644 loss_bbox_aux: 1.242795 loss_giou_aux: 2.744524 loss_class_dn: 0.053725 loss_bbox_dn: 0.307430 loss_giou_dn: 0.537419 loss_class_aux_dn: 0.308617 loss_bbox_aux_dn: 1.689519 loss_giou_aux_dn: 2.871626 loss: 13.097109 eta: 11:29:00 batch_cost: 0.5668 data_cost: 0.0006 ips: 3.5288 images/s [02/13 07:48:40] ppdet.engine INFO: Epoch: [2] [1000/7329] learning_rate: 0.000100 loss_class: 0.304888 loss_bbox: 0.186948 loss_giou: 0.399158 loss_class_aux: 2.038747 loss_bbox_aux: 1.151845 loss_giou_aux: 2.474132 loss_class_dn: 0.055085 loss_bbox_dn: 0.338964 loss_giou_dn: 0.519521 loss_class_aux_dn: 0.356199 loss_bbox_aux_dn: 1.776619 loss_giou_aux_dn: 2.831787 loss: 13.103546 eta: 11:28:06 batch_cost: 0.5786 data_cost: 0.0008 ips: 3.4568 images/s [02/13 07:49:38] ppdet.engine INFO: Epoch: [2] [1100/7329] learning_rate: 0.000100 loss_class: 0.278665 loss_bbox: 0.164753 loss_giou: 0.331220 loss_class_aux: 1.752399 loss_bbox_aux: 1.016165 loss_giou_aux: 2.086874 loss_class_dn: 0.043468 loss_bbox_dn: 0.324434 loss_giou_dn: 0.430129 loss_class_aux_dn: 0.285116 loss_bbox_aux_dn: 1.735501 loss_giou_aux_dn: 2.311765 loss: 11.605051 eta: 11:27:12 batch_cost: 0.5771 data_cost: 0.0003 ips: 3.4653 images/s [02/13 07:50:35] ppdet.engine INFO: Epoch: [2] [1200/7329] learning_rate: 0.000100 loss_class: 0.220294 loss_bbox: 0.147329 loss_giou: 0.242423 loss_class_aux: 1.474068 loss_bbox_aux: 0.935566 loss_giou_aux: 1.516841 loss_class_dn: 0.039962 loss_bbox_dn: 0.275418 loss_giou_dn: 0.374971 loss_class_aux_dn: 0.277902 loss_bbox_aux_dn: 1.511068 loss_giou_aux_dn: 2.069699 loss: 10.203910 eta: 11:26:14 batch_cost: 0.5690 data_cost: 0.0004 ips: 3.5150 images/s [02/13 07:51:33] ppdet.engine INFO: Epoch: [2] [1300/7329] learning_rate: 0.000100 loss_class: 0.231648 loss_bbox: 0.156835 loss_giou: 0.247767 loss_class_aux: 1.513425 loss_bbox_aux: 0.944648 loss_giou_aux: 1.558007 loss_class_dn: 0.045241 loss_bbox_dn: 0.295806 loss_giou_dn: 0.348637 loss_class_aux_dn: 0.274785 loss_bbox_aux_dn: 1.610204 loss_giou_aux_dn: 1.907125 loss: 9.144836 eta: 11:25:20 batch_cost: 0.5794 data_cost: 0.0005 ips: 3.4516 images/s [02/13 07:52:31] ppdet.engine INFO: Epoch: [2] [1400/7329] learning_rate: 0.000100 loss_class: 0.269548 loss_bbox: 0.160064 loss_giou: 0.344291 loss_class_aux: 1.903562 loss_bbox_aux: 1.019349 loss_giou_aux: 2.113914 loss_class_dn: 0.052788 loss_bbox_dn: 0.313800 loss_giou_dn: 0.451788 loss_class_aux_dn: 0.320225 loss_bbox_aux_dn: 1.765667 loss_giou_aux_dn: 2.447280 loss: 12.018446 eta: 11:24:26 batch_cost: 0.5783 data_cost: 0.0005 ips: 3.4583 images/s [02/13 07:53:29] ppdet.engine INFO: Epoch: [2] [1500/7329] learning_rate: 0.000100 loss_class: 0.231797 loss_bbox: 0.154062 loss_giou: 0.251508 loss_class_aux: 1.513622 loss_bbox_aux: 0.978374 loss_giou_aux: 1.548471 loss_class_dn: 0.047457 loss_bbox_dn: 0.328502 loss_giou_dn: 0.356284 loss_class_aux_dn: 0.282063 loss_bbox_aux_dn: 1.805034 loss_giou_aux_dn: 1.967152 loss: 9.942966 eta: 11:23:31 batch_cost: 0.5760 data_cost: 0.0007 ips: 3.4723 images/s [02/13 07:54:26] ppdet.engine INFO: Epoch: [2] [1600/7329] learning_rate: 0.000100 loss_class: 0.198903 loss_bbox: 0.141601 loss_giou: 0.258268 loss_class_aux: 1.301698 loss_bbox_aux: 0.901631 loss_giou_aux: 1.695235 loss_class_dn: 0.035734 loss_bbox_dn: 0.235383 loss_giou_dn: 0.346390 loss_class_aux_dn: 0.250102 loss_bbox_aux_dn: 1.337944 loss_giou_aux_dn: 1.918035 loss: 8.879063 eta: 11:22:33 batch_cost: 0.5674 data_cost: 0.0008 ips: 3.5248 images/s [02/13 07:55:23] ppdet.engine INFO: Epoch: [2] [1700/7329] learning_rate: 0.000100 loss_class: 0.247903 loss_bbox: 0.163972 loss_giou: 0.361474 loss_class_aux: 1.675837 loss_bbox_aux: 1.005648 loss_giou_aux: 2.235200 loss_class_dn: 0.048882 loss_bbox_dn: 0.250041 loss_giou_dn: 0.451803 loss_class_aux_dn: 0.303111 loss_bbox_aux_dn: 1.412007 loss_giou_aux_dn: 2.414807 loss: 11.366120 eta: 11:21:37 batch_cost: 0.5746 data_cost: 0.0006 ips: 3.4809 images/s [02/13 07:56:21] ppdet.engine INFO: Epoch: [2] [1800/7329] learning_rate: 0.000100 loss_class: 0.257072 loss_bbox: 0.166205 loss_giou: 0.331783 loss_class_aux: 1.700896 loss_bbox_aux: 1.046539 loss_giou_aux: 2.052921 loss_class_dn: 0.049321 loss_bbox_dn: 0.351570 loss_giou_dn: 0.491031 loss_class_aux_dn: 0.296926 loss_bbox_aux_dn: 1.862286 loss_giou_aux_dn: 2.603310 loss: 11.660121 eta: 11:20:40 batch_cost: 0.5726 data_cost: 0.0004 ips: 3.4930 images/s [02/13 07:57:18] ppdet.engine INFO: Epoch: [2] [1900/7329] learning_rate: 0.000100 loss_class: 0.261924 loss_bbox: 0.169021 loss_giou: 0.339009 loss_class_aux: 1.765075 loss_bbox_aux: 1.063350 loss_giou_aux: 2.035742 loss_class_dn: 0.048096 loss_bbox_dn: 0.297458 loss_giou_dn: 0.450510 loss_class_aux_dn: 0.300654 loss_bbox_aux_dn: 1.626318 loss_giou_aux_dn: 2.326360 loss: 11.312904 eta: 11:19:44 batch_cost: 0.5731 data_cost: 0.0003 ips: 3.4900 images/s [02/13 07:58:15] ppdet.engine INFO: Epoch: [2] [2000/7329] learning_rate: 0.000100 loss_class: 0.233210 loss_bbox: 0.158281 loss_giou: 0.317743 loss_class_aux: 1.511584 loss_bbox_aux: 0.984923 loss_giou_aux: 1.967504 loss_class_dn: 0.044595 loss_bbox_dn: 0.273159 loss_giou_dn: 0.374389 loss_class_aux_dn: 0.267679 loss_bbox_aux_dn: 1.481687 loss_giou_aux_dn: 2.044037 loss: 10.318631 eta: 11:18:45 batch_cost: 0.5663 data_cost: 0.0004 ips: 3.5315 images/s [02/13 07:59:13] ppdet.engine INFO: Epoch: [2] [2100/7329] learning_rate: 0.000100 loss_class: 0.322991 loss_bbox: 0.171293 loss_giou: 0.366037 loss_class_aux: 2.087758 loss_bbox_aux: 1.113372 loss_giou_aux: 2.346433 loss_class_dn: 0.050077 loss_bbox_dn: 0.319453 loss_giou_dn: 0.547294 loss_class_aux_dn: 0.323437 loss_bbox_aux_dn: 1.695491 loss_giou_aux_dn: 2.886737 loss: 13.452130 eta: 11:17:48 batch_cost: 0.5720 data_cost: 0.0003 ips: 3.4966 images/s [02/13 08:00:10] ppdet.engine INFO: Epoch: [2] [2200/7329] learning_rate: 0.000100 loss_class: 0.204673 loss_bbox: 0.155708 loss_giou: 0.233142 loss_class_aux: 1.363409 loss_bbox_aux: 0.988544 loss_giou_aux: 1.410357 loss_class_dn: 0.037680 loss_bbox_dn: 0.312727 loss_giou_dn: 0.319362 loss_class_aux_dn: 0.247812 loss_bbox_aux_dn: 1.686115 loss_giou_aux_dn: 1.774474 loss: 9.175835 eta: 11:16:49 batch_cost: 0.5671 data_cost: 0.0005 ips: 3.5265 images/s [02/13 08:01:09] ppdet.engine INFO: Epoch: [2] [2300/7329] learning_rate: 0.000100 loss_class: 0.247427 loss_bbox: 0.169054 loss_giou: 0.302006 loss_class_aux: 1.628736 loss_bbox_aux: 1.055490 loss_giou_aux: 1.946202 loss_class_dn: 0.048791 loss_bbox_dn: 0.322273 loss_giou_dn: 0.480867 loss_class_aux_dn: 0.314354 loss_bbox_aux_dn: 1.658679 loss_giou_aux_dn: 2.558734 loss: 12.132040 eta: 11:15:58 batch_cost: 0.5864 data_cost: 0.0004 ips: 3.4104 images/s [02/13 08:02:05] ppdet.engine INFO: Epoch: [2] [2400/7329] learning_rate: 0.000100 loss_class: 0.239166 loss_bbox: 0.161929 loss_giou: 0.346603 loss_class_aux: 1.645792 loss_bbox_aux: 1.035197 loss_giou_aux: 2.064586 loss_class_dn: 0.046985 loss_bbox_dn: 0.289148 loss_giou_dn: 0.449690 loss_class_aux_dn: 0.307205 loss_bbox_aux_dn: 1.594414 loss_giou_aux_dn: 2.425947 loss: 11.519891 eta: 11:15:00 batch_cost: 0.5676 data_cost: 0.0003 ips: 3.5235 images/s [02/13 08:03:03] ppdet.engine INFO: Epoch: [2] [2500/7329] learning_rate: 0.000100 loss_class: 0.244076 loss_bbox: 0.155119 loss_giou: 0.334320 loss_class_aux: 1.625624 loss_bbox_aux: 0.973007 loss_giou_aux: 2.108347 loss_class_dn: 0.040520 loss_bbox_dn: 0.284192 loss_giou_dn: 0.427374 loss_class_aux_dn: 0.282094 loss_bbox_aux_dn: 1.568546 loss_giou_aux_dn: 2.269348 loss: 10.893485 eta: 11:14:02 batch_cost: 0.5708 data_cost: 0.0003 ips: 3.5037 images/s [02/13 08:03:59] ppdet.engine INFO: Epoch: [2] [2600/7329] learning_rate: 0.000100 loss_class: 0.263317 loss_bbox: 0.150239 loss_giou: 0.333761 loss_class_aux: 1.808172 loss_bbox_aux: 1.023311 loss_giou_aux: 2.112005 loss_class_dn: 0.050183 loss_bbox_dn: 0.309715 loss_giou_dn: 0.471519 loss_class_aux_dn: 0.322238 loss_bbox_aux_dn: 1.668532 loss_giou_aux_dn: 2.519964 loss: 11.725783 eta: 11:13:02 batch_cost: 0.5649 data_cost: 0.0005 ips: 3.5402 images/s [02/13 08:04:57] ppdet.engine INFO: Epoch: [2] [2700/7329] learning_rate: 0.000100 loss_class: 0.325640 loss_bbox: 0.204759 loss_giou: 0.474659 loss_class_aux: 2.201170 loss_bbox_aux: 1.277933 loss_giou_aux: 2.865716 loss_class_dn: 0.063195 loss_bbox_dn: 0.333982 loss_giou_dn: 0.601066 loss_class_aux_dn: 0.402997 loss_bbox_aux_dn: 1.781298 loss_giou_aux_dn: 3.184385 loss: 14.160718 eta: 11:12:07 batch_cost: 0.5759 data_cost: 0.0004 ips: 3.4727 images/s [02/13 08:05:54] ppdet.engine INFO: Epoch: [2] [2800/7329] learning_rate: 0.000100 loss_class: 0.246523 loss_bbox: 0.173396 loss_giou: 0.307293 loss_class_aux: 1.725380 loss_bbox_aux: 1.030065 loss_giou_aux: 1.879816 loss_class_dn: 0.051166 loss_bbox_dn: 0.290310 loss_giou_dn: 0.410951 loss_class_aux_dn: 0.302951 loss_bbox_aux_dn: 1.594387 loss_giou_aux_dn: 2.205955 loss: 10.813652 eta: 11:11:08 batch_cost: 0.5669 data_cost: 0.0007 ips: 3.5280 images/s [02/13 08:06:52] ppdet.engine INFO: Epoch: [2] [2900/7329] learning_rate: 0.000100 loss_class: 0.256847 loss_bbox: 0.158241 loss_giou: 0.307521 loss_class_aux: 1.710595 loss_bbox_aux: 1.011298 loss_giou_aux: 2.026843 loss_class_dn: 0.043315 loss_bbox_dn: 0.334532 loss_giou_dn: 0.429673 loss_class_aux_dn: 0.273864 loss_bbox_aux_dn: 1.862255 loss_giou_aux_dn: 2.344026 loss: 10.755060 eta: 11:10:15 batch_cost: 0.5798 data_cost: 0.0005 ips: 3.4496 images/s [02/13 08:07:49] ppdet.engine INFO: Epoch: [2] [3000/7329] learning_rate: 0.000100 loss_class: 0.251309 loss_bbox: 0.162618 loss_giou: 0.351613 loss_class_aux: 1.703172 loss_bbox_aux: 1.032614 loss_giou_aux: 2.157395 loss_class_dn: 0.043162 loss_bbox_dn: 0.286628 loss_giou_dn: 0.445182 loss_class_aux_dn: 0.267956 loss_bbox_aux_dn: 1.608289 loss_giou_aux_dn: 2.423452 loss: 11.020818 eta: 11:09:16 batch_cost: 0.5677 data_cost: 0.0004 ips: 3.5227 images/s [02/13 08:08:46] ppdet.engine INFO: Epoch: [2] [3100/7329] learning_rate: 0.000100 loss_class: 0.249113 loss_bbox: 0.168840 loss_giou: 0.296480 loss_class_aux: 1.694419 loss_bbox_aux: 0.991557 loss_giou_aux: 1.783105 loss_class_dn: 0.045879 loss_bbox_dn: 0.291392 loss_giou_dn: 0.411848 loss_class_aux_dn: 0.302158 loss_bbox_aux_dn: 1.628848 loss_giou_aux_dn: 2.261937 loss: 10.553789 eta: 11:08:18 batch_cost: 0.5689 data_cost: 0.0004 ips: 3.5157 images/s [02/13 08:09:44] ppdet.engine INFO: Epoch: [2] [3200/7329] learning_rate: 0.000100 loss_class: 0.235741 loss_bbox: 0.157164 loss_giou: 0.296385 loss_class_aux: 1.571009 loss_bbox_aux: 0.939734 loss_giou_aux: 1.930832 loss_class_dn: 0.039886 loss_bbox_dn: 0.298086 loss_giou_dn: 0.358120 loss_class_aux_dn: 0.257712 loss_bbox_aux_dn: 1.669686 loss_giou_aux_dn: 2.054869 loss: 10.244487 eta: 11:07:22 batch_cost: 0.5738 data_cost: 0.0006 ips: 3.4857 images/s [02/13 08:10:43] ppdet.engine INFO: Epoch: [2] [3300/7329] learning_rate: 0.000100 loss_class: 0.213486 loss_bbox: 0.147677 loss_giou: 0.228486 loss_class_aux: 1.491995 loss_bbox_aux: 0.938161 loss_giou_aux: 1.498342 loss_class_dn: 0.033778 loss_bbox_dn: 0.301488 loss_giou_dn: 0.347353 loss_class_aux_dn: 0.213553 loss_bbox_aux_dn: 1.570027 loss_giou_aux_dn: 1.835484 loss: 9.815659 eta: 11:06:29 batch_cost: 0.5826 data_cost: 0.0003 ips: 3.4331 images/s [02/13 08:11:41] ppdet.engine INFO: Epoch: [2] [3400/7329] learning_rate: 0.000100 loss_class: 0.224036 loss_bbox: 0.170321 loss_giou: 0.253360 loss_class_aux: 1.598852 loss_bbox_aux: 0.969463 loss_giou_aux: 1.540176 loss_class_dn: 0.036837 loss_bbox_dn: 0.301542 loss_giou_dn: 0.358910 loss_class_aux_dn: 0.264684 loss_bbox_aux_dn: 1.607002 loss_giou_aux_dn: 1.885959 loss: 10.244543 eta: 11:05:37 batch_cost: 0.5839 data_cost: 0.0007 ips: 3.4252 images/s [02/13 08:12:40] ppdet.engine INFO: Epoch: [2] [3500/7329] learning_rate: 0.000100 loss_class: 0.280886 loss_bbox: 0.206273 loss_giou: 0.320323 loss_class_aux: 1.849136 loss_bbox_aux: 1.239908 loss_giou_aux: 2.080838 loss_class_dn: 0.053081 loss_bbox_dn: 0.295969 loss_giou_dn: 0.442930 loss_class_aux_dn: 0.344352 loss_bbox_aux_dn: 1.602588 loss_giou_aux_dn: 2.393518 loss: 12.513996 eta: 11:04:44 batch_cost: 0.5835 data_cost: 0.0003 ips: 3.4275 images/s [02/13 08:13:38] ppdet.engine INFO: Epoch: [2] [3600/7329] learning_rate: 0.000100 loss_class: 0.240116 loss_bbox: 0.165621 loss_giou: 0.247446 loss_class_aux: 1.588035 loss_bbox_aux: 0.990781 loss_giou_aux: 1.681273 loss_class_dn: 0.047036 loss_bbox_dn: 0.272266 loss_giou_dn: 0.389852 loss_class_aux_dn: 0.287191 loss_bbox_aux_dn: 1.480759 loss_giou_aux_dn: 2.082785 loss: 10.177030 eta: 11:03:51 batch_cost: 0.5814 data_cost: 0.0006 ips: 3.4401 images/s [02/13 08:14:36] ppdet.engine INFO: Epoch: [2] [3700/7329] learning_rate: 0.000100 loss_class: 0.229491 loss_bbox: 0.140421 loss_giou: 0.295738 loss_class_aux: 1.543207 loss_bbox_aux: 0.963751 loss_giou_aux: 1.876554 loss_class_dn: 0.034875 loss_bbox_dn: 0.245846 loss_giou_dn: 0.391479 loss_class_aux_dn: 0.256617 loss_bbox_aux_dn: 1.333529 loss_giou_aux_dn: 2.136544 loss: 10.131613 eta: 11:02:56 batch_cost: 0.5780 data_cost: 0.0004 ips: 3.4604 images/s [02/13 08:15:34] ppdet.engine INFO: Epoch: [2] [3800/7329] learning_rate: 0.000100 loss_class: 0.277286 loss_bbox: 0.185511 loss_giou: 0.369153 loss_class_aux: 1.930903 loss_bbox_aux: 1.213305 loss_giou_aux: 2.286206 loss_class_dn: 0.055422 loss_bbox_dn: 0.362664 loss_giou_dn: 0.460962 loss_class_aux_dn: 0.329290 loss_bbox_aux_dn: 1.971261 loss_giou_aux_dn: 2.437234 loss: 12.597061 eta: 11:02:00 batch_cost: 0.5738 data_cost: 0.0004 ips: 3.4853 images/s [02/13 08:16:31] ppdet.engine INFO: Epoch: [2] [3900/7329] learning_rate: 0.000100 loss_class: 0.232092 loss_bbox: 0.152368 loss_giou: 0.304166 loss_class_aux: 1.606797 loss_bbox_aux: 0.940351 loss_giou_aux: 1.860309 loss_class_dn: 0.038039 loss_bbox_dn: 0.307276 loss_giou_dn: 0.421279 loss_class_aux_dn: 0.255997 loss_bbox_aux_dn: 1.638822 loss_giou_aux_dn: 2.331377 loss: 10.710123 eta: 11:01:03 batch_cost: 0.5732 data_cost: 0.0004 ips: 3.4893 images/s [02/13 08:17:29] ppdet.engine INFO: Epoch: [2] [4000/7329] learning_rate: 0.000100 loss_class: 0.231131 loss_bbox: 0.158912 loss_giou: 0.331654 loss_class_aux: 1.558040 loss_bbox_aux: 1.002876 loss_giou_aux: 1.904946 loss_class_dn: 0.045279 loss_bbox_dn: 0.270070 loss_giou_dn: 0.467358 loss_class_aux_dn: 0.282720 loss_bbox_aux_dn: 1.483594 loss_giou_aux_dn: 2.495280 loss: 11.281836 eta: 11:00:06 batch_cost: 0.5720 data_cost: 0.0005 ips: 3.4965 images/s [02/13 08:18:26] ppdet.engine INFO: Epoch: [2] [4100/7329] learning_rate: 0.000100 loss_class: 0.234559 loss_bbox: 0.166828 loss_giou: 0.308850 loss_class_aux: 1.509254 loss_bbox_aux: 1.014662 loss_giou_aux: 1.919907 loss_class_dn: 0.043810 loss_bbox_dn: 0.296926 loss_giou_dn: 0.360923 loss_class_aux_dn: 0.275792 loss_bbox_aux_dn: 1.575042 loss_giou_aux_dn: 1.941560 loss: 10.197935 eta: 10:59:10 batch_cost: 0.5751 data_cost: 0.0003 ips: 3.4774 images/s [02/13 08:19:24] ppdet.engine INFO: Epoch: [2] [4200/7329] learning_rate: 0.000100 loss_class: 0.200239 loss_bbox: 0.143038 loss_giou: 0.237229 loss_class_aux: 1.293638 loss_bbox_aux: 0.911311 loss_giou_aux: 1.452108 loss_class_dn: 0.035821 loss_bbox_dn: 0.253216 loss_giou_dn: 0.323783 loss_class_aux_dn: 0.237933 loss_bbox_aux_dn: 1.376370 loss_giou_aux_dn: 1.756939 loss: 8.539490 eta: 10:58:15 batch_cost: 0.5755 data_cost: 0.0004 ips: 3.4752 images/s [02/13 08:20:22] ppdet.engine INFO: Epoch: [2] [4300/7329] learning_rate: 0.000100 loss_class: 0.265906 loss_bbox: 0.166038 loss_giou: 0.374095 loss_class_aux: 1.807401 loss_bbox_aux: 1.071726 loss_giou_aux: 2.233749 loss_class_dn: 0.051756 loss_bbox_dn: 0.289027 loss_giou_dn: 0.479454 loss_class_aux_dn: 0.333920 loss_bbox_aux_dn: 1.558006 loss_giou_aux_dn: 2.553432 loss: 11.777433 eta: 10:57:20 batch_cost: 0.5786 data_cost: 0.0006 ips: 3.4567 images/s [02/13 08:21:21] ppdet.engine INFO: Epoch: [2] [4400/7329] learning_rate: 0.000100 loss_class: 0.238702 loss_bbox: 0.158198 loss_giou: 0.297805 loss_class_aux: 1.557159 loss_bbox_aux: 1.045706 loss_giou_aux: 1.845017 loss_class_dn: 0.042851 loss_bbox_dn: 0.310280 loss_giou_dn: 0.394461 loss_class_aux_dn: 0.282251 loss_bbox_aux_dn: 1.702444 loss_giou_aux_dn: 2.161799 loss: 9.899483 eta: 10:56:28 batch_cost: 0.5852 data_cost: 0.0005 ips: 3.4178 images/s [02/13 08:22:18] ppdet.engine INFO: Epoch: [2] [4500/7329] learning_rate: 0.000100 loss_class: 0.306540 loss_bbox: 0.185092 loss_giou: 0.408441 loss_class_aux: 1.995693 loss_bbox_aux: 1.171675 loss_giou_aux: 2.604287 loss_class_dn: 0.054864 loss_bbox_dn: 0.308368 loss_giou_dn: 0.529799 loss_class_aux_dn: 0.366967 loss_bbox_aux_dn: 1.652179 loss_giou_aux_dn: 2.834687 loss: 12.899943 eta: 10:55:29 batch_cost: 0.5663 data_cost: 0.0007 ips: 3.5315 images/s [02/13 08:23:16] ppdet.engine INFO: Epoch: [2] [4600/7329] learning_rate: 0.000100 loss_class: 0.241982 loss_bbox: 0.133069 loss_giou: 0.300897 loss_class_aux: 1.698385 loss_bbox_aux: 0.885963 loss_giou_aux: 1.957965 loss_class_dn: 0.043831 loss_bbox_dn: 0.275742 loss_giou_dn: 0.389304 loss_class_aux_dn: 0.276412 loss_bbox_aux_dn: 1.521399 loss_giou_aux_dn: 2.174661 loss: 10.339221 eta: 10:54:34 batch_cost: 0.5796 data_cost: 0.0004 ips: 3.4507 images/s [02/13 08:24:13] ppdet.engine INFO: Epoch: [2] [4700/7329] learning_rate: 0.000100 loss_class: 0.209951 loss_bbox: 0.123627 loss_giou: 0.277963 loss_class_aux: 1.371842 loss_bbox_aux: 0.813003 loss_giou_aux: 1.745458 loss_class_dn: 0.035270 loss_bbox_dn: 0.217749 loss_giou_dn: 0.329573 loss_class_aux_dn: 0.234037 loss_bbox_aux_dn: 1.235744 loss_giou_aux_dn: 1.821435 loss: 9.193595 eta: 10:53:37 batch_cost: 0.5704 data_cost: 0.0004 ips: 3.5062 images/s [02/13 08:25:11] ppdet.engine INFO: Epoch: [2] [4800/7329] learning_rate: 0.000100 loss_class: 0.206184 loss_bbox: 0.124617 loss_giou: 0.226923 loss_class_aux: 1.342749 loss_bbox_aux: 0.816332 loss_giou_aux: 1.410624 loss_class_dn: 0.033060 loss_bbox_dn: 0.247524 loss_giou_dn: 0.312834 loss_class_aux_dn: 0.218072 loss_bbox_aux_dn: 1.416251 loss_giou_aux_dn: 1.667153 loss: 8.038906 eta: 10:52:41 batch_cost: 0.5756 data_cost: 0.0003 ips: 3.4744 images/s [02/13 08:26:08] ppdet.engine INFO: Epoch: [2] [4900/7329] learning_rate: 0.000100 loss_class: 0.234478 loss_bbox: 0.144395 loss_giou: 0.299130 loss_class_aux: 1.644381 loss_bbox_aux: 0.962343 loss_giou_aux: 1.814468 loss_class_dn: 0.040623 loss_bbox_dn: 0.270501 loss_giou_dn: 0.409294 loss_class_aux_dn: 0.276165 loss_bbox_aux_dn: 1.482723 loss_giou_aux_dn: 2.222180 loss: 10.369145 eta: 10:51:44 batch_cost: 0.5716 data_cost: 0.0004 ips: 3.4990 images/s [02/13 08:27:06] ppdet.engine INFO: Epoch: [2] [5000/7329] learning_rate: 0.000100 loss_class: 0.250178 loss_bbox: 0.171524 loss_giou: 0.323742 loss_class_aux: 1.734032 loss_bbox_aux: 1.011390 loss_giou_aux: 2.148940 loss_class_dn: 0.049097 loss_bbox_dn: 0.299435 loss_giou_dn: 0.464617 loss_class_aux_dn: 0.309039 loss_bbox_aux_dn: 1.608747 loss_giou_aux_dn: 2.538068 loss: 12.103315 eta: 10:50:49 batch_cost: 0.5785 data_cost: 0.0004 ips: 3.4575 images/s [02/13 08:28:05] ppdet.engine INFO: Epoch: [2] [5100/7329] learning_rate: 0.000100 loss_class: 0.250065 loss_bbox: 0.167319 loss_giou: 0.325122 loss_class_aux: 1.719223 loss_bbox_aux: 1.023004 loss_giou_aux: 2.135083 loss_class_dn: 0.040496 loss_bbox_dn: 0.277523 loss_giou_dn: 0.455678 loss_class_aux_dn: 0.293099 loss_bbox_aux_dn: 1.528675 loss_giou_aux_dn: 2.494867 loss: 11.619730 eta: 10:49:54 batch_cost: 0.5801 data_cost: 0.0004 ips: 3.4477 images/s [02/13 08:29:03] ppdet.engine INFO: Epoch: [2] [5200/7329] learning_rate: 0.000100 loss_class: 0.230246 loss_bbox: 0.173019 loss_giou: 0.271649 loss_class_aux: 1.485145 loss_bbox_aux: 1.061566 loss_giou_aux: 1.728987 loss_class_dn: 0.045685 loss_bbox_dn: 0.261866 loss_giou_dn: 0.358861 loss_class_aux_dn: 0.277328 loss_bbox_aux_dn: 1.449359 loss_giou_aux_dn: 1.987540 loss: 9.916031 eta: 10:48:59 batch_cost: 0.5767 data_cost: 0.0005 ips: 3.4680 images/s [02/13 08:30:00] ppdet.engine INFO: Epoch: [2] [5300/7329] learning_rate: 0.000100 loss_class: 0.255287 loss_bbox: 0.153640 loss_giou: 0.319585 loss_class_aux: 1.707991 loss_bbox_aux: 1.019820 loss_giou_aux: 1.990177 loss_class_dn: 0.039263 loss_bbox_dn: 0.337869 loss_giou_dn: 0.393779 loss_class_aux_dn: 0.255726 loss_bbox_aux_dn: 1.813580 loss_giou_aux_dn: 2.235883 loss: 10.387840 eta: 10:48:03 batch_cost: 0.5766 data_cost: 0.0005 ips: 3.4688 images/s [02/13 08:30:58] ppdet.engine INFO: Epoch: [2] [5400/7329] learning_rate: 0.000100 loss_class: 0.191170 loss_bbox: 0.145327 loss_giou: 0.243379 loss_class_aux: 1.305780 loss_bbox_aux: 0.870131 loss_giou_aux: 1.558680 loss_class_dn: 0.033514 loss_bbox_dn: 0.273976 loss_giou_dn: 0.317546 loss_class_aux_dn: 0.219763 loss_bbox_aux_dn: 1.494971 loss_giou_aux_dn: 1.721859 loss: 9.459909 eta: 10:47:06 batch_cost: 0.5707 data_cost: 0.0006 ips: 3.5044 images/s [02/13 08:31:56] ppdet.engine INFO: Epoch: [2] [5500/7329] learning_rate: 0.000100 loss_class: 0.236901 loss_bbox: 0.146365 loss_giou: 0.310604 loss_class_aux: 1.573836 loss_bbox_aux: 0.904936 loss_giou_aux: 1.861245 loss_class_dn: 0.034262 loss_bbox_dn: 0.268074 loss_giou_dn: 0.360034 loss_class_aux_dn: 0.233613 loss_bbox_aux_dn: 1.510286 loss_giou_aux_dn: 1.931752 loss: 9.798766 eta: 10:46:11 batch_cost: 0.5795 data_cost: 0.0004 ips: 3.4515 images/s [02/13 08:32:53] ppdet.engine INFO: Epoch: [2] [5600/7329] learning_rate: 0.000100 loss_class: 0.241567 loss_bbox: 0.171023 loss_giou: 0.332883 loss_class_aux: 1.663312 loss_bbox_aux: 0.984165 loss_giou_aux: 2.052594 loss_class_dn: 0.044809 loss_bbox_dn: 0.286134 loss_giou_dn: 0.358112 loss_class_aux_dn: 0.279822 loss_bbox_aux_dn: 1.557406 loss_giou_aux_dn: 1.905592 loss: 8.972369 eta: 10:45:12 batch_cost: 0.5677 data_cost: 0.0004 ips: 3.5227 images/s [02/13 08:33:52] ppdet.engine INFO: Epoch: [2] [5700/7329] learning_rate: 0.000100 loss_class: 0.203986 loss_bbox: 0.162605 loss_giou: 0.278692 loss_class_aux: 1.401864 loss_bbox_aux: 0.962285 loss_giou_aux: 1.825581 loss_class_dn: 0.038583 loss_bbox_dn: 0.253775 loss_giou_dn: 0.364505 loss_class_aux_dn: 0.251226 loss_bbox_aux_dn: 1.348570 loss_giou_aux_dn: 2.081320 loss: 9.703550 eta: 10:44:20 batch_cost: 0.5852 data_cost: 0.0003 ips: 3.4174 images/s [02/13 08:34:49] ppdet.engine INFO: Epoch: [2] [5800/7329] learning_rate: 0.000100 loss_class: 0.192563 loss_bbox: 0.154737 loss_giou: 0.220171 loss_class_aux: 1.329678 loss_bbox_aux: 0.937901 loss_giou_aux: 1.445271 loss_class_dn: 0.039925 loss_bbox_dn: 0.258503 loss_giou_dn: 0.295677 loss_class_aux_dn: 0.247914 loss_bbox_aux_dn: 1.414801 loss_giou_aux_dn: 1.653877 loss: 8.593193 eta: 10:43:22 batch_cost: 0.5710 data_cost: 0.0004 ips: 3.5023 images/s [02/13 08:35:46] ppdet.engine INFO: Epoch: [2] [5900/7329] learning_rate: 0.000100 loss_class: 0.245518 loss_bbox: 0.140612 loss_giou: 0.274952 loss_class_aux: 1.641912 loss_bbox_aux: 0.929187 loss_giou_aux: 1.851640 loss_class_dn: 0.038395 loss_bbox_dn: 0.280386 loss_giou_dn: 0.357348 loss_class_aux_dn: 0.252839 loss_bbox_aux_dn: 1.492810 loss_giou_aux_dn: 1.918309 loss: 9.994740 eta: 10:42:24 batch_cost: 0.5700 data_cost: 0.0004 ips: 3.5088 images/s [02/13 08:36:43] ppdet.engine INFO: Epoch: [2] [6000/7329] learning_rate: 0.000100 loss_class: 0.291050 loss_bbox: 0.177497 loss_giou: 0.383231 loss_class_aux: 1.911691 loss_bbox_aux: 1.152194 loss_giou_aux: 2.438467 loss_class_dn: 0.062328 loss_bbox_dn: 0.360507 loss_giou_dn: 0.509853 loss_class_aux_dn: 0.373542 loss_bbox_aux_dn: 1.862011 loss_giou_aux_dn: 2.797678 loss: 12.533272 eta: 10:41:26 batch_cost: 0.5673 data_cost: 0.0004 ips: 3.5255 images/s [02/13 08:37:42] ppdet.engine INFO: Epoch: [2] [6100/7329] learning_rate: 0.000100 loss_class: 0.232332 loss_bbox: 0.149694 loss_giou: 0.263028 loss_class_aux: 1.521180 loss_bbox_aux: 0.926385 loss_giou_aux: 1.597860 loss_class_dn: 0.042110 loss_bbox_dn: 0.279816 loss_giou_dn: 0.354817 loss_class_aux_dn: 0.268948 loss_bbox_aux_dn: 1.517166 loss_giou_aux_dn: 1.974436 loss: 9.770941 eta: 10:40:32 batch_cost: 0.5822 data_cost: 0.0005 ips: 3.4352 images/s [02/13 08:38:39] ppdet.engine INFO: Epoch: [2] [6200/7329] learning_rate: 0.000100 loss_class: 0.215820 loss_bbox: 0.158543 loss_giou: 0.290231 loss_class_aux: 1.542809 loss_bbox_aux: 1.003596 loss_giou_aux: 1.864239 loss_class_dn: 0.040010 loss_bbox_dn: 0.271736 loss_giou_dn: 0.378331 loss_class_aux_dn: 0.256018 loss_bbox_aux_dn: 1.494934 loss_giou_aux_dn: 2.077366 loss: 10.476668 eta: 10:39:35 batch_cost: 0.5738 data_cost: 0.0004 ips: 3.4857 images/s [02/13 08:39:38] ppdet.engine INFO: Epoch: [2] [6300/7329] learning_rate: 0.000100 loss_class: 0.247776 loss_bbox: 0.175069 loss_giou: 0.371544 loss_class_aux: 1.633711 loss_bbox_aux: 1.141911 loss_giou_aux: 2.272956 loss_class_dn: 0.043645 loss_bbox_dn: 0.295469 loss_giou_dn: 0.458100 loss_class_aux_dn: 0.292619 loss_bbox_aux_dn: 1.584203 loss_giou_aux_dn: 2.482270 loss: 12.140240 eta: 10:38:44 batch_cost: 0.5897 data_cost: 0.0004 ips: 3.3917 images/s [02/13 08:40:36] ppdet.engine INFO: Epoch: [2] [6400/7329] learning_rate: 0.000100 loss_class: 0.229470 loss_bbox: 0.154328 loss_giou: 0.265906 loss_class_aux: 1.455632 loss_bbox_aux: 0.964827 loss_giou_aux: 1.623925 loss_class_dn: 0.040284 loss_bbox_dn: 0.267225 loss_giou_dn: 0.409996 loss_class_aux_dn: 0.255948 loss_bbox_aux_dn: 1.448112 loss_giou_aux_dn: 2.214121 loss: 9.749419 eta: 10:37:46 batch_cost: 0.5706 data_cost: 0.0004 ips: 3.5052 images/s [02/13 08:41:33] ppdet.engine INFO: Epoch: [2] [6500/7329] learning_rate: 0.000100 loss_class: 0.262056 loss_bbox: 0.159936 loss_giou: 0.306738 loss_class_aux: 1.732508 loss_bbox_aux: 1.065580 loss_giou_aux: 1.965376 loss_class_dn: 0.046918 loss_bbox_dn: 0.306481 loss_giou_dn: 0.436976 loss_class_aux_dn: 0.301760 loss_bbox_aux_dn: 1.684379 loss_giou_aux_dn: 2.334086 loss: 11.524929 eta: 10:36:49 batch_cost: 0.5743 data_cost: 0.0004 ips: 3.4826 images/s [02/13 08:42:31] ppdet.engine INFO: Epoch: [2] [6600/7329] learning_rate: 0.000100 loss_class: 0.266873 loss_bbox: 0.171675 loss_giou: 0.281350 loss_class_aux: 1.770183 loss_bbox_aux: 1.070173 loss_giou_aux: 1.813905 loss_class_dn: 0.045300 loss_bbox_dn: 0.286738 loss_giou_dn: 0.444858 loss_class_aux_dn: 0.269265 loss_bbox_aux_dn: 1.599037 loss_giou_aux_dn: 2.336720 loss: 11.438548 eta: 10:35:54 batch_cost: 0.5782 data_cost: 0.0009 ips: 3.4591 images/s [02/13 08:43:29] ppdet.engine INFO: Epoch: [2] [6700/7329] learning_rate: 0.000100 loss_class: 0.220787 loss_bbox: 0.153478 loss_giou: 0.283353 loss_class_aux: 1.499653 loss_bbox_aux: 0.917397 loss_giou_aux: 1.770777 loss_class_dn: 0.040804 loss_bbox_dn: 0.298857 loss_giou_dn: 0.374128 loss_class_aux_dn: 0.255134 loss_bbox_aux_dn: 1.609957 loss_giou_aux_dn: 2.049783 loss: 9.503855 eta: 10:34:59 batch_cost: 0.5793 data_cost: 0.0005 ips: 3.4524 images/s [02/13 08:44:28] ppdet.engine INFO: Epoch: [2] [6800/7329] learning_rate: 0.000100 loss_class: 0.272039 loss_bbox: 0.190841 loss_giou: 0.427911 loss_class_aux: 1.919882 loss_bbox_aux: 1.206138 loss_giou_aux: 2.647762 loss_class_dn: 0.051313 loss_bbox_dn: 0.308593 loss_giou_dn: 0.483083 loss_class_aux_dn: 0.311946 loss_bbox_aux_dn: 1.694448 loss_giou_aux_dn: 2.627194 loss: 12.747334 eta: 10:34:04 batch_cost: 0.5802 data_cost: 0.0005 ips: 3.4472 images/s [02/13 08:45:26] ppdet.engine INFO: Epoch: [2] [6900/7329] learning_rate: 0.000100 loss_class: 0.247894 loss_bbox: 0.153018 loss_giou: 0.334000 loss_class_aux: 1.634662 loss_bbox_aux: 0.957902 loss_giou_aux: 2.162430 loss_class_dn: 0.041309 loss_bbox_dn: 0.269352 loss_giou_dn: 0.458748 loss_class_aux_dn: 0.270742 loss_bbox_aux_dn: 1.455468 loss_giou_aux_dn: 2.479649 loss: 10.819551 eta: 10:33:09 batch_cost: 0.5787 data_cost: 0.0004 ips: 3.4563 images/s [02/13 08:46:24] ppdet.engine INFO: Epoch: [2] [7000/7329] learning_rate: 0.000100 loss_class: 0.240584 loss_bbox: 0.146420 loss_giou: 0.285271 loss_class_aux: 1.533208 loss_bbox_aux: 0.909271 loss_giou_aux: 1.894302 loss_class_dn: 0.040626 loss_bbox_dn: 0.237116 loss_giou_dn: 0.407427 loss_class_aux_dn: 0.249192 loss_bbox_aux_dn: 1.322336 loss_giou_aux_dn: 2.168765 loss: 9.965101 eta: 10:32:15 batch_cost: 0.5822 data_cost: 0.0005 ips: 3.4351 images/s [02/13 08:47:23] ppdet.engine INFO: Epoch: [2] [7100/7329] learning_rate: 0.000100 loss_class: 0.275397 loss_bbox: 0.155718 loss_giou: 0.282687 loss_class_aux: 1.823998 loss_bbox_aux: 0.991890 loss_giou_aux: 1.777037 loss_class_dn: 0.042461 loss_bbox_dn: 0.313231 loss_giou_dn: 0.403553 loss_class_aux_dn: 0.274938 loss_bbox_aux_dn: 1.734715 loss_giou_aux_dn: 2.189401 loss: 10.605724 eta: 10:31:21 batch_cost: 0.5817 data_cost: 0.0003 ips: 3.4384 images/s [02/13 08:48:20] ppdet.engine INFO: Epoch: [2] [7200/7329] learning_rate: 0.000100 loss_class: 0.248309 loss_bbox: 0.140100 loss_giou: 0.249275 loss_class_aux: 1.647859 loss_bbox_aux: 0.891081 loss_giou_aux: 1.568713 loss_class_dn: 0.042778 loss_bbox_dn: 0.252087 loss_giou_dn: 0.372028 loss_class_aux_dn: 0.278488 loss_bbox_aux_dn: 1.432885 loss_giou_aux_dn: 2.090469 loss: 10.380886 eta: 10:30:24 batch_cost: 0.5734 data_cost: 0.0005 ips: 3.4879 images/s [02/13 08:49:17] ppdet.engine INFO: Epoch: [2] [7300/7329] learning_rate: 0.000100 loss_class: 0.236318 loss_bbox: 0.133898 loss_giou: 0.291664 loss_class_aux: 1.477075 loss_bbox_aux: 0.860207 loss_giou_aux: 1.777014 loss_class_dn: 0.036555 loss_bbox_dn: 0.277614 loss_giou_dn: 0.381177 loss_class_aux_dn: 0.255131 loss_bbox_aux_dn: 1.497988 loss_giou_aux_dn: 2.075379 loss: 9.883644 eta: 10:29:26 batch_cost: 0.5714 data_cost: 0.0004 ips: 3.5004 images/s [02/13 08:49:35] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 08:49:35] ppdet.engine INFO: Eval iter: 0 [02/13 08:49:46] ppdet.engine INFO: Eval iter: 100 [02/13 08:49:57] ppdet.engine INFO: Eval iter: 200 [02/13 08:50:08] ppdet.engine INFO: Eval iter: 300 [02/13 08:50:19] ppdet.engine INFO: Eval iter: 400 [02/13 08:50:29] ppdet.engine INFO: Eval iter: 500 [02/13 08:50:40] ppdet.engine INFO: Eval iter: 600 [02/13 08:50:51] ppdet.engine INFO: Eval iter: 700 [02/13 08:51:02] ppdet.engine INFO: Eval iter: 800 [02/13 08:51:13] ppdet.engine INFO: Eval iter: 900 [02/13 08:51:23] ppdet.engine INFO: Eval iter: 1000 [02/13 08:51:34] ppdet.engine INFO: Eval iter: 1100 [02/13 08:51:45] ppdet.engine INFO: Eval iter: 1200 [02/13 08:51:56] ppdet.engine INFO: Eval iter: 1300 [02/13 08:52:07] ppdet.engine INFO: Eval iter: 1400 [02/13 08:52:17] ppdet.engine INFO: Eval iter: 1500 [02/13 08:52:28] ppdet.engine INFO: Eval iter: 1600 [02/13 08:52:38] ppdet.engine INFO: Eval iter: 1700 [02/13 08:52:49] ppdet.engine INFO: Eval iter: 1800 [02/13 08:52:59] ppdet.engine INFO: Eval iter: 1900 [02/13 08:53:10] ppdet.engine INFO: Eval iter: 2000 [02/13 08:53:20] ppdet.engine INFO: Eval iter: 2100 [02/13 08:53:31] ppdet.engine INFO: Eval iter: 2200 [02/13 08:53:42] ppdet.engine INFO: Eval iter: 2300 [02/13 08:53:54] ppdet.engine INFO: Eval iter: 2400 [02/13 08:54:05] ppdet.engine INFO: Eval iter: 2500 [02/13 08:54:15] ppdet.engine INFO: Eval iter: 2600 [02/13 08:54:26] ppdet.engine INFO: Eval iter: 2700 [02/13 08:54:37] ppdet.engine INFO: Eval iter: 2800 [02/13 08:54:47] ppdet.engine INFO: Eval iter: 2900 [02/13 08:54:58] ppdet.engine INFO: Eval iter: 3000 [02/13 08:55:09] ppdet.engine INFO: Eval iter: 3100 [02/13 08:55:20] ppdet.engine INFO: Eval iter: 3200 [02/13 08:55:31] ppdet.engine INFO: Eval iter: 3300 [02/13 08:55:43] ppdet.engine INFO: Eval iter: 3400 [02/13 08:55:54] ppdet.engine INFO: Eval iter: 3500 [02/13 08:56:05] ppdet.engine INFO: Eval iter: 3600 [02/13 08:56:16] ppdet.engine INFO: Eval iter: 3700 [02/13 08:56:26] ppdet.engine INFO: Eval iter: 3800 [02/13 08:56:37] ppdet.engine INFO: Eval iter: 3900 [02/13 08:56:48] ppdet.engine INFO: Eval iter: 4000 [02/13 08:56:59] ppdet.engine INFO: Eval iter: 4100 [02/13 08:57:10] ppdet.engine INFO: Eval iter: 4200 [02/13 08:57:21] ppdet.engine INFO: Eval iter: 4300 [02/13 08:57:32] ppdet.engine INFO: Eval iter: 4400 [02/13 08:57:44] ppdet.engine INFO: Eval iter: 4500 [02/13 08:57:55] ppdet.engine INFO: Eval iter: 4600 [02/13 08:58:05] ppdet.engine INFO: Eval iter: 4700 [02/13 08:58:16] ppdet.engine INFO: Eval iter: 4800 [02/13 08:58:27] ppdet.engine INFO: Eval iter: 4900 [02/13 08:59:12] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [02/13 08:59:13] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.23s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=114.48s). Accumulating evaluation results... DONE (t=23.74s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.390 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.423 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.231 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.425 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.514 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.340 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.578 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.660 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.455 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.837 [02/13 09:01:47] ppdet.engine INFO: Total sample number: 5000, average FPS: 9.21615606759287 [02/13 09:01:47] ppdet.engine INFO: Best test bbox ap is 0.390. [02/13 09:01:49] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 09:01:50] ppdet.engine INFO: Epoch: [3] [ 0/7329] learning_rate: 0.000100 loss_class: 0.236318 loss_bbox: 0.135093 loss_giou: 0.269608 loss_class_aux: 1.477075 loss_bbox_aux: 0.860157 loss_giou_aux: 1.745075 loss_class_dn: 0.032800 loss_bbox_dn: 0.253612 loss_giou_dn: 0.377505 loss_class_aux_dn: 0.236640 loss_bbox_aux_dn: 1.400206 loss_giou_aux_dn: 2.034184 loss: 9.501285 eta: 10:29:09 batch_cost: 0.5692 data_cost: 0.0004 ips: 3.5138 images/s [02/13 09:02:47] ppdet.engine INFO: Epoch: [3] [ 100/7329] learning_rate: 0.000100 loss_class: 0.214046 loss_bbox: 0.157743 loss_giou: 0.324334 loss_class_aux: 1.513676 loss_bbox_aux: 0.938094 loss_giou_aux: 2.043459 loss_class_dn: 0.035020 loss_bbox_dn: 0.274881 loss_giou_dn: 0.431624 loss_class_aux_dn: 0.243929 loss_bbox_aux_dn: 1.463114 loss_giou_aux_dn: 2.281045 loss: 10.450585 eta: 10:28:12 batch_cost: 0.5719 data_cost: 0.0010 ips: 3.4973 images/s [02/13 09:03:44] ppdet.engine INFO: Epoch: [3] [ 200/7329] learning_rate: 0.000100 loss_class: 0.248505 loss_bbox: 0.171030 loss_giou: 0.358835 loss_class_aux: 1.639642 loss_bbox_aux: 1.088818 loss_giou_aux: 2.239256 loss_class_dn: 0.038706 loss_bbox_dn: 0.281502 loss_giou_dn: 0.440137 loss_class_aux_dn: 0.258858 loss_bbox_aux_dn: 1.503524 loss_giou_aux_dn: 2.454674 loss: 11.575084 eta: 10:27:13 batch_cost: 0.5676 data_cost: 0.0007 ips: 3.5238 images/s [02/13 09:04:41] ppdet.engine INFO: Epoch: [3] [ 300/7329] learning_rate: 0.000100 loss_class: 0.261307 loss_bbox: 0.133190 loss_giou: 0.341074 loss_class_aux: 1.804837 loss_bbox_aux: 0.851098 loss_giou_aux: 2.174203 loss_class_dn: 0.041713 loss_bbox_dn: 0.273590 loss_giou_dn: 0.417687 loss_class_aux_dn: 0.303840 loss_bbox_aux_dn: 1.507669 loss_giou_aux_dn: 2.263908 loss: 10.480438 eta: 10:26:13 batch_cost: 0.5623 data_cost: 0.0010 ips: 3.5565 images/s [02/13 09:05:40] ppdet.engine INFO: Epoch: [3] [ 400/7329] learning_rate: 0.000100 loss_class: 0.232616 loss_bbox: 0.163368 loss_giou: 0.349685 loss_class_aux: 1.571367 loss_bbox_aux: 0.999882 loss_giou_aux: 2.224163 loss_class_dn: 0.043811 loss_bbox_dn: 0.255804 loss_giou_dn: 0.433481 loss_class_aux_dn: 0.289808 loss_bbox_aux_dn: 1.402625 loss_giou_aux_dn: 2.353533 loss: 10.620588 eta: 10:25:20 batch_cost: 0.5855 data_cost: 0.0007 ips: 3.4159 images/s [02/13 09:06:37] ppdet.engine INFO: Epoch: [3] [ 500/7329] learning_rate: 0.000100 loss_class: 0.275002 loss_bbox: 0.175363 loss_giou: 0.397688 loss_class_aux: 1.798911 loss_bbox_aux: 1.051488 loss_giou_aux: 2.608663 loss_class_dn: 0.046892 loss_bbox_dn: 0.317944 loss_giou_dn: 0.547264 loss_class_aux_dn: 0.297584 loss_bbox_aux_dn: 1.706144 loss_giou_aux_dn: 2.933634 loss: 12.368410 eta: 10:24:23 batch_cost: 0.5744 data_cost: 0.0008 ips: 3.4816 images/s [02/13 09:07:35] ppdet.engine INFO: Epoch: [3] [ 600/7329] learning_rate: 0.000100 loss_class: 0.255541 loss_bbox: 0.167561 loss_giou: 0.268110 loss_class_aux: 1.642963 loss_bbox_aux: 1.096480 loss_giou_aux: 1.600526 loss_class_dn: 0.043883 loss_bbox_dn: 0.295779 loss_giou_dn: 0.360112 loss_class_aux_dn: 0.282321 loss_bbox_aux_dn: 1.600137 loss_giou_aux_dn: 1.939709 loss: 10.893525 eta: 10:23:26 batch_cost: 0.5725 data_cost: 0.0008 ips: 3.4937 images/s [02/13 09:08:34] ppdet.engine INFO: Epoch: [3] [ 700/7329] learning_rate: 0.000100 loss_class: 0.258557 loss_bbox: 0.151863 loss_giou: 0.360180 loss_class_aux: 1.758047 loss_bbox_aux: 1.011165 loss_giou_aux: 2.227970 loss_class_dn: 0.044381 loss_bbox_dn: 0.280355 loss_giou_dn: 0.440981 loss_class_aux_dn: 0.278715 loss_bbox_aux_dn: 1.499741 loss_giou_aux_dn: 2.300116 loss: 11.827503 eta: 10:22:33 batch_cost: 0.5885 data_cost: 0.0005 ips: 3.3987 images/s [02/13 09:09:31] ppdet.engine INFO: Epoch: [3] [ 800/7329] learning_rate: 0.000100 loss_class: 0.270092 loss_bbox: 0.173917 loss_giou: 0.325576 loss_class_aux: 1.733200 loss_bbox_aux: 1.089379 loss_giou_aux: 2.054880 loss_class_dn: 0.051235 loss_bbox_dn: 0.314939 loss_giou_dn: 0.451859 loss_class_aux_dn: 0.320628 loss_bbox_aux_dn: 1.727506 loss_giou_aux_dn: 2.499372 loss: 11.357409 eta: 10:21:34 batch_cost: 0.5667 data_cost: 0.0006 ips: 3.5294 images/s [02/13 09:10:28] ppdet.engine INFO: Epoch: [3] [ 900/7329] learning_rate: 0.000100 loss_class: 0.190159 loss_bbox: 0.135681 loss_giou: 0.284848 loss_class_aux: 1.353032 loss_bbox_aux: 0.858913 loss_giou_aux: 1.757695 loss_class_dn: 0.034599 loss_bbox_dn: 0.197905 loss_giou_dn: 0.375464 loss_class_aux_dn: 0.218492 loss_bbox_aux_dn: 1.130070 loss_giou_aux_dn: 2.082778 loss: 9.169317 eta: 10:20:38 batch_cost: 0.5743 data_cost: 0.0004 ips: 3.4826 images/s [02/13 09:11:26] ppdet.engine INFO: Epoch: [3] [1000/7329] learning_rate: 0.000100 loss_class: 0.167732 loss_bbox: 0.118400 loss_giou: 0.201147 loss_class_aux: 1.167558 loss_bbox_aux: 0.746700 loss_giou_aux: 1.284731 loss_class_dn: 0.026926 loss_bbox_dn: 0.219985 loss_giou_dn: 0.280161 loss_class_aux_dn: 0.179932 loss_bbox_aux_dn: 1.209222 loss_giou_aux_dn: 1.521291 loss: 7.206592 eta: 10:19:40 batch_cost: 0.5693 data_cost: 0.0005 ips: 3.5134 images/s [02/13 09:12:24] ppdet.engine INFO: Epoch: [3] [1100/7329] learning_rate: 0.000100 loss_class: 0.248178 loss_bbox: 0.179557 loss_giou: 0.335342 loss_class_aux: 1.562309 loss_bbox_aux: 1.104842 loss_giou_aux: 2.042740 loss_class_dn: 0.039464 loss_bbox_dn: 0.333206 loss_giou_dn: 0.424937 loss_class_aux_dn: 0.252923 loss_bbox_aux_dn: 1.772687 loss_giou_aux_dn: 2.304126 loss: 11.126404 eta: 10:18:44 batch_cost: 0.5779 data_cost: 0.0005 ips: 3.4609 images/s [02/13 09:13:21] ppdet.engine INFO: Epoch: [3] [1200/7329] learning_rate: 0.000100 loss_class: 0.226180 loss_bbox: 0.154335 loss_giou: 0.253319 loss_class_aux: 1.467685 loss_bbox_aux: 0.978131 loss_giou_aux: 1.628047 loss_class_dn: 0.031545 loss_bbox_dn: 0.261039 loss_giou_dn: 0.372746 loss_class_aux_dn: 0.216048 loss_bbox_aux_dn: 1.393042 loss_giou_aux_dn: 2.075076 loss: 9.241077 eta: 10:17:46 batch_cost: 0.5699 data_cost: 0.0009 ips: 3.5092 images/s [02/13 09:14:19] ppdet.engine INFO: Epoch: [3] [1300/7329] learning_rate: 0.000100 loss_class: 0.182128 loss_bbox: 0.133243 loss_giou: 0.266867 loss_class_aux: 1.313374 loss_bbox_aux: 0.831753 loss_giou_aux: 1.648049 loss_class_dn: 0.032400 loss_bbox_dn: 0.251350 loss_giou_dn: 0.356025 loss_class_aux_dn: 0.211615 loss_bbox_aux_dn: 1.379486 loss_giou_aux_dn: 1.903655 loss: 8.430401 eta: 10:16:50 batch_cost: 0.5767 data_cost: 0.0003 ips: 3.4678 images/s [02/13 09:15:16] ppdet.engine INFO: Epoch: [3] [1400/7329] learning_rate: 0.000100 loss_class: 0.201320 loss_bbox: 0.136985 loss_giou: 0.256564 loss_class_aux: 1.376515 loss_bbox_aux: 0.833190 loss_giou_aux: 1.583960 loss_class_dn: 0.034376 loss_bbox_dn: 0.247744 loss_giou_dn: 0.318679 loss_class_aux_dn: 0.222126 loss_bbox_aux_dn: 1.359935 loss_giou_aux_dn: 1.744030 loss: 8.975473 eta: 10:15:52 batch_cost: 0.5708 data_cost: 0.0006 ips: 3.5037 images/s [02/13 09:16:15] ppdet.engine INFO: Epoch: [3] [1500/7329] learning_rate: 0.000100 loss_class: 0.257519 loss_bbox: 0.176690 loss_giou: 0.380060 loss_class_aux: 1.717698 loss_bbox_aux: 1.100135 loss_giou_aux: 2.366614 loss_class_dn: 0.045177 loss_bbox_dn: 0.301613 loss_giou_dn: 0.528225 loss_class_aux_dn: 0.279054 loss_bbox_aux_dn: 1.686479 loss_giou_aux_dn: 2.790557 loss: 11.995206 eta: 10:14:59 batch_cost: 0.5859 data_cost: 0.0003 ips: 3.4137 images/s [02/13 09:17:13] ppdet.engine INFO: Epoch: [3] [1600/7329] learning_rate: 0.000100 loss_class: 0.267369 loss_bbox: 0.177709 loss_giou: 0.291572 loss_class_aux: 1.685100 loss_bbox_aux: 1.098603 loss_giou_aux: 1.836508 loss_class_dn: 0.045607 loss_bbox_dn: 0.283278 loss_giou_dn: 0.466532 loss_class_aux_dn: 0.302662 loss_bbox_aux_dn: 1.580124 loss_giou_aux_dn: 2.518000 loss: 10.584657 eta: 10:14:04 batch_cost: 0.5816 data_cost: 0.0008 ips: 3.4390 images/s [02/13 09:18:10] ppdet.engine INFO: Epoch: [3] [1700/7329] learning_rate: 0.000100 loss_class: 0.251562 loss_bbox: 0.171307 loss_giou: 0.329391 loss_class_aux: 1.653966 loss_bbox_aux: 1.077324 loss_giou_aux: 2.086416 loss_class_dn: 0.043242 loss_bbox_dn: 0.269290 loss_giou_dn: 0.399430 loss_class_aux_dn: 0.277454 loss_bbox_aux_dn: 1.516724 loss_giou_aux_dn: 2.160790 loss: 10.433207 eta: 10:13:06 batch_cost: 0.5694 data_cost: 0.0005 ips: 3.5125 images/s [02/13 09:19:07] ppdet.engine INFO: Epoch: [3] [1800/7329] learning_rate: 0.000100 loss_class: 0.220894 loss_bbox: 0.141064 loss_giou: 0.278409 loss_class_aux: 1.490602 loss_bbox_aux: 0.952645 loss_giou_aux: 1.719486 loss_class_dn: 0.038327 loss_bbox_dn: 0.273237 loss_giou_dn: 0.338492 loss_class_aux_dn: 0.264120 loss_bbox_aux_dn: 1.523661 loss_giou_aux_dn: 1.878564 loss: 10.010057 eta: 10:12:07 batch_cost: 0.5671 data_cost: 0.0004 ips: 3.5268 images/s [02/13 09:20:05] ppdet.engine INFO: Epoch: [3] [1900/7329] learning_rate: 0.000100 loss_class: 0.196042 loss_bbox: 0.128912 loss_giou: 0.256492 loss_class_aux: 1.340245 loss_bbox_aux: 0.861335 loss_giou_aux: 1.566657 loss_class_dn: 0.035073 loss_bbox_dn: 0.265366 loss_giou_dn: 0.317536 loss_class_aux_dn: 0.240062 loss_bbox_aux_dn: 1.438900 loss_giou_aux_dn: 1.748482 loss: 9.003006 eta: 10:11:10 batch_cost: 0.5738 data_cost: 0.0006 ips: 3.4853 images/s [02/13 09:21:02] ppdet.engine INFO: Epoch: [3] [2000/7329] learning_rate: 0.000100 loss_class: 0.235195 loss_bbox: 0.154148 loss_giou: 0.291162 loss_class_aux: 1.509296 loss_bbox_aux: 0.914672 loss_giou_aux: 1.841869 loss_class_dn: 0.038194 loss_bbox_dn: 0.285326 loss_giou_dn: 0.386157 loss_class_aux_dn: 0.267284 loss_bbox_aux_dn: 1.558508 loss_giou_aux_dn: 2.048030 loss: 9.116295 eta: 10:10:13 batch_cost: 0.5729 data_cost: 0.0006 ips: 3.4912 images/s [02/13 09:22:01] ppdet.engine INFO: Epoch: [3] [2100/7329] learning_rate: 0.000100 loss_class: 0.267620 loss_bbox: 0.158549 loss_giou: 0.359586 loss_class_aux: 1.890202 loss_bbox_aux: 0.965765 loss_giou_aux: 2.280809 loss_class_dn: 0.048246 loss_bbox_dn: 0.302269 loss_giou_dn: 0.477391 loss_class_aux_dn: 0.331196 loss_bbox_aux_dn: 1.680565 loss_giou_aux_dn: 2.560244 loss: 12.102617 eta: 10:09:18 batch_cost: 0.5811 data_cost: 0.0005 ips: 3.4418 images/s [02/13 09:22:59] ppdet.engine INFO: Epoch: [3] [2200/7329] learning_rate: 0.000100 loss_class: 0.186446 loss_bbox: 0.131755 loss_giou: 0.197630 loss_class_aux: 1.266817 loss_bbox_aux: 0.855078 loss_giou_aux: 1.269842 loss_class_dn: 0.034869 loss_bbox_dn: 0.232255 loss_giou_dn: 0.273180 loss_class_aux_dn: 0.212744 loss_bbox_aux_dn: 1.316430 loss_giou_aux_dn: 1.479344 loss: 7.486164 eta: 10:08:22 batch_cost: 0.5774 data_cost: 0.0003 ips: 3.4640 images/s [02/13 09:23:56] ppdet.engine INFO: Epoch: [3] [2300/7329] learning_rate: 0.000100 loss_class: 0.294235 loss_bbox: 0.181433 loss_giou: 0.350284 loss_class_aux: 1.911018 loss_bbox_aux: 1.178939 loss_giou_aux: 2.185675 loss_class_dn: 0.049288 loss_bbox_dn: 0.330157 loss_giou_dn: 0.480448 loss_class_aux_dn: 0.313135 loss_bbox_aux_dn: 1.784671 loss_giou_aux_dn: 2.600161 loss: 12.160461 eta: 10:07:26 batch_cost: 0.5742 data_cost: 0.0003 ips: 3.4834 images/s [02/13 09:24:55] ppdet.engine INFO: Epoch: [3] [2400/7329] learning_rate: 0.000100 loss_class: 0.227385 loss_bbox: 0.146841 loss_giou: 0.276074 loss_class_aux: 1.463917 loss_bbox_aux: 0.934605 loss_giou_aux: 1.830714 loss_class_dn: 0.034885 loss_bbox_dn: 0.266232 loss_giou_dn: 0.358613 loss_class_aux_dn: 0.232790 loss_bbox_aux_dn: 1.462017 loss_giou_aux_dn: 1.919754 loss: 9.156108 eta: 10:06:31 batch_cost: 0.5819 data_cost: 0.0003 ips: 3.4368 images/s [02/13 09:25:51] ppdet.engine INFO: Epoch: [3] [2500/7329] learning_rate: 0.000100 loss_class: 0.228367 loss_bbox: 0.135002 loss_giou: 0.296809 loss_class_aux: 1.440693 loss_bbox_aux: 0.860163 loss_giou_aux: 1.846207 loss_class_dn: 0.034648 loss_bbox_dn: 0.267394 loss_giou_dn: 0.363477 loss_class_aux_dn: 0.230682 loss_bbox_aux_dn: 1.469079 loss_giou_aux_dn: 1.933247 loss: 9.113672 eta: 10:05:31 batch_cost: 0.5623 data_cost: 0.0007 ips: 3.5565 images/s [02/13 09:26:49] ppdet.engine INFO: Epoch: [3] [2600/7329] learning_rate: 0.000100 loss_class: 0.223968 loss_bbox: 0.157452 loss_giou: 0.268835 loss_class_aux: 1.547206 loss_bbox_aux: 0.996502 loss_giou_aux: 1.754741 loss_class_dn: 0.041083 loss_bbox_dn: 0.327733 loss_giou_dn: 0.388187 loss_class_aux_dn: 0.224716 loss_bbox_aux_dn: 1.759642 loss_giou_aux_dn: 2.042552 loss: 10.075964 eta: 10:04:35 batch_cost: 0.5791 data_cost: 0.0003 ips: 3.4535 images/s [02/13 09:27:46] ppdet.engine INFO: Epoch: [3] [2700/7329] learning_rate: 0.000100 loss_class: 0.304469 loss_bbox: 0.167221 loss_giou: 0.351501 loss_class_aux: 1.894059 loss_bbox_aux: 1.031480 loss_giou_aux: 2.353469 loss_class_dn: 0.045115 loss_bbox_dn: 0.269549 loss_giou_dn: 0.458029 loss_class_aux_dn: 0.288160 loss_bbox_aux_dn: 1.511250 loss_giou_aux_dn: 2.494331 loss: 11.536570 eta: 10:03:36 batch_cost: 0.5626 data_cost: 0.0004 ips: 3.5552 images/s [02/13 09:28:45] ppdet.engine INFO: Epoch: [3] [2800/7329] learning_rate: 0.000100 loss_class: 0.253373 loss_bbox: 0.160903 loss_giou: 0.317636 loss_class_aux: 1.649560 loss_bbox_aux: 1.062021 loss_giou_aux: 2.033301 loss_class_dn: 0.043073 loss_bbox_dn: 0.305189 loss_giou_dn: 0.428409 loss_class_aux_dn: 0.292372 loss_bbox_aux_dn: 1.717283 loss_giou_aux_dn: 2.331073 loss: 10.823957 eta: 10:02:42 batch_cost: 0.5855 data_cost: 0.0004 ips: 3.4158 images/s [02/13 09:29:42] ppdet.engine INFO: Epoch: [3] [2900/7329] learning_rate: 0.000100 loss_class: 0.249095 loss_bbox: 0.152280 loss_giou: 0.303968 loss_class_aux: 1.648307 loss_bbox_aux: 0.955310 loss_giou_aux: 1.917591 loss_class_dn: 0.044032 loss_bbox_dn: 0.267985 loss_giou_dn: 0.403719 loss_class_aux_dn: 0.276113 loss_bbox_aux_dn: 1.454088 loss_giou_aux_dn: 2.224560 loss: 10.101440 eta: 10:01:44 batch_cost: 0.5707 data_cost: 0.0007 ips: 3.5043 images/s [02/13 09:30:40] ppdet.engine INFO: Epoch: [3] [3000/7329] learning_rate: 0.000100 loss_class: 0.237417 loss_bbox: 0.162231 loss_giou: 0.353526 loss_class_aux: 1.602151 loss_bbox_aux: 1.051470 loss_giou_aux: 2.310304 loss_class_dn: 0.045116 loss_bbox_dn: 0.270253 loss_giou_dn: 0.464963 loss_class_aux_dn: 0.266156 loss_bbox_aux_dn: 1.532892 loss_giou_aux_dn: 2.475626 loss: 11.153977 eta: 10:00:49 batch_cost: 0.5832 data_cost: 0.0003 ips: 3.4295 images/s [02/13 09:31:38] ppdet.engine INFO: Epoch: [3] [3100/7329] learning_rate: 0.000100 loss_class: 0.229148 loss_bbox: 0.159025 loss_giou: 0.335353 loss_class_aux: 1.565649 loss_bbox_aux: 1.031217 loss_giou_aux: 2.027177 loss_class_dn: 0.041183 loss_bbox_dn: 0.240770 loss_giou_dn: 0.433406 loss_class_aux_dn: 0.279171 loss_bbox_aux_dn: 1.317322 loss_giou_aux_dn: 2.293927 loss: 11.536442 eta: 9:59:53 batch_cost: 0.5750 data_cost: 0.0007 ips: 3.4784 images/s [02/13 09:32:36] ppdet.engine INFO: Epoch: [3] [3200/7329] learning_rate: 0.000100 loss_class: 0.254162 loss_bbox: 0.153816 loss_giou: 0.356617 loss_class_aux: 1.705348 loss_bbox_aux: 0.911493 loss_giou_aux: 2.198762 loss_class_dn: 0.039848 loss_bbox_dn: 0.244189 loss_giou_dn: 0.426603 loss_class_aux_dn: 0.279856 loss_bbox_aux_dn: 1.328043 loss_giou_aux_dn: 2.288838 loss: 10.261863 eta: 9:58:57 batch_cost: 0.5792 data_cost: 0.0004 ips: 3.4533 images/s [02/13 09:33:34] ppdet.engine INFO: Epoch: [3] [3300/7329] learning_rate: 0.000100 loss_class: 0.212878 loss_bbox: 0.152961 loss_giou: 0.317597 loss_class_aux: 1.439786 loss_bbox_aux: 0.972843 loss_giou_aux: 2.063587 loss_class_dn: 0.034638 loss_bbox_dn: 0.276337 loss_giou_dn: 0.388844 loss_class_aux_dn: 0.234072 loss_bbox_aux_dn: 1.525431 loss_giou_aux_dn: 2.105548 loss: 10.264352 eta: 9:57:59 batch_cost: 0.5704 data_cost: 0.0004 ips: 3.5065 images/s [02/13 09:34:31] ppdet.engine INFO: Epoch: [3] [3400/7329] learning_rate: 0.000100 loss_class: 0.254033 loss_bbox: 0.180023 loss_giou: 0.365987 loss_class_aux: 1.777365 loss_bbox_aux: 1.122049 loss_giou_aux: 2.208716 loss_class_dn: 0.047708 loss_bbox_dn: 0.262651 loss_giou_dn: 0.453387 loss_class_aux_dn: 0.296180 loss_bbox_aux_dn: 1.441311 loss_giou_aux_dn: 2.425195 loss: 10.651099 eta: 9:57:02 batch_cost: 0.5720 data_cost: 0.0004 ips: 3.4962 images/s [02/13 09:35:29] ppdet.engine INFO: Epoch: [3] [3500/7329] learning_rate: 0.000100 loss_class: 0.190809 loss_bbox: 0.156516 loss_giou: 0.277400 loss_class_aux: 1.306329 loss_bbox_aux: 0.977822 loss_giou_aux: 1.723489 loss_class_dn: 0.031834 loss_bbox_dn: 0.254401 loss_giou_dn: 0.360539 loss_class_aux_dn: 0.214580 loss_bbox_aux_dn: 1.432112 loss_giou_aux_dn: 1.941596 loss: 9.306286 eta: 9:56:06 batch_cost: 0.5769 data_cost: 0.0004 ips: 3.4670 images/s [02/13 09:36:25] ppdet.engine INFO: Epoch: [3] [3600/7329] learning_rate: 0.000100 loss_class: 0.231292 loss_bbox: 0.138864 loss_giou: 0.257348 loss_class_aux: 1.469026 loss_bbox_aux: 0.877625 loss_giou_aux: 1.653761 loss_class_dn: 0.030796 loss_bbox_dn: 0.220846 loss_giou_dn: 0.367175 loss_class_aux_dn: 0.207381 loss_bbox_aux_dn: 1.283216 loss_giou_aux_dn: 1.960633 loss: 8.962154 eta: 9:55:05 batch_cost: 0.5603 data_cost: 0.0007 ips: 3.5693 images/s [02/13 09:37:24] ppdet.engine INFO: Epoch: [3] [3700/7329] learning_rate: 0.000100 loss_class: 0.297715 loss_bbox: 0.191273 loss_giou: 0.392041 loss_class_aux: 2.023340 loss_bbox_aux: 1.175062 loss_giou_aux: 2.350975 loss_class_dn: 0.052178 loss_bbox_dn: 0.286086 loss_giou_dn: 0.497374 loss_class_aux_dn: 0.342175 loss_bbox_aux_dn: 1.632698 loss_giou_aux_dn: 2.693025 loss: 12.763571 eta: 9:54:11 batch_cost: 0.5840 data_cost: 0.0011 ips: 3.4248 images/s [02/13 09:38:21] ppdet.engine INFO: Epoch: [3] [3800/7329] learning_rate: 0.000100 loss_class: 0.217977 loss_bbox: 0.163750 loss_giou: 0.314537 loss_class_aux: 1.454476 loss_bbox_aux: 0.973835 loss_giou_aux: 1.932120 loss_class_dn: 0.036563 loss_bbox_dn: 0.253545 loss_giou_dn: 0.417236 loss_class_aux_dn: 0.259671 loss_bbox_aux_dn: 1.395811 loss_giou_aux_dn: 2.301071 loss: 9.908434 eta: 9:53:14 batch_cost: 0.5737 data_cost: 0.0003 ips: 3.4864 images/s [02/13 09:39:20] ppdet.engine INFO: Epoch: [3] [3900/7329] learning_rate: 0.000100 loss_class: 0.206802 loss_bbox: 0.137952 loss_giou: 0.262997 loss_class_aux: 1.351322 loss_bbox_aux: 0.904968 loss_giou_aux: 1.749779 loss_class_dn: 0.030162 loss_bbox_dn: 0.267963 loss_giou_dn: 0.351748 loss_class_aux_dn: 0.220936 loss_bbox_aux_dn: 1.479252 loss_giou_aux_dn: 1.910993 loss: 9.632206 eta: 9:52:19 batch_cost: 0.5813 data_cost: 0.0007 ips: 3.4408 images/s [02/13 09:40:17] ppdet.engine INFO: Epoch: [3] [4000/7329] learning_rate: 0.000100 loss_class: 0.249637 loss_bbox: 0.163587 loss_giou: 0.305323 loss_class_aux: 1.637449 loss_bbox_aux: 1.045306 loss_giou_aux: 1.980699 loss_class_dn: 0.042581 loss_bbox_dn: 0.289623 loss_giou_dn: 0.403398 loss_class_aux_dn: 0.254693 loss_bbox_aux_dn: 1.622941 loss_giou_aux_dn: 2.194696 loss: 10.542372 eta: 9:51:20 batch_cost: 0.5674 data_cost: 0.0003 ips: 3.5248 images/s [02/13 09:41:15] ppdet.engine INFO: Epoch: [3] [4100/7329] learning_rate: 0.000100 loss_class: 0.283976 loss_bbox: 0.158328 loss_giou: 0.337517 loss_class_aux: 1.873917 loss_bbox_aux: 1.034949 loss_giou_aux: 2.078690 loss_class_dn: 0.044719 loss_bbox_dn: 0.293260 loss_giou_dn: 0.464971 loss_class_aux_dn: 0.280300 loss_bbox_aux_dn: 1.572952 loss_giou_aux_dn: 2.573860 loss: 12.366805 eta: 9:50:24 batch_cost: 0.5764 data_cost: 0.0003 ips: 3.4699 images/s [02/13 09:42:13] ppdet.engine INFO: Epoch: [3] [4200/7329] learning_rate: 0.000100 loss_class: 0.174935 loss_bbox: 0.122067 loss_giou: 0.208832 loss_class_aux: 1.176010 loss_bbox_aux: 0.836773 loss_giou_aux: 1.290511 loss_class_dn: 0.032399 loss_bbox_dn: 0.245529 loss_giou_dn: 0.272716 loss_class_aux_dn: 0.226295 loss_bbox_aux_dn: 1.345576 loss_giou_aux_dn: 1.514077 loss: 7.822603 eta: 9:49:29 batch_cost: 0.5845 data_cost: 0.0004 ips: 3.4220 images/s [02/13 09:43:11] ppdet.engine INFO: Epoch: [3] [4300/7329] learning_rate: 0.000100 loss_class: 0.249898 loss_bbox: 0.150320 loss_giou: 0.294228 loss_class_aux: 1.640162 loss_bbox_aux: 0.887645 loss_giou_aux: 1.852548 loss_class_dn: 0.033291 loss_bbox_dn: 0.228937 loss_giou_dn: 0.369164 loss_class_aux_dn: 0.239583 loss_bbox_aux_dn: 1.278645 loss_giou_aux_dn: 1.964885 loss: 10.361334 eta: 9:48:34 batch_cost: 0.5804 data_cost: 0.0007 ips: 3.4457 images/s [02/13 09:44:08] ppdet.engine INFO: Epoch: [3] [4400/7329] learning_rate: 0.000100 loss_class: 0.240227 loss_bbox: 0.158142 loss_giou: 0.280925 loss_class_aux: 1.616370 loss_bbox_aux: 0.963269 loss_giou_aux: 1.818951 loss_class_dn: 0.039521 loss_bbox_dn: 0.251022 loss_giou_dn: 0.418228 loss_class_aux_dn: 0.261853 loss_bbox_aux_dn: 1.434837 loss_giou_aux_dn: 2.245459 loss: 10.528083 eta: 9:47:35 batch_cost: 0.5652 data_cost: 0.0004 ips: 3.5386 images/s [02/13 09:45:06] ppdet.engine INFO: Epoch: [3] [4500/7329] learning_rate: 0.000100 loss_class: 0.240521 loss_bbox: 0.159525 loss_giou: 0.372874 loss_class_aux: 1.678003 loss_bbox_aux: 1.017896 loss_giou_aux: 2.297325 loss_class_dn: 0.041802 loss_bbox_dn: 0.273090 loss_giou_dn: 0.450598 loss_class_aux_dn: 0.286017 loss_bbox_aux_dn: 1.488194 loss_giou_aux_dn: 2.458009 loss: 11.349068 eta: 9:46:39 batch_cost: 0.5803 data_cost: 0.0004 ips: 3.4467 images/s [02/13 09:46:04] ppdet.engine INFO: Epoch: [3] [4600/7329] learning_rate: 0.000100 loss_class: 0.244376 loss_bbox: 0.134671 loss_giou: 0.338206 loss_class_aux: 1.701185 loss_bbox_aux: 0.904532 loss_giou_aux: 2.086286 loss_class_dn: 0.041817 loss_bbox_dn: 0.272152 loss_giou_dn: 0.386488 loss_class_aux_dn: 0.263816 loss_bbox_aux_dn: 1.468827 loss_giou_aux_dn: 2.197498 loss: 10.023010 eta: 9:45:43 batch_cost: 0.5775 data_cost: 0.0005 ips: 3.4634 images/s [02/13 09:47:03] ppdet.engine INFO: Epoch: [3] [4700/7329] learning_rate: 0.000100 loss_class: 0.263782 loss_bbox: 0.179724 loss_giou: 0.308703 loss_class_aux: 1.815039 loss_bbox_aux: 1.119464 loss_giou_aux: 1.985453 loss_class_dn: 0.045784 loss_bbox_dn: 0.309987 loss_giou_dn: 0.397703 loss_class_aux_dn: 0.318952 loss_bbox_aux_dn: 1.623437 loss_giou_aux_dn: 2.180430 loss: 10.702923 eta: 9:44:48 batch_cost: 0.5817 data_cost: 0.0005 ips: 3.4383 images/s [02/13 09:48:01] ppdet.engine INFO: Epoch: [3] [4800/7329] learning_rate: 0.000100 loss_class: 0.252790 loss_bbox: 0.158866 loss_giou: 0.348797 loss_class_aux: 1.783964 loss_bbox_aux: 1.044285 loss_giou_aux: 2.174113 loss_class_dn: 0.037937 loss_bbox_dn: 0.262225 loss_giou_dn: 0.441604 loss_class_aux_dn: 0.268631 loss_bbox_aux_dn: 1.383223 loss_giou_aux_dn: 2.390928 loss: 11.136280 eta: 9:43:52 batch_cost: 0.5786 data_cost: 0.0005 ips: 3.4568 images/s [02/13 09:48:59] ppdet.engine INFO: Epoch: [3] [4900/7329] learning_rate: 0.000100 loss_class: 0.274860 loss_bbox: 0.159035 loss_giou: 0.351353 loss_class_aux: 1.837491 loss_bbox_aux: 0.977951 loss_giou_aux: 2.133281 loss_class_dn: 0.038471 loss_bbox_dn: 0.267112 loss_giou_dn: 0.472614 loss_class_aux_dn: 0.276239 loss_bbox_aux_dn: 1.434531 loss_giou_aux_dn: 2.582173 loss: 11.496734 eta: 9:42:56 batch_cost: 0.5765 data_cost: 0.0005 ips: 3.4692 images/s [02/13 09:49:56] ppdet.engine INFO: Epoch: [3] [5000/7329] learning_rate: 0.000100 loss_class: 0.220693 loss_bbox: 0.168443 loss_giou: 0.261306 loss_class_aux: 1.493845 loss_bbox_aux: 1.064656 loss_giou_aux: 1.621498 loss_class_dn: 0.036599 loss_bbox_dn: 0.303644 loss_giou_dn: 0.341353 loss_class_aux_dn: 0.249158 loss_bbox_aux_dn: 1.629234 loss_giou_aux_dn: 1.813352 loss: 9.685391 eta: 9:41:58 batch_cost: 0.5732 data_cost: 0.0009 ips: 3.4891 images/s [02/13 09:50:54] ppdet.engine INFO: Epoch: [3] [5100/7329] learning_rate: 0.000100 loss_class: 0.233766 loss_bbox: 0.166805 loss_giou: 0.286245 loss_class_aux: 1.599354 loss_bbox_aux: 1.038024 loss_giou_aux: 1.732231 loss_class_dn: 0.041055 loss_bbox_dn: 0.310189 loss_giou_dn: 0.391605 loss_class_aux_dn: 0.271140 loss_bbox_aux_dn: 1.672390 loss_giou_aux_dn: 2.099365 loss: 10.278482 eta: 9:41:02 batch_cost: 0.5768 data_cost: 0.0004 ips: 3.4676 images/s [02/13 09:51:53] ppdet.engine INFO: Epoch: [3] [5200/7329] learning_rate: 0.000100 loss_class: 0.216595 loss_bbox: 0.139838 loss_giou: 0.264406 loss_class_aux: 1.432579 loss_bbox_aux: 0.898588 loss_giou_aux: 1.685360 loss_class_dn: 0.035469 loss_bbox_dn: 0.256312 loss_giou_dn: 0.342136 loss_class_aux_dn: 0.224618 loss_bbox_aux_dn: 1.451219 loss_giou_aux_dn: 1.818744 loss: 8.928953 eta: 9:40:07 batch_cost: 0.5826 data_cost: 0.0005 ips: 3.4331 images/s [02/13 09:52:50] ppdet.engine INFO: Epoch: [3] [5300/7329] learning_rate: 0.000100 loss_class: 0.257293 loss_bbox: 0.157013 loss_giou: 0.350457 loss_class_aux: 1.619408 loss_bbox_aux: 0.989957 loss_giou_aux: 2.205050 loss_class_dn: 0.038558 loss_bbox_dn: 0.274408 loss_giou_dn: 0.471002 loss_class_aux_dn: 0.253778 loss_bbox_aux_dn: 1.524115 loss_giou_aux_dn: 2.465404 loss: 10.720849 eta: 9:39:09 batch_cost: 0.5700 data_cost: 0.0003 ips: 3.5088 images/s [02/13 09:53:47] ppdet.engine INFO: Epoch: [3] [5400/7329] learning_rate: 0.000100 loss_class: 0.199416 loss_bbox: 0.130359 loss_giou: 0.256999 loss_class_aux: 1.365881 loss_bbox_aux: 0.824627 loss_giou_aux: 1.654742 loss_class_dn: 0.034531 loss_bbox_dn: 0.237135 loss_giou_dn: 0.347581 loss_class_aux_dn: 0.204995 loss_bbox_aux_dn: 1.310301 loss_giou_aux_dn: 1.824120 loss: 8.912035 eta: 9:38:11 batch_cost: 0.5690 data_cost: 0.0003 ips: 3.5148 images/s [02/13 09:54:44] ppdet.engine INFO: Epoch: [3] [5500/7329] learning_rate: 0.000100 loss_class: 0.241179 loss_bbox: 0.144891 loss_giou: 0.318993 loss_class_aux: 1.609279 loss_bbox_aux: 0.931064 loss_giou_aux: 2.031287 loss_class_dn: 0.041988 loss_bbox_dn: 0.234404 loss_giou_dn: 0.413909 loss_class_aux_dn: 0.293059 loss_bbox_aux_dn: 1.266495 loss_giou_aux_dn: 2.244133 loss: 10.311344 eta: 9:37:13 batch_cost: 0.5688 data_cost: 0.0005 ips: 3.5161 images/s [02/13 09:55:43] ppdet.engine INFO: Epoch: [3] [5600/7329] learning_rate: 0.000100 loss_class: 0.216191 loss_bbox: 0.174582 loss_giou: 0.276921 loss_class_aux: 1.440557 loss_bbox_aux: 1.103033 loss_giou_aux: 1.685852 loss_class_dn: 0.036429 loss_bbox_dn: 0.324327 loss_giou_dn: 0.362524 loss_class_aux_dn: 0.238590 loss_bbox_aux_dn: 1.763337 loss_giou_aux_dn: 1.970560 loss: 10.173482 eta: 9:36:19 batch_cost: 0.5893 data_cost: 0.0009 ips: 3.3938 images/s [02/13 09:56:41] ppdet.engine INFO: Epoch: [3] [5700/7329] learning_rate: 0.000100 loss_class: 0.255542 loss_bbox: 0.158584 loss_giou: 0.338691 loss_class_aux: 1.671068 loss_bbox_aux: 0.992041 loss_giou_aux: 2.211978 loss_class_dn: 0.038497 loss_bbox_dn: 0.253106 loss_giou_dn: 0.418093 loss_class_aux_dn: 0.279226 loss_bbox_aux_dn: 1.380831 loss_giou_aux_dn: 2.273500 loss: 10.459405 eta: 9:35:22 batch_cost: 0.5766 data_cost: 0.0004 ips: 3.4686 images/s [02/13 09:57:39] ppdet.engine INFO: Epoch: [3] [5800/7329] learning_rate: 0.000100 loss_class: 0.247398 loss_bbox: 0.161249 loss_giou: 0.309082 loss_class_aux: 1.593501 loss_bbox_aux: 1.092924 loss_giou_aux: 1.973570 loss_class_dn: 0.041278 loss_bbox_dn: 0.277089 loss_giou_dn: 0.414446 loss_class_aux_dn: 0.268375 loss_bbox_aux_dn: 1.511356 loss_giou_aux_dn: 2.242947 loss: 11.029818 eta: 9:34:26 batch_cost: 0.5759 data_cost: 0.0003 ips: 3.4725 images/s [02/13 09:58:36] ppdet.engine INFO: Epoch: [3] [5900/7329] learning_rate: 0.000100 loss_class: 0.196240 loss_bbox: 0.149631 loss_giou: 0.250379 loss_class_aux: 1.318956 loss_bbox_aux: 0.959695 loss_giou_aux: 1.559115 loss_class_dn: 0.033011 loss_bbox_dn: 0.266907 loss_giou_dn: 0.335374 loss_class_aux_dn: 0.217122 loss_bbox_aux_dn: 1.480252 loss_giou_aux_dn: 1.842809 loss: 9.231710 eta: 9:33:27 batch_cost: 0.5651 data_cost: 0.0008 ips: 3.5391 images/s [02/13 09:59:34] ppdet.engine INFO: Epoch: [3] [6000/7329] learning_rate: 0.000100 loss_class: 0.280704 loss_bbox: 0.151684 loss_giou: 0.387424 loss_class_aux: 1.821218 loss_bbox_aux: 1.067168 loss_giou_aux: 2.379525 loss_class_dn: 0.044027 loss_bbox_dn: 0.256070 loss_giou_dn: 0.474447 loss_class_aux_dn: 0.287711 loss_bbox_aux_dn: 1.424758 loss_giou_aux_dn: 2.549818 loss: 11.104342 eta: 9:32:31 batch_cost: 0.5814 data_cost: 0.0005 ips: 3.4398 images/s [02/13 10:00:31] ppdet.engine INFO: Epoch: [3] [6100/7329] learning_rate: 0.000100 loss_class: 0.178443 loss_bbox: 0.132558 loss_giou: 0.249338 loss_class_aux: 1.244145 loss_bbox_aux: 0.869058 loss_giou_aux: 1.567316 loss_class_dn: 0.034501 loss_bbox_dn: 0.263872 loss_giou_dn: 0.336496 loss_class_aux_dn: 0.220016 loss_bbox_aux_dn: 1.471940 loss_giou_aux_dn: 1.843259 loss: 9.361280 eta: 9:31:33 batch_cost: 0.5683 data_cost: 0.0007 ips: 3.5192 images/s [02/13 10:01:29] ppdet.engine INFO: Epoch: [3] [6200/7329] learning_rate: 0.000100 loss_class: 0.178527 loss_bbox: 0.146290 loss_giou: 0.222746 loss_class_aux: 1.179458 loss_bbox_aux: 0.924570 loss_giou_aux: 1.423791 loss_class_dn: 0.028593 loss_bbox_dn: 0.216777 loss_giou_dn: 0.287323 loss_class_aux_dn: 0.195568 loss_bbox_aux_dn: 1.202474 loss_giou_aux_dn: 1.627669 loss: 8.089928 eta: 9:30:37 batch_cost: 0.5778 data_cost: 0.0004 ips: 3.4614 images/s [02/13 10:02:27] ppdet.engine INFO: Epoch: [3] [6300/7329] learning_rate: 0.000100 loss_class: 0.203707 loss_bbox: 0.139513 loss_giou: 0.242218 loss_class_aux: 1.288557 loss_bbox_aux: 0.830789 loss_giou_aux: 1.517406 loss_class_dn: 0.028676 loss_bbox_dn: 0.209851 loss_giou_dn: 0.337271 loss_class_aux_dn: 0.202490 loss_bbox_aux_dn: 1.208680 loss_giou_aux_dn: 1.810564 loss: 8.389685 eta: 9:29:41 batch_cost: 0.5772 data_cost: 0.0005 ips: 3.4651 images/s [02/13 10:03:26] ppdet.engine INFO: Epoch: [3] [6400/7329] learning_rate: 0.000100 loss_class: 0.220250 loss_bbox: 0.161584 loss_giou: 0.297611 loss_class_aux: 1.522321 loss_bbox_aux: 0.988119 loss_giou_aux: 1.767171 loss_class_dn: 0.040447 loss_bbox_dn: 0.288117 loss_giou_dn: 0.386569 loss_class_aux_dn: 0.255438 loss_bbox_aux_dn: 1.623661 loss_giou_aux_dn: 2.057523 loss: 10.217395 eta: 9:28:46 batch_cost: 0.5861 data_cost: 0.0006 ips: 3.4123 images/s [02/13 10:04:24] ppdet.engine INFO: Epoch: [3] [6500/7329] learning_rate: 0.000100 loss_class: 0.183330 loss_bbox: 0.130096 loss_giou: 0.212519 loss_class_aux: 1.252648 loss_bbox_aux: 0.829250 loss_giou_aux: 1.399071 loss_class_dn: 0.029169 loss_bbox_dn: 0.249923 loss_giou_dn: 0.281631 loss_class_aux_dn: 0.197001 loss_bbox_aux_dn: 1.384530 loss_giou_aux_dn: 1.522329 loss: 7.971771 eta: 9:27:49 batch_cost: 0.5740 data_cost: 0.0006 ips: 3.4840 images/s [02/13 10:05:20] ppdet.engine INFO: Epoch: [3] [6600/7329] learning_rate: 0.000100 loss_class: 0.232767 loss_bbox: 0.161894 loss_giou: 0.395243 loss_class_aux: 1.644596 loss_bbox_aux: 1.057180 loss_giou_aux: 2.500496 loss_class_dn: 0.041145 loss_bbox_dn: 0.262533 loss_giou_dn: 0.491337 loss_class_aux_dn: 0.280934 loss_bbox_aux_dn: 1.463485 loss_giou_aux_dn: 2.624613 loss: 12.406230 eta: 9:26:50 batch_cost: 0.5662 data_cost: 0.0008 ips: 3.5323 images/s [02/13 10:06:18] ppdet.engine INFO: Epoch: [3] [6700/7329] learning_rate: 0.000100 loss_class: 0.178869 loss_bbox: 0.130952 loss_giou: 0.224254 loss_class_aux: 1.233467 loss_bbox_aux: 0.786815 loss_giou_aux: 1.386859 loss_class_dn: 0.024471 loss_bbox_dn: 0.188934 loss_giou_dn: 0.308179 loss_class_aux_dn: 0.183293 loss_bbox_aux_dn: 1.078480 loss_giou_aux_dn: 1.660410 loss: 7.882301 eta: 9:25:54 batch_cost: 0.5758 data_cost: 0.0003 ips: 3.4737 images/s [02/13 10:07:16] ppdet.engine INFO: Epoch: [3] [6800/7329] learning_rate: 0.000100 loss_class: 0.221928 loss_bbox: 0.151138 loss_giou: 0.289888 loss_class_aux: 1.544750 loss_bbox_aux: 0.967370 loss_giou_aux: 1.829890 loss_class_dn: 0.038820 loss_bbox_dn: 0.275376 loss_giou_dn: 0.377798 loss_class_aux_dn: 0.245596 loss_bbox_aux_dn: 1.507280 loss_giou_aux_dn: 2.037896 loss: 9.744617 eta: 9:24:57 batch_cost: 0.5762 data_cost: 0.0007 ips: 3.4711 images/s [02/13 10:08:14] ppdet.engine INFO: Epoch: [3] [6900/7329] learning_rate: 0.000100 loss_class: 0.220044 loss_bbox: 0.157264 loss_giou: 0.269540 loss_class_aux: 1.510195 loss_bbox_aux: 0.935930 loss_giou_aux: 1.727519 loss_class_dn: 0.035898 loss_bbox_dn: 0.266555 loss_giou_dn: 0.352262 loss_class_aux_dn: 0.233541 loss_bbox_aux_dn: 1.457389 loss_giou_aux_dn: 1.935941 loss: 10.142088 eta: 9:24:00 batch_cost: 0.5751 data_cost: 0.0008 ips: 3.4775 images/s [02/13 10:09:12] ppdet.engine INFO: Epoch: [3] [7000/7329] learning_rate: 0.000100 loss_class: 0.191739 loss_bbox: 0.142539 loss_giou: 0.307415 loss_class_aux: 1.335083 loss_bbox_aux: 0.886103 loss_giou_aux: 2.009951 loss_class_dn: 0.026402 loss_bbox_dn: 0.250536 loss_giou_dn: 0.378268 loss_class_aux_dn: 0.189154 loss_bbox_aux_dn: 1.341387 loss_giou_aux_dn: 2.045425 loss: 9.413065 eta: 9:23:04 batch_cost: 0.5796 data_cost: 0.0005 ips: 3.4504 images/s [02/13 10:10:09] ppdet.engine INFO: Epoch: [3] [7100/7329] learning_rate: 0.000100 loss_class: 0.195411 loss_bbox: 0.138773 loss_giou: 0.297850 loss_class_aux: 1.344997 loss_bbox_aux: 0.896083 loss_giou_aux: 1.842846 loss_class_dn: 0.029693 loss_bbox_dn: 0.297305 loss_giou_dn: 0.345815 loss_class_aux_dn: 0.212197 loss_bbox_aux_dn: 1.573648 loss_giou_aux_dn: 1.911321 loss: 9.266062 eta: 9:22:06 batch_cost: 0.5682 data_cost: 0.0008 ips: 3.5198 images/s [02/13 10:11:08] ppdet.engine INFO: Epoch: [3] [7200/7329] learning_rate: 0.000100 loss_class: 0.213179 loss_bbox: 0.144403 loss_giou: 0.280819 loss_class_aux: 1.281985 loss_bbox_aux: 0.884538 loss_giou_aux: 1.786614 loss_class_dn: 0.026486 loss_bbox_dn: 0.241928 loss_giou_dn: 0.350684 loss_class_aux_dn: 0.189819 loss_bbox_aux_dn: 1.321980 loss_giou_aux_dn: 1.868224 loss: 8.564555 eta: 9:21:11 batch_cost: 0.5837 data_cost: 0.0006 ips: 3.4265 images/s [02/13 10:12:05] ppdet.engine INFO: Epoch: [3] [7300/7329] learning_rate: 0.000100 loss_class: 0.240651 loss_bbox: 0.158997 loss_giou: 0.346235 loss_class_aux: 1.659288 loss_bbox_aux: 0.988668 loss_giou_aux: 2.188353 loss_class_dn: 0.041584 loss_bbox_dn: 0.277089 loss_giou_dn: 0.452967 loss_class_aux_dn: 0.254401 loss_bbox_aux_dn: 1.486955 loss_giou_aux_dn: 2.472548 loss: 10.958652 eta: 9:20:13 batch_cost: 0.5726 data_cost: 0.0006 ips: 3.4929 images/s [02/13 10:12:23] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 10:12:23] ppdet.engine INFO: Eval iter: 0 [02/13 10:12:34] ppdet.engine INFO: Eval iter: 100 [02/13 10:12:44] ppdet.engine INFO: Eval iter: 200 [02/13 10:12:55] ppdet.engine INFO: Eval iter: 300 [02/13 10:13:06] ppdet.engine INFO: Eval iter: 400 [02/13 10:13:17] ppdet.engine INFO: Eval iter: 500 [02/13 10:13:27] ppdet.engine INFO: Eval iter: 600 [02/13 10:13:38] ppdet.engine INFO: Eval iter: 700 [02/13 10:13:48] ppdet.engine INFO: Eval iter: 800 [02/13 10:13:59] ppdet.engine INFO: Eval iter: 900 [02/13 10:14:09] ppdet.engine INFO: Eval iter: 1000 [02/13 10:14:20] ppdet.engine INFO: Eval iter: 1100 [02/13 10:14:31] ppdet.engine INFO: Eval iter: 1200 [02/13 10:14:43] ppdet.engine INFO: Eval iter: 1300 [02/13 10:14:55] ppdet.engine INFO: Eval iter: 1400 [02/13 10:15:06] ppdet.engine INFO: Eval iter: 1500 [02/13 10:15:16] ppdet.engine INFO: Eval iter: 1600 [02/13 10:15:27] ppdet.engine INFO: Eval iter: 1700 [02/13 10:15:37] ppdet.engine INFO: Eval iter: 1800 [02/13 10:15:48] ppdet.engine INFO: Eval iter: 1900 [02/13 10:15:58] ppdet.engine INFO: Eval iter: 2000 [02/13 10:16:09] ppdet.engine INFO: Eval iter: 2100 [02/13 10:16:20] ppdet.engine INFO: Eval iter: 2200 [02/13 10:16:31] ppdet.engine INFO: Eval iter: 2300 [02/13 10:16:42] ppdet.engine INFO: Eval iter: 2400 [02/13 10:16:53] ppdet.engine INFO: Eval iter: 2500 [02/13 10:17:03] ppdet.engine INFO: Eval iter: 2600 [02/13 10:17:14] ppdet.engine INFO: Eval iter: 2700 [02/13 10:17:25] ppdet.engine INFO: Eval iter: 2800 [02/13 10:17:36] ppdet.engine INFO: Eval iter: 2900 [02/13 10:17:46] ppdet.engine INFO: Eval iter: 3000 [02/13 10:17:57] ppdet.engine INFO: Eval iter: 3100 [02/13 10:18:08] ppdet.engine INFO: Eval iter: 3200 [02/13 10:18:19] ppdet.engine INFO: Eval iter: 3300 [02/13 10:18:31] ppdet.engine INFO: Eval iter: 3400 [02/13 10:18:41] ppdet.engine INFO: Eval iter: 3500 [02/13 10:18:52] ppdet.engine INFO: Eval iter: 3600 [02/13 10:19:03] ppdet.engine INFO: Eval iter: 3700 [02/13 10:19:13] ppdet.engine INFO: Eval iter: 3800 [02/13 10:19:24] ppdet.engine INFO: Eval iter: 3900 [02/13 10:19:34] ppdet.engine INFO: Eval iter: 4000 [02/13 10:19:45] ppdet.engine INFO: Eval iter: 4100 [02/13 10:19:56] ppdet.engine INFO: Eval iter: 4200 [02/13 10:20:08] ppdet.engine INFO: Eval iter: 4300 [02/13 10:20:20] ppdet.engine INFO: Eval iter: 4400 [02/13 10:20:32] ppdet.engine INFO: Eval iter: 4500 [02/13 10:20:43] ppdet.engine INFO: Eval iter: 4600 [02/13 10:20:54] ppdet.engine INFO: Eval iter: 4700 [02/13 10:21:05] ppdet.engine INFO: Eval iter: 4800 [02/13 10:21:17] ppdet.engine INFO: Eval iter: 4900 [02/13 10:21:57] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.24s) creating index... index created! [02/13 10:21:58] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.87s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=115.90s). Accumulating evaluation results... DONE (t=26.27s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.409 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.445 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.253 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.444 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.533 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 ] = 0.593 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.670 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.833 [02/13 10:24:37] ppdet.engine INFO: Total sample number: 5000, average FPS: 9.159715802332485 [02/13 10:24:37] ppdet.engine INFO: Best test bbox ap is 0.409. [02/13 10:24:39] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 10:24:41] ppdet.engine INFO: Epoch: [4] [ 0/7329] learning_rate: 0.000100 loss_class: 0.258126 loss_bbox: 0.172856 loss_giou: 0.339506 loss_class_aux: 1.683599 loss_bbox_aux: 0.998226 loss_giou_aux: 2.103733 loss_class_dn: 0.042206 loss_bbox_dn: 0.283505 loss_giou_dn: 0.407689 loss_class_aux_dn: 0.268223 loss_bbox_aux_dn: 1.545273 loss_giou_aux_dn: 2.225221 loss: 11.198624 eta: 9:19:56 batch_cost: 0.5688 data_cost: 0.0007 ips: 3.5164 images/s [02/13 10:25:38] ppdet.engine INFO: Epoch: [4] [ 100/7329] learning_rate: 0.000100 loss_class: 0.217192 loss_bbox: 0.144285 loss_giou: 0.258130 loss_class_aux: 1.455889 loss_bbox_aux: 0.885075 loss_giou_aux: 1.604791 loss_class_dn: 0.029751 loss_bbox_dn: 0.233543 loss_giou_dn: 0.334902 loss_class_aux_dn: 0.185876 loss_bbox_aux_dn: 1.260612 loss_giou_aux_dn: 1.832531 loss: 8.878371 eta: 9:18:58 batch_cost: 0.5706 data_cost: 0.0006 ips: 3.5052 images/s [02/13 10:26:36] ppdet.engine INFO: Epoch: [4] [ 200/7329] learning_rate: 0.000100 loss_class: 0.218933 loss_bbox: 0.156868 loss_giou: 0.312075 loss_class_aux: 1.505362 loss_bbox_aux: 0.936980 loss_giou_aux: 1.896044 loss_class_dn: 0.037151 loss_bbox_dn: 0.252929 loss_giou_dn: 0.397443 loss_class_aux_dn: 0.224716 loss_bbox_aux_dn: 1.390533 loss_giou_aux_dn: 2.160820 loss: 10.158188 eta: 9:18:02 batch_cost: 0.5768 data_cost: 0.0004 ips: 3.4676 images/s [02/13 10:27:32] ppdet.engine INFO: Epoch: [4] [ 300/7329] learning_rate: 0.000100 loss_class: 0.222890 loss_bbox: 0.156522 loss_giou: 0.299677 loss_class_aux: 1.465687 loss_bbox_aux: 1.004071 loss_giou_aux: 1.888163 loss_class_dn: 0.032808 loss_bbox_dn: 0.259343 loss_giou_dn: 0.389344 loss_class_aux_dn: 0.222319 loss_bbox_aux_dn: 1.445131 loss_giou_aux_dn: 2.077510 loss: 10.333271 eta: 9:17:01 batch_cost: 0.5579 data_cost: 0.0011 ips: 3.5850 images/s [02/13 10:28:30] ppdet.engine INFO: Epoch: [4] [ 400/7329] learning_rate: 0.000100 loss_class: 0.218332 loss_bbox: 0.136352 loss_giou: 0.245844 loss_class_aux: 1.564485 loss_bbox_aux: 0.867850 loss_giou_aux: 1.564779 loss_class_dn: 0.029132 loss_bbox_dn: 0.241048 loss_giou_dn: 0.356730 loss_class_aux_dn: 0.216887 loss_bbox_aux_dn: 1.347528 loss_giou_aux_dn: 1.972806 loss: 9.374771 eta: 9:16:05 batch_cost: 0.5784 data_cost: 0.0004 ips: 3.4577 images/s [02/13 10:29:27] ppdet.engine INFO: Epoch: [4] [ 500/7329] learning_rate: 0.000100 loss_class: 0.191934 loss_bbox: 0.134009 loss_giou: 0.332159 loss_class_aux: 1.370949 loss_bbox_aux: 0.859490 loss_giou_aux: 1.984556 loss_class_dn: 0.031612 loss_bbox_dn: 0.255827 loss_giou_dn: 0.421270 loss_class_aux_dn: 0.215110 loss_bbox_aux_dn: 1.411931 loss_giou_aux_dn: 2.264429 loss: 10.825930 eta: 9:15:07 batch_cost: 0.5700 data_cost: 0.0005 ips: 3.5088 images/s [02/13 10:30:24] ppdet.engine INFO: Epoch: [4] [ 600/7329] learning_rate: 0.000100 loss_class: 0.192909 loss_bbox: 0.142695 loss_giou: 0.248615 loss_class_aux: 1.299998 loss_bbox_aux: 0.909196 loss_giou_aux: 1.550770 loss_class_dn: 0.027939 loss_bbox_dn: 0.277016 loss_giou_dn: 0.312600 loss_class_aux_dn: 0.203219 loss_bbox_aux_dn: 1.526361 loss_giou_aux_dn: 1.671192 loss: 8.664456 eta: 9:14:09 batch_cost: 0.5657 data_cost: 0.0006 ips: 3.5358 images/s [02/13 10:31:20] ppdet.engine INFO: Epoch: [4] [ 700/7329] learning_rate: 0.000100 loss_class: 0.191743 loss_bbox: 0.125839 loss_giou: 0.250113 loss_class_aux: 1.394668 loss_bbox_aux: 0.785030 loss_giou_aux: 1.533584 loss_class_dn: 0.025824 loss_bbox_dn: 0.230066 loss_giou_dn: 0.308124 loss_class_aux_dn: 0.190451 loss_bbox_aux_dn: 1.247857 loss_giou_aux_dn: 1.666084 loss: 8.428570 eta: 9:13:08 batch_cost: 0.5583 data_cost: 0.0007 ips: 3.5825 images/s [02/13 10:32:17] ppdet.engine INFO: Epoch: [4] [ 800/7329] learning_rate: 0.000100 loss_class: 0.224249 loss_bbox: 0.150202 loss_giou: 0.341042 loss_class_aux: 1.583812 loss_bbox_aux: 0.940322 loss_giou_aux: 2.138222 loss_class_dn: 0.039222 loss_bbox_dn: 0.260354 loss_giou_dn: 0.401915 loss_class_aux_dn: 0.259747 loss_bbox_aux_dn: 1.413214 loss_giou_aux_dn: 2.191134 loss: 10.276222 eta: 9:12:10 batch_cost: 0.5671 data_cost: 0.0003 ips: 3.5266 images/s [02/13 10:33:13] ppdet.engine INFO: Epoch: [4] [ 900/7329] learning_rate: 0.000100 loss_class: 0.213213 loss_bbox: 0.138229 loss_giou: 0.376893 loss_class_aux: 1.476161 loss_bbox_aux: 0.875207 loss_giou_aux: 2.379574 loss_class_dn: 0.036935 loss_bbox_dn: 0.218681 loss_giou_dn: 0.443915 loss_class_aux_dn: 0.238048 loss_bbox_aux_dn: 1.229204 loss_giou_aux_dn: 2.349755 loss: 10.060234 eta: 9:11:11 batch_cost: 0.5626 data_cost: 0.0009 ips: 3.5548 images/s [02/13 10:34:11] ppdet.engine INFO: Epoch: [4] [1000/7329] learning_rate: 0.000100 loss_class: 0.241851 loss_bbox: 0.145845 loss_giou: 0.310241 loss_class_aux: 1.572656 loss_bbox_aux: 0.999752 loss_giou_aux: 1.962504 loss_class_dn: 0.027849 loss_bbox_dn: 0.240416 loss_giou_dn: 0.425935 loss_class_aux_dn: 0.196885 loss_bbox_aux_dn: 1.338115 loss_giou_aux_dn: 2.308025 loss: 10.068852 eta: 9:10:13 batch_cost: 0.5727 data_cost: 0.0014 ips: 3.4921 images/s [02/13 10:35:08] ppdet.engine INFO: Epoch: [4] [1100/7329] learning_rate: 0.000100 loss_class: 0.191502 loss_bbox: 0.147948 loss_giou: 0.228178 loss_class_aux: 1.231688 loss_bbox_aux: 0.952360 loss_giou_aux: 1.437910 loss_class_dn: 0.029405 loss_bbox_dn: 0.247357 loss_giou_dn: 0.305473 loss_class_aux_dn: 0.190537 loss_bbox_aux_dn: 1.372664 loss_giou_aux_dn: 1.614944 loss: 8.142963 eta: 9:09:15 batch_cost: 0.5653 data_cost: 0.0008 ips: 3.5381 images/s [02/13 10:36:05] ppdet.engine INFO: Epoch: [4] [1200/7329] learning_rate: 0.000100 loss_class: 0.194329 loss_bbox: 0.130989 loss_giou: 0.263236 loss_class_aux: 1.268569 loss_bbox_aux: 0.838135 loss_giou_aux: 1.620978 loss_class_dn: 0.026283 loss_bbox_dn: 0.222735 loss_giou_dn: 0.313352 loss_class_aux_dn: 0.186531 loss_bbox_aux_dn: 1.246503 loss_giou_aux_dn: 1.688818 loss: 8.157843 eta: 9:08:18 batch_cost: 0.5744 data_cost: 0.0009 ips: 3.4818 images/s [02/13 10:37:02] ppdet.engine INFO: Epoch: [4] [1300/7329] learning_rate: 0.000100 loss_class: 0.241611 loss_bbox: 0.168090 loss_giou: 0.330536 loss_class_aux: 1.703006 loss_bbox_aux: 0.978711 loss_giou_aux: 2.099713 loss_class_dn: 0.040942 loss_bbox_dn: 0.283162 loss_giou_dn: 0.425158 loss_class_aux_dn: 0.267180 loss_bbox_aux_dn: 1.521275 loss_giou_aux_dn: 2.284321 loss: 11.764266 eta: 9:07:19 batch_cost: 0.5658 data_cost: 0.0011 ips: 3.5346 images/s [02/13 10:38:00] ppdet.engine INFO: Epoch: [4] [1400/7329] learning_rate: 0.000100 loss_class: 0.194125 loss_bbox: 0.158591 loss_giou: 0.258662 loss_class_aux: 1.311336 loss_bbox_aux: 0.993906 loss_giou_aux: 1.652231 loss_class_dn: 0.027749 loss_bbox_dn: 0.250747 loss_giou_dn: 0.317839 loss_class_aux_dn: 0.205296 loss_bbox_aux_dn: 1.370109 loss_giou_aux_dn: 1.802250 loss: 9.061294 eta: 9:06:22 batch_cost: 0.5718 data_cost: 0.0007 ips: 3.4976 images/s [02/13 10:38:56] ppdet.engine INFO: Epoch: [4] [1500/7329] learning_rate: 0.000100 loss_class: 0.216901 loss_bbox: 0.134473 loss_giou: 0.258628 loss_class_aux: 1.434070 loss_bbox_aux: 0.880551 loss_giou_aux: 1.584406 loss_class_dn: 0.034490 loss_bbox_dn: 0.247884 loss_giou_dn: 0.332060 loss_class_aux_dn: 0.230509 loss_bbox_aux_dn: 1.398344 loss_giou_aux_dn: 1.898921 loss: 8.727261 eta: 9:05:22 batch_cost: 0.5608 data_cost: 0.0006 ips: 3.5661 images/s [02/13 10:39:54] ppdet.engine INFO: Epoch: [4] [1600/7329] learning_rate: 0.000100 loss_class: 0.211091 loss_bbox: 0.156499 loss_giou: 0.260429 loss_class_aux: 1.433711 loss_bbox_aux: 0.950567 loss_giou_aux: 1.595474 loss_class_dn: 0.030018 loss_bbox_dn: 0.247959 loss_giou_dn: 0.336763 loss_class_aux_dn: 0.216080 loss_bbox_aux_dn: 1.335634 loss_giou_aux_dn: 1.839988 loss: 9.112425 eta: 9:04:25 batch_cost: 0.5753 data_cost: 0.0005 ips: 3.4765 images/s [02/13 10:40:50] ppdet.engine INFO: Epoch: [4] [1700/7329] learning_rate: 0.000100 loss_class: 0.193093 loss_bbox: 0.136359 loss_giou: 0.252819 loss_class_aux: 1.292832 loss_bbox_aux: 0.851797 loss_giou_aux: 1.554918 loss_class_dn: 0.035943 loss_bbox_dn: 0.230267 loss_giou_dn: 0.325261 loss_class_aux_dn: 0.223011 loss_bbox_aux_dn: 1.294203 loss_giou_aux_dn: 1.792369 loss: 9.862218 eta: 9:03:26 batch_cost: 0.5594 data_cost: 0.0004 ips: 3.5750 images/s [02/13 10:41:48] ppdet.engine INFO: Epoch: [4] [1800/7329] learning_rate: 0.000100 loss_class: 0.229880 loss_bbox: 0.163146 loss_giou: 0.326319 loss_class_aux: 1.515268 loss_bbox_aux: 0.980967 loss_giou_aux: 2.101558 loss_class_dn: 0.037613 loss_bbox_dn: 0.304068 loss_giou_dn: 0.447555 loss_class_aux_dn: 0.230233 loss_bbox_aux_dn: 1.652927 loss_giou_aux_dn: 2.386534 loss: 10.431587 eta: 9:02:29 batch_cost: 0.5769 data_cost: 0.0008 ips: 3.4668 images/s [02/13 10:42:45] ppdet.engine INFO: Epoch: [4] [1900/7329] learning_rate: 0.000100 loss_class: 0.199477 loss_bbox: 0.149920 loss_giou: 0.257613 loss_class_aux: 1.389241 loss_bbox_aux: 0.918198 loss_giou_aux: 1.564094 loss_class_dn: 0.033179 loss_bbox_dn: 0.276085 loss_giou_dn: 0.326475 loss_class_aux_dn: 0.224141 loss_bbox_aux_dn: 1.513402 loss_giou_aux_dn: 1.779391 loss: 8.398827 eta: 9:01:31 batch_cost: 0.5667 data_cost: 0.0005 ips: 3.5291 images/s [02/13 10:43:43] ppdet.engine INFO: Epoch: [4] [2000/7329] learning_rate: 0.000100 loss_class: 0.186267 loss_bbox: 0.150204 loss_giou: 0.244781 loss_class_aux: 1.264257 loss_bbox_aux: 0.968248 loss_giou_aux: 1.481425 loss_class_dn: 0.026924 loss_bbox_dn: 0.268308 loss_giou_dn: 0.317418 loss_class_aux_dn: 0.191034 loss_bbox_aux_dn: 1.479543 loss_giou_aux_dn: 1.715595 loss: 8.691624 eta: 9:00:35 batch_cost: 0.5813 data_cost: 0.0004 ips: 3.4407 images/s [02/13 10:44:39] ppdet.engine INFO: Epoch: [4] [2100/7329] learning_rate: 0.000100 loss_class: 0.226988 loss_bbox: 0.155028 loss_giou: 0.327471 loss_class_aux: 1.547939 loss_bbox_aux: 1.008160 loss_giou_aux: 2.043653 loss_class_dn: 0.034098 loss_bbox_dn: 0.253073 loss_giou_dn: 0.423390 loss_class_aux_dn: 0.221252 loss_bbox_aux_dn: 1.367560 loss_giou_aux_dn: 2.262892 loss: 10.533350 eta: 8:59:36 batch_cost: 0.5608 data_cost: 0.0010 ips: 3.5663 images/s [02/13 10:45:37] ppdet.engine INFO: Epoch: [4] [2200/7329] learning_rate: 0.000100 loss_class: 0.184955 loss_bbox: 0.145369 loss_giou: 0.267948 loss_class_aux: 1.303786 loss_bbox_aux: 0.913866 loss_giou_aux: 1.667943 loss_class_dn: 0.028512 loss_bbox_dn: 0.241811 loss_giou_dn: 0.336578 loss_class_aux_dn: 0.210102 loss_bbox_aux_dn: 1.352711 loss_giou_aux_dn: 1.880697 loss: 8.921999 eta: 8:58:38 batch_cost: 0.5729 data_cost: 0.0004 ips: 3.4908 images/s [02/13 10:46:33] ppdet.engine INFO: Epoch: [4] [2300/7329] learning_rate: 0.000100 loss_class: 0.202323 loss_bbox: 0.143714 loss_giou: 0.304819 loss_class_aux: 1.442879 loss_bbox_aux: 0.949613 loss_giou_aux: 1.841791 loss_class_dn: 0.031894 loss_bbox_dn: 0.241646 loss_giou_dn: 0.371735 loss_class_aux_dn: 0.215349 loss_bbox_aux_dn: 1.381690 loss_giou_aux_dn: 2.114531 loss: 10.313635 eta: 8:57:39 batch_cost: 0.5601 data_cost: 0.0007 ips: 3.5708 images/s [02/13 10:47:31] ppdet.engine INFO: Epoch: [4] [2400/7329] learning_rate: 0.000100 loss_class: 0.219138 loss_bbox: 0.153985 loss_giou: 0.271799 loss_class_aux: 1.504912 loss_bbox_aux: 0.968987 loss_giou_aux: 1.787203 loss_class_dn: 0.035292 loss_bbox_dn: 0.260560 loss_giou_dn: 0.365913 loss_class_aux_dn: 0.223474 loss_bbox_aux_dn: 1.448698 loss_giou_aux_dn: 1.992102 loss: 9.165085 eta: 8:56:42 batch_cost: 0.5727 data_cost: 0.0003 ips: 3.4920 images/s [02/13 10:48:28] ppdet.engine INFO: Epoch: [4] [2500/7329] learning_rate: 0.000100 loss_class: 0.225830 loss_bbox: 0.147771 loss_giou: 0.308164 loss_class_aux: 1.540923 loss_bbox_aux: 1.021063 loss_giou_aux: 1.855894 loss_class_dn: 0.034050 loss_bbox_dn: 0.271407 loss_giou_dn: 0.370182 loss_class_aux_dn: 0.235053 loss_bbox_aux_dn: 1.527143 loss_giou_aux_dn: 2.037177 loss: 9.953281 eta: 8:55:45 batch_cost: 0.5751 data_cost: 0.0005 ips: 3.4774 images/s [02/13 10:49:25] ppdet.engine INFO: Epoch: [4] [2600/7329] learning_rate: 0.000100 loss_class: 0.224821 loss_bbox: 0.143484 loss_giou: 0.323436 loss_class_aux: 1.519068 loss_bbox_aux: 0.860606 loss_giou_aux: 1.987058 loss_class_dn: 0.031629 loss_bbox_dn: 0.279537 loss_giou_dn: 0.393623 loss_class_aux_dn: 0.220947 loss_bbox_aux_dn: 1.501667 loss_giou_aux_dn: 2.117490 loss: 10.142580 eta: 8:54:46 batch_cost: 0.5639 data_cost: 0.0004 ips: 3.5469 images/s [02/13 10:50:23] ppdet.engine INFO: Epoch: [4] [2700/7329] learning_rate: 0.000100 loss_class: 0.198392 loss_bbox: 0.148888 loss_giou: 0.260263 loss_class_aux: 1.314542 loss_bbox_aux: 0.857987 loss_giou_aux: 1.584156 loss_class_dn: 0.028830 loss_bbox_dn: 0.238039 loss_giou_dn: 0.315623 loss_class_aux_dn: 0.198581 loss_bbox_aux_dn: 1.311516 loss_giou_aux_dn: 1.728011 loss: 8.104465 eta: 8:53:49 batch_cost: 0.5744 data_cost: 0.0003 ips: 3.4820 images/s [02/13 10:51:21] ppdet.engine INFO: Epoch: [4] [2800/7329] learning_rate: 0.000100 loss_class: 0.230453 loss_bbox: 0.140378 loss_giou: 0.306077 loss_class_aux: 1.575045 loss_bbox_aux: 0.907496 loss_giou_aux: 1.950251 loss_class_dn: 0.030674 loss_bbox_dn: 0.248515 loss_giou_dn: 0.399128 loss_class_aux_dn: 0.232925 loss_bbox_aux_dn: 1.385399 loss_giou_aux_dn: 2.226942 loss: 9.732115 eta: 8:52:54 batch_cost: 0.5829 data_cost: 0.0005 ips: 3.4310 images/s [02/13 10:52:18] ppdet.engine INFO: Epoch: [4] [2900/7329] learning_rate: 0.000100 loss_class: 0.171973 loss_bbox: 0.129926 loss_giou: 0.266945 loss_class_aux: 1.193256 loss_bbox_aux: 0.790216 loss_giou_aux: 1.715011 loss_class_dn: 0.021247 loss_bbox_dn: 0.201488 loss_giou_dn: 0.307431 loss_class_aux_dn: 0.156252 loss_bbox_aux_dn: 1.108630 loss_giou_aux_dn: 1.715330 loss: 8.015038 eta: 8:51:55 batch_cost: 0.5624 data_cost: 0.0004 ips: 3.5562 images/s [02/13 10:53:16] ppdet.engine INFO: Epoch: [4] [3000/7329] learning_rate: 0.000100 loss_class: 0.214251 loss_bbox: 0.149008 loss_giou: 0.272943 loss_class_aux: 1.394513 loss_bbox_aux: 0.979914 loss_giou_aux: 1.711933 loss_class_dn: 0.031191 loss_bbox_dn: 0.243130 loss_giou_dn: 0.364611 loss_class_aux_dn: 0.210118 loss_bbox_aux_dn: 1.346913 loss_giou_aux_dn: 1.971079 loss: 8.949028 eta: 8:50:59 batch_cost: 0.5799 data_cost: 0.0006 ips: 3.4487 images/s [02/13 10:54:13] ppdet.engine INFO: Epoch: [4] [3100/7329] learning_rate: 0.000100 loss_class: 0.228844 loss_bbox: 0.167252 loss_giou: 0.373191 loss_class_aux: 1.613650 loss_bbox_aux: 1.050323 loss_giou_aux: 2.150694 loss_class_dn: 0.040567 loss_bbox_dn: 0.262244 loss_giou_dn: 0.426666 loss_class_aux_dn: 0.254180 loss_bbox_aux_dn: 1.462248 loss_giou_aux_dn: 2.322026 loss: 10.955294 eta: 8:50:01 batch_cost: 0.5712 data_cost: 0.0003 ips: 3.5015 images/s [02/13 10:55:11] ppdet.engine INFO: Epoch: [4] [3200/7329] learning_rate: 0.000100 loss_class: 0.210028 loss_bbox: 0.126315 loss_giou: 0.290096 loss_class_aux: 1.397326 loss_bbox_aux: 0.846384 loss_giou_aux: 1.813806 loss_class_dn: 0.033687 loss_bbox_dn: 0.242567 loss_giou_dn: 0.374560 loss_class_aux_dn: 0.241037 loss_bbox_aux_dn: 1.304250 loss_giou_aux_dn: 1.976239 loss: 9.405174 eta: 8:49:05 batch_cost: 0.5794 data_cost: 0.0008 ips: 3.4519 images/s [02/13 10:56:09] ppdet.engine INFO: Epoch: [4] [3300/7329] learning_rate: 0.000100 loss_class: 0.231708 loss_bbox: 0.164326 loss_giou: 0.323222 loss_class_aux: 1.554453 loss_bbox_aux: 1.057208 loss_giou_aux: 1.970679 loss_class_dn: 0.040718 loss_bbox_dn: 0.246831 loss_giou_dn: 0.432833 loss_class_aux_dn: 0.275722 loss_bbox_aux_dn: 1.443617 loss_giou_aux_dn: 2.342887 loss: 10.966290 eta: 8:48:08 batch_cost: 0.5724 data_cost: 0.0004 ips: 3.4939 images/s [02/13 10:57:06] ppdet.engine INFO: Epoch: [4] [3400/7329] learning_rate: 0.000100 loss_class: 0.218698 loss_bbox: 0.120581 loss_giou: 0.313754 loss_class_aux: 1.383693 loss_bbox_aux: 0.791215 loss_giou_aux: 2.023332 loss_class_dn: 0.033022 loss_bbox_dn: 0.216338 loss_giou_dn: 0.361334 loss_class_aux_dn: 0.218842 loss_bbox_aux_dn: 1.268301 loss_giou_aux_dn: 1.986542 loss: 9.065086 eta: 8:47:09 batch_cost: 0.5663 data_cost: 0.0005 ips: 3.5319 images/s [02/13 10:58:03] ppdet.engine INFO: Epoch: [4] [3500/7329] learning_rate: 0.000100 loss_class: 0.215107 loss_bbox: 0.151848 loss_giou: 0.281577 loss_class_aux: 1.544157 loss_bbox_aux: 0.915006 loss_giou_aux: 1.758066 loss_class_dn: 0.031645 loss_bbox_dn: 0.248058 loss_giou_dn: 0.376551 loss_class_aux_dn: 0.236583 loss_bbox_aux_dn: 1.360553 loss_giou_aux_dn: 2.051093 loss: 9.809118 eta: 8:46:12 batch_cost: 0.5724 data_cost: 0.0003 ips: 3.4943 images/s [02/13 10:59:00] ppdet.engine INFO: Epoch: [4] [3600/7329] learning_rate: 0.000100 loss_class: 0.201952 loss_bbox: 0.129702 loss_giou: 0.263925 loss_class_aux: 1.314035 loss_bbox_aux: 0.778525 loss_giou_aux: 1.564339 loss_class_dn: 0.021287 loss_bbox_dn: 0.196688 loss_giou_dn: 0.300880 loss_class_aux_dn: 0.167956 loss_bbox_aux_dn: 1.111181 loss_giou_aux_dn: 1.614288 loss: 8.058826 eta: 8:45:14 batch_cost: 0.5699 data_cost: 0.0006 ips: 3.5095 images/s [02/13 10:59:58] ppdet.engine INFO: Epoch: [4] [3700/7329] learning_rate: 0.000100 loss_class: 0.228019 loss_bbox: 0.154527 loss_giou: 0.295872 loss_class_aux: 1.633381 loss_bbox_aux: 0.969472 loss_giou_aux: 1.929243 loss_class_dn: 0.037474 loss_bbox_dn: 0.211452 loss_giou_dn: 0.395635 loss_class_aux_dn: 0.251228 loss_bbox_aux_dn: 1.187990 loss_giou_aux_dn: 2.157371 loss: 10.304708 eta: 8:44:17 batch_cost: 0.5754 data_cost: 0.0005 ips: 3.4756 images/s [02/13 11:00:55] ppdet.engine INFO: Epoch: [4] [3800/7329] learning_rate: 0.000100 loss_class: 0.221362 loss_bbox: 0.152427 loss_giou: 0.250119 loss_class_aux: 1.452242 loss_bbox_aux: 0.921154 loss_giou_aux: 1.546108 loss_class_dn: 0.034553 loss_bbox_dn: 0.256720 loss_giou_dn: 0.321783 loss_class_aux_dn: 0.236594 loss_bbox_aux_dn: 1.426174 loss_giou_aux_dn: 1.752427 loss: 8.617357 eta: 8:43:20 batch_cost: 0.5708 data_cost: 0.0004 ips: 3.5041 images/s [02/13 11:01:52] ppdet.engine INFO: Epoch: [4] [3900/7329] learning_rate: 0.000100 loss_class: 0.204060 loss_bbox: 0.136660 loss_giou: 0.247115 loss_class_aux: 1.410973 loss_bbox_aux: 0.817911 loss_giou_aux: 1.556023 loss_class_dn: 0.029831 loss_bbox_dn: 0.265035 loss_giou_dn: 0.322571 loss_class_aux_dn: 0.209231 loss_bbox_aux_dn: 1.416924 loss_giou_aux_dn: 1.814417 loss: 8.468790 eta: 8:42:22 batch_cost: 0.5697 data_cost: 0.0009 ips: 3.5109 images/s [02/13 11:02:50] ppdet.engine INFO: Epoch: [4] [4000/7329] learning_rate: 0.000100 loss_class: 0.230077 loss_bbox: 0.138879 loss_giou: 0.354102 loss_class_aux: 1.558024 loss_bbox_aux: 0.867115 loss_giou_aux: 2.149965 loss_class_dn: 0.034724 loss_bbox_dn: 0.225682 loss_giou_dn: 0.449558 loss_class_aux_dn: 0.236531 loss_bbox_aux_dn: 1.350611 loss_giou_aux_dn: 2.355317 loss: 10.266708 eta: 8:41:24 batch_cost: 0.5705 data_cost: 0.0011 ips: 3.5055 images/s [02/13 11:03:46] ppdet.engine INFO: Epoch: [4] [4100/7329] learning_rate: 0.000100 loss_class: 0.190729 loss_bbox: 0.129097 loss_giou: 0.258169 loss_class_aux: 1.337503 loss_bbox_aux: 0.826685 loss_giou_aux: 1.575059 loss_class_dn: 0.029269 loss_bbox_dn: 0.229864 loss_giou_dn: 0.336582 loss_class_aux_dn: 0.202002 loss_bbox_aux_dn: 1.348090 loss_giou_aux_dn: 1.823124 loss: 8.758029 eta: 8:40:26 batch_cost: 0.5636 data_cost: 0.0009 ips: 3.5484 images/s [02/13 11:04:43] ppdet.engine INFO: Epoch: [4] [4200/7329] learning_rate: 0.000100 loss_class: 0.248068 loss_bbox: 0.157256 loss_giou: 0.329333 loss_class_aux: 1.631998 loss_bbox_aux: 0.957926 loss_giou_aux: 2.082606 loss_class_dn: 0.034417 loss_bbox_dn: 0.252035 loss_giou_dn: 0.392888 loss_class_aux_dn: 0.259911 loss_bbox_aux_dn: 1.380727 loss_giou_aux_dn: 2.187931 loss: 10.327806 eta: 8:39:27 batch_cost: 0.5670 data_cost: 0.0005 ips: 3.5271 images/s [02/13 11:05:41] ppdet.engine INFO: Epoch: [4] [4300/7329] learning_rate: 0.000100 loss_class: 0.220147 loss_bbox: 0.158621 loss_giou: 0.267433 loss_class_aux: 1.474307 loss_bbox_aux: 1.001448 loss_giou_aux: 1.754239 loss_class_dn: 0.033773 loss_bbox_dn: 0.309883 loss_giou_dn: 0.372815 loss_class_aux_dn: 0.228648 loss_bbox_aux_dn: 1.679804 loss_giou_aux_dn: 1.981433 loss: 9.586027 eta: 8:38:31 batch_cost: 0.5771 data_cost: 0.0011 ips: 3.4657 images/s [02/13 11:06:38] ppdet.engine INFO: Epoch: [4] [4400/7329] learning_rate: 0.000100 loss_class: 0.182732 loss_bbox: 0.141930 loss_giou: 0.195934 loss_class_aux: 1.267099 loss_bbox_aux: 0.912681 loss_giou_aux: 1.247576 loss_class_dn: 0.027501 loss_bbox_dn: 0.249045 loss_giou_dn: 0.303410 loss_class_aux_dn: 0.191943 loss_bbox_aux_dn: 1.461893 loss_giou_aux_dn: 1.645205 loss: 8.372095 eta: 8:37:33 batch_cost: 0.5658 data_cost: 0.0007 ips: 3.5351 images/s [02/13 11:07:34] ppdet.engine INFO: Epoch: [4] [4500/7329] learning_rate: 0.000100 loss_class: 0.187955 loss_bbox: 0.135879 loss_giou: 0.268438 loss_class_aux: 1.297609 loss_bbox_aux: 0.915309 loss_giou_aux: 1.715188 loss_class_dn: 0.029874 loss_bbox_dn: 0.248714 loss_giou_dn: 0.320065 loss_class_aux_dn: 0.189373 loss_bbox_aux_dn: 1.351042 loss_giou_aux_dn: 1.763486 loss: 8.614323 eta: 8:36:33 batch_cost: 0.5606 data_cost: 0.0004 ips: 3.5674 images/s [02/13 11:08:32] ppdet.engine INFO: Epoch: [4] [4600/7329] learning_rate: 0.000100 loss_class: 0.233751 loss_bbox: 0.147559 loss_giou: 0.306801 loss_class_aux: 1.534648 loss_bbox_aux: 0.902269 loss_giou_aux: 1.903242 loss_class_dn: 0.032309 loss_bbox_dn: 0.283027 loss_giou_dn: 0.418032 loss_class_aux_dn: 0.228343 loss_bbox_aux_dn: 1.540533 loss_giou_aux_dn: 2.200906 loss: 10.250324 eta: 8:35:37 batch_cost: 0.5802 data_cost: 0.0007 ips: 3.4472 images/s [02/13 11:09:30] ppdet.engine INFO: Epoch: [4] [4700/7329] learning_rate: 0.000100 loss_class: 0.221571 loss_bbox: 0.135306 loss_giou: 0.306113 loss_class_aux: 1.527729 loss_bbox_aux: 0.856138 loss_giou_aux: 1.924258 loss_class_dn: 0.032274 loss_bbox_dn: 0.245174 loss_giou_dn: 0.382365 loss_class_aux_dn: 0.225119 loss_bbox_aux_dn: 1.374501 loss_giou_aux_dn: 1.999438 loss: 9.146445 eta: 8:34:40 batch_cost: 0.5696 data_cost: 0.0004 ips: 3.5114 images/s [02/13 11:10:27] ppdet.engine INFO: Epoch: [4] [4800/7329] learning_rate: 0.000100 loss_class: 0.201532 loss_bbox: 0.176550 loss_giou: 0.307492 loss_class_aux: 1.428415 loss_bbox_aux: 1.039088 loss_giou_aux: 1.964449 loss_class_dn: 0.033619 loss_bbox_dn: 0.287540 loss_giou_dn: 0.414885 loss_class_aux_dn: 0.224894 loss_bbox_aux_dn: 1.599784 loss_giou_aux_dn: 2.226771 loss: 10.679448 eta: 8:33:42 batch_cost: 0.5730 data_cost: 0.0003 ips: 3.4903 images/s [02/13 11:11:24] ppdet.engine INFO: Epoch: [4] [4900/7329] learning_rate: 0.000100 loss_class: 0.215163 loss_bbox: 0.140195 loss_giou: 0.317163 loss_class_aux: 1.418936 loss_bbox_aux: 0.882440 loss_giou_aux: 1.963555 loss_class_dn: 0.032235 loss_bbox_dn: 0.235898 loss_giou_dn: 0.373962 loss_class_aux_dn: 0.223365 loss_bbox_aux_dn: 1.376820 loss_giou_aux_dn: 2.060045 loss: 9.480249 eta: 8:32:44 batch_cost: 0.5628 data_cost: 0.0006 ips: 3.5536 images/s [02/13 11:12:22] ppdet.engine INFO: Epoch: [4] [5000/7329] learning_rate: 0.000100 loss_class: 0.182424 loss_bbox: 0.138395 loss_giou: 0.211233 loss_class_aux: 1.253176 loss_bbox_aux: 0.876752 loss_giou_aux: 1.355509 loss_class_dn: 0.033643 loss_bbox_dn: 0.258293 loss_giou_dn: 0.300334 loss_class_aux_dn: 0.223136 loss_bbox_aux_dn: 1.420374 loss_giou_aux_dn: 1.626715 loss: 8.757448 eta: 8:31:47 batch_cost: 0.5766 data_cost: 0.0004 ips: 3.4688 images/s [02/13 11:13:18] ppdet.engine INFO: Epoch: [4] [5100/7329] learning_rate: 0.000100 loss_class: 0.213591 loss_bbox: 0.140993 loss_giou: 0.323711 loss_class_aux: 1.447849 loss_bbox_aux: 0.919101 loss_giou_aux: 2.008899 loss_class_dn: 0.032907 loss_bbox_dn: 0.265240 loss_giou_dn: 0.393769 loss_class_aux_dn: 0.222194 loss_bbox_aux_dn: 1.480073 loss_giou_aux_dn: 2.183333 loss: 9.793819 eta: 8:30:49 batch_cost: 0.5653 data_cost: 0.0005 ips: 3.5379 images/s [02/13 11:14:15] ppdet.engine INFO: Epoch: [4] [5200/7329] learning_rate: 0.000100 loss_class: 0.195130 loss_bbox: 0.126910 loss_giou: 0.295380 loss_class_aux: 1.341405 loss_bbox_aux: 0.833584 loss_giou_aux: 1.831913 loss_class_dn: 0.026891 loss_bbox_dn: 0.222073 loss_giou_dn: 0.370188 loss_class_aux_dn: 0.182312 loss_bbox_aux_dn: 1.276129 loss_giou_aux_dn: 1.997062 loss: 8.836986 eta: 8:29:49 batch_cost: 0.5601 data_cost: 0.0008 ips: 3.5706 images/s [02/13 11:15:13] ppdet.engine INFO: Epoch: [4] [5300/7329] learning_rate: 0.000100 loss_class: 0.217910 loss_bbox: 0.154644 loss_giou: 0.324222 loss_class_aux: 1.470099 loss_bbox_aux: 0.962690 loss_giou_aux: 1.989360 loss_class_dn: 0.033556 loss_bbox_dn: 0.227531 loss_giou_dn: 0.376845 loss_class_aux_dn: 0.225474 loss_bbox_aux_dn: 1.267167 loss_giou_aux_dn: 2.053916 loss: 9.291030 eta: 8:28:53 batch_cost: 0.5781 data_cost: 0.0005 ips: 3.4596 images/s [02/13 11:16:09] ppdet.engine INFO: Epoch: [4] [5400/7329] learning_rate: 0.000100 loss_class: 0.262138 loss_bbox: 0.168641 loss_giou: 0.414495 loss_class_aux: 1.799258 loss_bbox_aux: 1.029111 loss_giou_aux: 2.374321 loss_class_dn: 0.037865 loss_bbox_dn: 0.277067 loss_giou_dn: 0.449891 loss_class_aux_dn: 0.254959 loss_bbox_aux_dn: 1.436712 loss_giou_aux_dn: 2.377681 loss: 11.635290 eta: 8:27:54 batch_cost: 0.5637 data_cost: 0.0006 ips: 3.5480 images/s [02/13 11:17:07] ppdet.engine INFO: Epoch: [4] [5500/7329] learning_rate: 0.000100 loss_class: 0.203853 loss_bbox: 0.159075 loss_giou: 0.291573 loss_class_aux: 1.342747 loss_bbox_aux: 1.017458 loss_giou_aux: 1.784652 loss_class_dn: 0.027778 loss_bbox_dn: 0.241511 loss_giou_dn: 0.390099 loss_class_aux_dn: 0.198020 loss_bbox_aux_dn: 1.327518 loss_giou_aux_dn: 2.125175 loss: 9.702913 eta: 8:26:57 batch_cost: 0.5723 data_cost: 0.0007 ips: 3.4947 images/s [02/13 11:18:04] ppdet.engine INFO: Epoch: [4] [5600/7329] learning_rate: 0.000100 loss_class: 0.209864 loss_bbox: 0.127638 loss_giou: 0.267860 loss_class_aux: 1.434165 loss_bbox_aux: 0.846206 loss_giou_aux: 1.761325 loss_class_dn: 0.030291 loss_bbox_dn: 0.219860 loss_giou_dn: 0.369111 loss_class_aux_dn: 0.201507 loss_bbox_aux_dn: 1.237926 loss_giou_aux_dn: 2.017062 loss: 9.003055 eta: 8:25:59 batch_cost: 0.5668 data_cost: 0.0005 ips: 3.5286 images/s [02/13 11:19:01] ppdet.engine INFO: Epoch: [4] [5700/7329] learning_rate: 0.000100 loss_class: 0.226328 loss_bbox: 0.162670 loss_giou: 0.338833 loss_class_aux: 1.488531 loss_bbox_aux: 1.015822 loss_giou_aux: 2.106958 loss_class_dn: 0.034273 loss_bbox_dn: 0.248647 loss_giou_dn: 0.444912 loss_class_aux_dn: 0.225209 loss_bbox_aux_dn: 1.452361 loss_giou_aux_dn: 2.443233 loss: 10.785119 eta: 8:25:01 batch_cost: 0.5681 data_cost: 0.0005 ips: 3.5203 images/s [02/13 11:19:58] ppdet.engine INFO: Epoch: [4] [5800/7329] learning_rate: 0.000100 loss_class: 0.190431 loss_bbox: 0.160358 loss_giou: 0.256202 loss_class_aux: 1.354859 loss_bbox_aux: 1.042845 loss_giou_aux: 1.626292 loss_class_dn: 0.030120 loss_bbox_dn: 0.272393 loss_giou_dn: 0.337048 loss_class_aux_dn: 0.203137 loss_bbox_aux_dn: 1.482004 loss_giou_aux_dn: 1.812769 loss: 9.339234 eta: 8:24:04 batch_cost: 0.5707 data_cost: 0.0007 ips: 3.5047 images/s [02/13 11:20:55] ppdet.engine INFO: Epoch: [4] [5900/7329] learning_rate: 0.000100 loss_class: 0.248076 loss_bbox: 0.155224 loss_giou: 0.329672 loss_class_aux: 1.612320 loss_bbox_aux: 0.947967 loss_giou_aux: 2.111752 loss_class_dn: 0.032026 loss_bbox_dn: 0.238065 loss_giou_dn: 0.411483 loss_class_aux_dn: 0.225897 loss_bbox_aux_dn: 1.353498 loss_giou_aux_dn: 2.208395 loss: 9.842131 eta: 8:23:06 batch_cost: 0.5678 data_cost: 0.0006 ips: 3.5221 images/s [02/13 11:21:52] ppdet.engine INFO: Epoch: [4] [6000/7329] learning_rate: 0.000100 loss_class: 0.225445 loss_bbox: 0.163150 loss_giou: 0.341888 loss_class_aux: 1.482897 loss_bbox_aux: 0.980101 loss_giou_aux: 2.061451 loss_class_dn: 0.036159 loss_bbox_dn: 0.223588 loss_giou_dn: 0.382089 loss_class_aux_dn: 0.204572 loss_bbox_aux_dn: 1.281039 loss_giou_aux_dn: 2.037843 loss: 10.250931 eta: 8:22:08 batch_cost: 0.5694 data_cost: 0.0007 ips: 3.5122 images/s [02/13 11:22:49] ppdet.engine INFO: Epoch: [4] [6100/7329] learning_rate: 0.000100 loss_class: 0.222802 loss_bbox: 0.129922 loss_giou: 0.261946 loss_class_aux: 1.459590 loss_bbox_aux: 0.885025 loss_giou_aux: 1.706969 loss_class_dn: 0.022805 loss_bbox_dn: 0.232095 loss_giou_dn: 0.336712 loss_class_aux_dn: 0.173263 loss_bbox_aux_dn: 1.277149 loss_giou_aux_dn: 1.895104 loss: 9.707071 eta: 8:21:10 batch_cost: 0.5663 data_cost: 0.0006 ips: 3.5315 images/s [02/13 11:23:46] ppdet.engine INFO: Epoch: [4] [6200/7329] learning_rate: 0.000100 loss_class: 0.204431 loss_bbox: 0.159379 loss_giou: 0.298627 loss_class_aux: 1.370605 loss_bbox_aux: 0.983503 loss_giou_aux: 1.928360 loss_class_dn: 0.027986 loss_bbox_dn: 0.260659 loss_giou_dn: 0.377387 loss_class_aux_dn: 0.196003 loss_bbox_aux_dn: 1.411632 loss_giou_aux_dn: 2.043322 loss: 9.411055 eta: 8:20:12 batch_cost: 0.5701 data_cost: 0.0007 ips: 3.5079 images/s [02/13 11:24:43] ppdet.engine INFO: Epoch: [4] [6300/7329] learning_rate: 0.000100 loss_class: 0.228115 loss_bbox: 0.166001 loss_giou: 0.325714 loss_class_aux: 1.559065 loss_bbox_aux: 1.008575 loss_giou_aux: 2.052252 loss_class_dn: 0.041030 loss_bbox_dn: 0.269588 loss_giou_dn: 0.429410 loss_class_aux_dn: 0.271293 loss_bbox_aux_dn: 1.470962 loss_giou_aux_dn: 2.339586 loss: 11.099188 eta: 8:19:15 batch_cost: 0.5699 data_cost: 0.0006 ips: 3.5093 images/s [02/13 11:25:41] ppdet.engine INFO: Epoch: [4] [6400/7329] learning_rate: 0.000100 loss_class: 0.235566 loss_bbox: 0.139258 loss_giou: 0.298748 loss_class_aux: 1.598517 loss_bbox_aux: 0.891171 loss_giou_aux: 1.900289 loss_class_dn: 0.034417 loss_bbox_dn: 0.255574 loss_giou_dn: 0.371707 loss_class_aux_dn: 0.246452 loss_bbox_aux_dn: 1.507663 loss_giou_aux_dn: 2.054800 loss: 9.456917 eta: 8:18:18 batch_cost: 0.5738 data_cost: 0.0007 ips: 3.4853 images/s [02/13 11:26:38] ppdet.engine INFO: Epoch: [4] [6500/7329] learning_rate: 0.000100 loss_class: 0.187750 loss_bbox: 0.143256 loss_giou: 0.337277 loss_class_aux: 1.257567 loss_bbox_aux: 0.890452 loss_giou_aux: 2.051178 loss_class_dn: 0.023719 loss_bbox_dn: 0.203816 loss_giou_dn: 0.378571 loss_class_aux_dn: 0.194521 loss_bbox_aux_dn: 1.120297 loss_giou_aux_dn: 2.085035 loss: 9.560809 eta: 8:17:20 batch_cost: 0.5687 data_cost: 0.0003 ips: 3.5169 images/s [02/13 11:27:35] ppdet.engine INFO: Epoch: [4] [6600/7329] learning_rate: 0.000100 loss_class: 0.203095 loss_bbox: 0.145345 loss_giou: 0.270755 loss_class_aux: 1.308329 loss_bbox_aux: 0.921969 loss_giou_aux: 1.651031 loss_class_dn: 0.030606 loss_bbox_dn: 0.234401 loss_giou_dn: 0.352352 loss_class_aux_dn: 0.222642 loss_bbox_aux_dn: 1.297303 loss_giou_aux_dn: 1.880075 loss: 8.952593 eta: 8:16:22 batch_cost: 0.5684 data_cost: 0.0003 ips: 3.5189 images/s [02/13 11:28:32] ppdet.engine INFO: Epoch: [4] [6700/7329] learning_rate: 0.000100 loss_class: 0.178912 loss_bbox: 0.132026 loss_giou: 0.252746 loss_class_aux: 1.197641 loss_bbox_aux: 0.857092 loss_giou_aux: 1.540650 loss_class_dn: 0.026620 loss_bbox_dn: 0.216956 loss_giou_dn: 0.305660 loss_class_aux_dn: 0.175599 loss_bbox_aux_dn: 1.246956 loss_giou_aux_dn: 1.715953 loss: 8.255404 eta: 8:15:24 batch_cost: 0.5687 data_cost: 0.0005 ips: 3.5169 images/s [02/13 11:29:29] ppdet.engine INFO: Epoch: [4] [6800/7329] learning_rate: 0.000100 loss_class: 0.259936 loss_bbox: 0.160465 loss_giou: 0.322375 loss_class_aux: 1.764002 loss_bbox_aux: 0.986258 loss_giou_aux: 2.061772 loss_class_dn: 0.039196 loss_bbox_dn: 0.266172 loss_giou_dn: 0.451781 loss_class_aux_dn: 0.266455 loss_bbox_aux_dn: 1.505059 loss_giou_aux_dn: 2.495138 loss: 11.155848 eta: 8:14:26 batch_cost: 0.5667 data_cost: 0.0005 ips: 3.5295 images/s [02/13 11:30:26] ppdet.engine INFO: Epoch: [4] [6900/7329] learning_rate: 0.000100 loss_class: 0.223827 loss_bbox: 0.178087 loss_giou: 0.305802 loss_class_aux: 1.518278 loss_bbox_aux: 1.135822 loss_giou_aux: 1.806787 loss_class_dn: 0.039390 loss_bbox_dn: 0.266183 loss_giou_dn: 0.407721 loss_class_aux_dn: 0.237319 loss_bbox_aux_dn: 1.477489 loss_giou_aux_dn: 2.213296 loss: 10.323323 eta: 8:13:29 batch_cost: 0.5690 data_cost: 0.0007 ips: 3.5147 images/s [02/13 11:31:24] ppdet.engine INFO: Epoch: [4] [7000/7329] learning_rate: 0.000100 loss_class: 0.226424 loss_bbox: 0.140076 loss_giou: 0.311972 loss_class_aux: 1.601220 loss_bbox_aux: 0.836917 loss_giou_aux: 2.001986 loss_class_dn: 0.032260 loss_bbox_dn: 0.235480 loss_giou_dn: 0.396342 loss_class_aux_dn: 0.230605 loss_bbox_aux_dn: 1.374657 loss_giou_aux_dn: 2.155682 loss: 10.259319 eta: 8:12:32 batch_cost: 0.5740 data_cost: 0.0004 ips: 3.4843 images/s [02/13 11:32:21] ppdet.engine INFO: Epoch: [4] [7100/7329] learning_rate: 0.000100 loss_class: 0.192606 loss_bbox: 0.139577 loss_giou: 0.231623 loss_class_aux: 1.314779 loss_bbox_aux: 0.896001 loss_giou_aux: 1.569319 loss_class_dn: 0.026688 loss_bbox_dn: 0.231925 loss_giou_dn: 0.340679 loss_class_aux_dn: 0.205763 loss_bbox_aux_dn: 1.303118 loss_giou_aux_dn: 1.816654 loss: 8.850804 eta: 8:11:33 batch_cost: 0.5659 data_cost: 0.0005 ips: 3.5344 images/s [02/13 11:33:18] ppdet.engine INFO: Epoch: [4] [7200/7329] learning_rate: 0.000100 loss_class: 0.239271 loss_bbox: 0.180101 loss_giou: 0.393890 loss_class_aux: 1.660285 loss_bbox_aux: 1.143700 loss_giou_aux: 2.355205 loss_class_dn: 0.037329 loss_bbox_dn: 0.268789 loss_giou_dn: 0.461988 loss_class_aux_dn: 0.266877 loss_bbox_aux_dn: 1.463871 loss_giou_aux_dn: 2.442086 loss: 12.031312 eta: 8:10:36 batch_cost: 0.5701 data_cost: 0.0006 ips: 3.5080 images/s [02/13 11:34:15] ppdet.engine INFO: Epoch: [4] [7300/7329] learning_rate: 0.000100 loss_class: 0.180522 loss_bbox: 0.135908 loss_giou: 0.251949 loss_class_aux: 1.247439 loss_bbox_aux: 0.848874 loss_giou_aux: 1.580708 loss_class_dn: 0.027986 loss_bbox_dn: 0.227439 loss_giou_dn: 0.323292 loss_class_aux_dn: 0.192641 loss_bbox_aux_dn: 1.272273 loss_giou_aux_dn: 1.784867 loss: 8.479460 eta: 8:09:38 batch_cost: 0.5678 data_cost: 0.0009 ips: 3.5223 images/s [02/13 11:34:33] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 11:34:33] ppdet.engine INFO: Eval iter: 0 [02/13 11:34:44] ppdet.engine INFO: Eval iter: 100 [02/13 11:34:54] ppdet.engine INFO: Eval iter: 200 [02/13 11:35:05] ppdet.engine INFO: Eval iter: 300 [02/13 11:35:15] ppdet.engine INFO: Eval iter: 400 [02/13 11:35:26] ppdet.engine INFO: Eval iter: 500 [02/13 11:35:37] ppdet.engine INFO: Eval iter: 600 [02/13 11:35:47] ppdet.engine INFO: Eval iter: 700 [02/13 11:35:58] ppdet.engine INFO: Eval iter: 800 [02/13 11:36:09] ppdet.engine INFO: Eval iter: 900 [02/13 11:36:20] ppdet.engine INFO: Eval iter: 1000 [02/13 11:36:31] ppdet.engine INFO: Eval iter: 1100 [02/13 11:36:42] ppdet.engine INFO: Eval iter: 1200 [02/13 11:36:52] ppdet.engine INFO: Eval iter: 1300 [02/13 11:37:03] ppdet.engine INFO: Eval iter: 1400 [02/13 11:37:13] ppdet.engine INFO: Eval iter: 1500 [02/13 11:37:24] ppdet.engine INFO: Eval iter: 1600 [02/13 11:37:34] ppdet.engine INFO: Eval iter: 1700 [02/13 11:37:45] ppdet.engine INFO: Eval iter: 1800 [02/13 11:37:56] ppdet.engine INFO: Eval iter: 1900 [02/13 11:38:08] ppdet.engine INFO: Eval iter: 2000 [02/13 11:38:19] ppdet.engine INFO: Eval iter: 2100 [02/13 11:38:31] ppdet.engine INFO: Eval iter: 2200 [02/13 11:38:42] ppdet.engine INFO: Eval iter: 2300 [02/13 11:38:52] ppdet.engine INFO: Eval iter: 2400 [02/13 11:39:03] ppdet.engine INFO: Eval iter: 2500 [02/13 11:39:13] ppdet.engine INFO: Eval iter: 2600 [02/13 11:39:24] ppdet.engine INFO: Eval iter: 2700 [02/13 11:39:34] ppdet.engine INFO: Eval iter: 2800 [02/13 11:39:44] ppdet.engine INFO: Eval iter: 2900 [02/13 11:39:55] ppdet.engine INFO: Eval iter: 3000 [02/13 11:40:06] ppdet.engine INFO: Eval iter: 3100 [02/13 11:40:17] ppdet.engine INFO: Eval iter: 3200 [02/13 11:40:27] ppdet.engine INFO: Eval iter: 3300 [02/13 11:40:38] ppdet.engine INFO: Eval iter: 3400 [02/13 11:40:48] ppdet.engine INFO: Eval iter: 3500 [02/13 11:40:59] ppdet.engine INFO: Eval iter: 3600 [02/13 11:41:09] ppdet.engine INFO: Eval iter: 3700 [02/13 11:41:20] ppdet.engine INFO: Eval iter: 3800 [02/13 11:41:31] ppdet.engine INFO: Eval iter: 3900 [02/13 11:41:41] ppdet.engine INFO: Eval iter: 4000 [02/13 11:41:52] ppdet.engine INFO: Eval iter: 4100 [02/13 11:42:03] ppdet.engine INFO: Eval iter: 4200 [02/13 11:42:13] ppdet.engine INFO: Eval iter: 4300 [02/13 11:42:23] ppdet.engine INFO: Eval iter: 4400 [02/13 11:42:34] ppdet.engine INFO: Eval iter: 4500 [02/13 11:42:44] ppdet.engine INFO: Eval iter: 4600 [02/13 11:42:55] ppdet.engine INFO: Eval iter: 4700 [02/13 11:43:06] ppdet.engine INFO: Eval iter: 4800 [02/13 11:43:17] ppdet.engine INFO: Eval iter: 4900 [02/13 11:44:00] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.50s) creating index... index created! [02/13 11:44:01] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.60s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=120.45s). Accumulating evaluation results... DONE (t=27.19s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.428 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.597 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.465 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.270 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.461 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.568 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.355 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.606 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 ] = 0.495 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 ] = 0.855 [02/13 11:46:45] ppdet.engine INFO: Total sample number: 5000, average FPS: 9.34453587268724 [02/13 11:46:45] ppdet.engine INFO: Best test bbox ap is 0.428. [02/13 11:46:48] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 11:46:49] ppdet.engine INFO: Epoch: [5] [ 0/7329] learning_rate: 0.000100 loss_class: 0.191997 loss_bbox: 0.126115 loss_giou: 0.253611 loss_class_aux: 1.270746 loss_bbox_aux: 0.754315 loss_giou_aux: 1.580708 loss_class_dn: 0.029528 loss_bbox_dn: 0.263653 loss_giou_dn: 0.326518 loss_class_aux_dn: 0.199713 loss_bbox_aux_dn: 1.559328 loss_giou_aux_dn: 1.846935 loss: 8.660920 eta: 8:09:21 batch_cost: 0.5668 data_cost: 0.0007 ips: 3.5286 images/s [02/13 11:47:47] ppdet.engine INFO: Epoch: [5] [ 100/7329] learning_rate: 0.000100 loss_class: 0.199657 loss_bbox: 0.146035 loss_giou: 0.253721 loss_class_aux: 1.344817 loss_bbox_aux: 0.903030 loss_giou_aux: 1.705849 loss_class_dn: 0.029816 loss_bbox_dn: 0.216879 loss_giou_dn: 0.347607 loss_class_aux_dn: 0.198521 loss_bbox_aux_dn: 1.229818 loss_giou_aux_dn: 1.886232 loss: 8.751428 eta: 8:08:24 batch_cost: 0.5738 data_cost: 0.0008 ips: 3.4854 images/s [02/13 11:48:45] ppdet.engine INFO: Epoch: [5] [ 200/7329] learning_rate: 0.000100 loss_class: 0.186698 loss_bbox: 0.127681 loss_giou: 0.256406 loss_class_aux: 1.342870 loss_bbox_aux: 0.806396 loss_giou_aux: 1.559866 loss_class_dn: 0.028500 loss_bbox_dn: 0.239240 loss_giou_dn: 0.339093 loss_class_aux_dn: 0.183380 loss_bbox_aux_dn: 1.329244 loss_giou_aux_dn: 1.906382 loss: 8.669790 eta: 8:07:27 batch_cost: 0.5734 data_cost: 0.0010 ips: 3.4881 images/s [02/13 11:49:42] ppdet.engine INFO: Epoch: [5] [ 300/7329] learning_rate: 0.000100 loss_class: 0.186109 loss_bbox: 0.142742 loss_giou: 0.270552 loss_class_aux: 1.299275 loss_bbox_aux: 0.923316 loss_giou_aux: 1.689639 loss_class_dn: 0.025103 loss_bbox_dn: 0.226458 loss_giou_dn: 0.290562 loss_class_aux_dn: 0.199002 loss_bbox_aux_dn: 1.219126 loss_giou_aux_dn: 1.614599 loss: 8.316788 eta: 8:06:29 batch_cost: 0.5687 data_cost: 0.0004 ips: 3.5168 images/s [02/13 11:50:39] ppdet.engine INFO: Epoch: [5] [ 400/7329] learning_rate: 0.000100 loss_class: 0.216852 loss_bbox: 0.116406 loss_giou: 0.263016 loss_class_aux: 1.432331 loss_bbox_aux: 0.764823 loss_giou_aux: 1.644137 loss_class_dn: 0.032567 loss_bbox_dn: 0.181093 loss_giou_dn: 0.322170 loss_class_aux_dn: 0.230879 loss_bbox_aux_dn: 1.019160 loss_giou_aux_dn: 1.815556 loss: 8.430586 eta: 8:05:31 batch_cost: 0.5669 data_cost: 0.0012 ips: 3.5282 images/s [02/13 11:51:36] ppdet.engine INFO: Epoch: [5] [ 500/7329] learning_rate: 0.000100 loss_class: 0.224666 loss_bbox: 0.141504 loss_giou: 0.291250 loss_class_aux: 1.567193 loss_bbox_aux: 0.906600 loss_giou_aux: 1.866576 loss_class_dn: 0.027159 loss_bbox_dn: 0.268967 loss_giou_dn: 0.377526 loss_class_aux_dn: 0.206271 loss_bbox_aux_dn: 1.486538 loss_giou_aux_dn: 2.018413 loss: 9.823271 eta: 8:04:34 batch_cost: 0.5686 data_cost: 0.0013 ips: 3.5173 images/s [02/13 11:52:33] ppdet.engine INFO: Epoch: [5] [ 600/7329] learning_rate: 0.000100 loss_class: 0.194706 loss_bbox: 0.143605 loss_giou: 0.296710 loss_class_aux: 1.307871 loss_bbox_aux: 0.901295 loss_giou_aux: 1.857468 loss_class_dn: 0.031131 loss_bbox_dn: 0.205611 loss_giou_dn: 0.358141 loss_class_aux_dn: 0.217695 loss_bbox_aux_dn: 1.190683 loss_giou_aux_dn: 2.000206 loss: 9.463078 eta: 8:03:36 batch_cost: 0.5688 data_cost: 0.0010 ips: 3.5164 images/s [02/13 11:53:31] ppdet.engine INFO: Epoch: [5] [ 700/7329] learning_rate: 0.000100 loss_class: 0.221028 loss_bbox: 0.146806 loss_giou: 0.254106 loss_class_aux: 1.481141 loss_bbox_aux: 0.848884 loss_giou_aux: 1.567291 loss_class_dn: 0.031325 loss_bbox_dn: 0.243616 loss_giou_dn: 0.340119 loss_class_aux_dn: 0.223251 loss_bbox_aux_dn: 1.330234 loss_giou_aux_dn: 1.851701 loss: 8.937347 eta: 8:02:39 batch_cost: 0.5756 data_cost: 0.0007 ips: 3.4744 images/s [02/13 11:54:28] ppdet.engine INFO: Epoch: [5] [ 800/7329] learning_rate: 0.000100 loss_class: 0.195730 loss_bbox: 0.153512 loss_giou: 0.257069 loss_class_aux: 1.405514 loss_bbox_aux: 0.945646 loss_giou_aux: 1.559433 loss_class_dn: 0.033816 loss_bbox_dn: 0.252236 loss_giou_dn: 0.337625 loss_class_aux_dn: 0.221554 loss_bbox_aux_dn: 1.353683 loss_giou_aux_dn: 1.871600 loss: 9.667355 eta: 8:01:41 batch_cost: 0.5668 data_cost: 0.0005 ips: 3.5285 images/s [02/13 11:55:25] ppdet.engine INFO: Epoch: [5] [ 900/7329] learning_rate: 0.000100 loss_class: 0.192092 loss_bbox: 0.146942 loss_giou: 0.261612 loss_class_aux: 1.345639 loss_bbox_aux: 0.910468 loss_giou_aux: 1.696970 loss_class_dn: 0.026960 loss_bbox_dn: 0.250186 loss_giou_dn: 0.319223 loss_class_aux_dn: 0.209235 loss_bbox_aux_dn: 1.332132 loss_giou_aux_dn: 1.738954 loss: 8.753859 eta: 8:00:43 batch_cost: 0.5653 data_cost: 0.0008 ips: 3.5377 images/s [02/13 11:56:23] ppdet.engine INFO: Epoch: [5] [1000/7329] learning_rate: 0.000100 loss_class: 0.220852 loss_bbox: 0.155525 loss_giou: 0.299496 loss_class_aux: 1.514565 loss_bbox_aux: 0.946252 loss_giou_aux: 1.985602 loss_class_dn: 0.035704 loss_bbox_dn: 0.265082 loss_giou_dn: 0.394546 loss_class_aux_dn: 0.232371 loss_bbox_aux_dn: 1.434781 loss_giou_aux_dn: 2.236806 loss: 9.392260 eta: 7:59:47 batch_cost: 0.5808 data_cost: 0.0004 ips: 3.4435 images/s [02/13 11:57:20] ppdet.engine INFO: Epoch: [5] [1100/7329] learning_rate: 0.000100 loss_class: 0.194295 loss_bbox: 0.158587 loss_giou: 0.292045 loss_class_aux: 1.309077 loss_bbox_aux: 1.000106 loss_giou_aux: 1.830333 loss_class_dn: 0.033187 loss_bbox_dn: 0.247283 loss_giou_dn: 0.379999 loss_class_aux_dn: 0.227409 loss_bbox_aux_dn: 1.385852 loss_giou_aux_dn: 2.026475 loss: 9.720681 eta: 7:58:49 batch_cost: 0.5648 data_cost: 0.0011 ips: 3.5408 images/s [02/13 11:58:17] ppdet.engine INFO: Epoch: [5] [1200/7329] learning_rate: 0.000100 loss_class: 0.218181 loss_bbox: 0.140478 loss_giou: 0.329770 loss_class_aux: 1.498991 loss_bbox_aux: 0.943252 loss_giou_aux: 1.995142 loss_class_dn: 0.032888 loss_bbox_dn: 0.239111 loss_giou_dn: 0.387122 loss_class_aux_dn: 0.223030 loss_bbox_aux_dn: 1.376185 loss_giou_aux_dn: 2.086969 loss: 9.294246 eta: 7:57:51 batch_cost: 0.5710 data_cost: 0.0005 ips: 3.5026 images/s [02/13 11:59:14] ppdet.engine INFO: Epoch: [5] [1300/7329] learning_rate: 0.000100 loss_class: 0.206934 loss_bbox: 0.139473 loss_giou: 0.255425 loss_class_aux: 1.439203 loss_bbox_aux: 0.891359 loss_giou_aux: 1.583984 loss_class_dn: 0.027012 loss_bbox_dn: 0.245802 loss_giou_dn: 0.343587 loss_class_aux_dn: 0.179122 loss_bbox_aux_dn: 1.344264 loss_giou_aux_dn: 1.887455 loss: 9.055799 eta: 7:56:53 batch_cost: 0.5672 data_cost: 0.0010 ips: 3.5260 images/s [02/13 12:00:13] ppdet.engine INFO: Epoch: [5] [1400/7329] learning_rate: 0.000100 loss_class: 0.213868 loss_bbox: 0.151380 loss_giou: 0.308994 loss_class_aux: 1.387652 loss_bbox_aux: 0.989012 loss_giou_aux: 2.019953 loss_class_dn: 0.034854 loss_bbox_dn: 0.265409 loss_giou_dn: 0.392392 loss_class_aux_dn: 0.217676 loss_bbox_aux_dn: 1.431497 loss_giou_aux_dn: 2.164642 loss: 9.811681 eta: 7:55:57 batch_cost: 0.5813 data_cost: 0.0010 ips: 3.4403 images/s [02/13 12:01:09] ppdet.engine INFO: Epoch: [5] [1500/7329] learning_rate: 0.000100 loss_class: 0.212873 loss_bbox: 0.143288 loss_giou: 0.290076 loss_class_aux: 1.398262 loss_bbox_aux: 0.923412 loss_giou_aux: 1.857586 loss_class_dn: 0.032248 loss_bbox_dn: 0.231349 loss_giou_dn: 0.361143 loss_class_aux_dn: 0.222044 loss_bbox_aux_dn: 1.286795 loss_giou_aux_dn: 2.063122 loss: 9.807366 eta: 7:54:59 batch_cost: 0.5606 data_cost: 0.0003 ips: 3.5673 images/s [02/13 12:02:07] ppdet.engine INFO: Epoch: [5] [1600/7329] learning_rate: 0.000100 loss_class: 0.210079 loss_bbox: 0.133553 loss_giou: 0.323066 loss_class_aux: 1.510654 loss_bbox_aux: 0.835613 loss_giou_aux: 1.893266 loss_class_dn: 0.040270 loss_bbox_dn: 0.206397 loss_giou_dn: 0.393085 loss_class_aux_dn: 0.252053 loss_bbox_aux_dn: 1.201224 loss_giou_aux_dn: 2.154888 loss: 9.711226 eta: 7:54:02 batch_cost: 0.5785 data_cost: 0.0006 ips: 3.4573 images/s [02/13 12:03:05] ppdet.engine INFO: Epoch: [5] [1700/7329] learning_rate: 0.000100 loss_class: 0.202600 loss_bbox: 0.120397 loss_giou: 0.243731 loss_class_aux: 1.369272 loss_bbox_aux: 0.753227 loss_giou_aux: 1.631635 loss_class_dn: 0.029558 loss_bbox_dn: 0.219208 loss_giou_dn: 0.328089 loss_class_aux_dn: 0.189915 loss_bbox_aux_dn: 1.262184 loss_giou_aux_dn: 1.752788 loss: 8.618157 eta: 7:53:05 batch_cost: 0.5754 data_cost: 0.0007 ips: 3.4759 images/s [02/13 12:04:03] ppdet.engine INFO: Epoch: [5] [1800/7329] learning_rate: 0.000100 loss_class: 0.208603 loss_bbox: 0.127157 loss_giou: 0.262103 loss_class_aux: 1.392010 loss_bbox_aux: 0.791517 loss_giou_aux: 1.697247 loss_class_dn: 0.031403 loss_bbox_dn: 0.269140 loss_giou_dn: 0.358775 loss_class_aux_dn: 0.216276 loss_bbox_aux_dn: 1.461053 loss_giou_aux_dn: 2.010396 loss: 9.244911 eta: 7:52:09 batch_cost: 0.5802 data_cost: 0.0009 ips: 3.4469 images/s [02/13 12:05:00] ppdet.engine INFO: Epoch: [5] [1900/7329] learning_rate: 0.000100 loss_class: 0.236009 loss_bbox: 0.149494 loss_giou: 0.310781 loss_class_aux: 1.593245 loss_bbox_aux: 0.926634 loss_giou_aux: 1.992168 loss_class_dn: 0.030661 loss_bbox_dn: 0.254426 loss_giou_dn: 0.433381 loss_class_aux_dn: 0.222972 loss_bbox_aux_dn: 1.429357 loss_giou_aux_dn: 2.321453 loss: 9.610750 eta: 7:51:11 batch_cost: 0.5654 data_cost: 0.0008 ips: 3.5375 images/s [02/13 12:05:58] ppdet.engine INFO: Epoch: [5] [2000/7329] learning_rate: 0.000100 loss_class: 0.208756 loss_bbox: 0.130506 loss_giou: 0.224398 loss_class_aux: 1.363137 loss_bbox_aux: 0.820066 loss_giou_aux: 1.472208 loss_class_dn: 0.027587 loss_bbox_dn: 0.228735 loss_giou_dn: 0.328637 loss_class_aux_dn: 0.190953 loss_bbox_aux_dn: 1.309476 loss_giou_aux_dn: 1.770751 loss: 9.045080 eta: 7:50:14 batch_cost: 0.5758 data_cost: 0.0007 ips: 3.4735 images/s [02/13 12:06:55] ppdet.engine INFO: Epoch: [5] [2100/7329] learning_rate: 0.000100 loss_class: 0.200576 loss_bbox: 0.137130 loss_giou: 0.316929 loss_class_aux: 1.394101 loss_bbox_aux: 0.895613 loss_giou_aux: 1.907597 loss_class_dn: 0.031628 loss_bbox_dn: 0.253611 loss_giou_dn: 0.388830 loss_class_aux_dn: 0.215288 loss_bbox_aux_dn: 1.449592 loss_giou_aux_dn: 2.169150 loss: 9.747641 eta: 7:49:17 batch_cost: 0.5692 data_cost: 0.0013 ips: 3.5138 images/s [02/13 12:07:52] ppdet.engine INFO: Epoch: [5] [2200/7329] learning_rate: 0.000100 loss_class: 0.228448 loss_bbox: 0.153937 loss_giou: 0.280649 loss_class_aux: 1.507087 loss_bbox_aux: 0.979186 loss_giou_aux: 1.757529 loss_class_dn: 0.029045 loss_bbox_dn: 0.220253 loss_giou_dn: 0.371726 loss_class_aux_dn: 0.214492 loss_bbox_aux_dn: 1.262458 loss_giou_aux_dn: 2.062755 loss: 9.726114 eta: 7:48:19 batch_cost: 0.5686 data_cost: 0.0005 ips: 3.5174 images/s [02/13 12:08:50] ppdet.engine INFO: Epoch: [5] [2300/7329] learning_rate: 0.000100 loss_class: 0.177650 loss_bbox: 0.125336 loss_giou: 0.233107 loss_class_aux: 1.176036 loss_bbox_aux: 0.854101 loss_giou_aux: 1.490198 loss_class_dn: 0.026456 loss_bbox_dn: 0.213102 loss_giou_dn: 0.298281 loss_class_aux_dn: 0.187988 loss_bbox_aux_dn: 1.239683 loss_giou_aux_dn: 1.693671 loss: 7.698031 eta: 7:47:22 batch_cost: 0.5705 data_cost: 0.0007 ips: 3.5055 images/s [02/13 12:09:47] ppdet.engine INFO: Epoch: [5] [2400/7329] learning_rate: 0.000100 loss_class: 0.241846 loss_bbox: 0.169035 loss_giou: 0.397753 loss_class_aux: 1.682602 loss_bbox_aux: 1.105693 loss_giou_aux: 2.293611 loss_class_dn: 0.036477 loss_bbox_dn: 0.277034 loss_giou_dn: 0.457871 loss_class_aux_dn: 0.245934 loss_bbox_aux_dn: 1.561798 loss_giou_aux_dn: 2.486638 loss: 11.844347 eta: 7:46:24 batch_cost: 0.5731 data_cost: 0.0003 ips: 3.4897 images/s [02/13 12:10:44] ppdet.engine INFO: Epoch: [5] [2500/7329] learning_rate: 0.000100 loss_class: 0.213080 loss_bbox: 0.152218 loss_giou: 0.297786 loss_class_aux: 1.506047 loss_bbox_aux: 0.954715 loss_giou_aux: 1.839702 loss_class_dn: 0.031030 loss_bbox_dn: 0.249999 loss_giou_dn: 0.369934 loss_class_aux_dn: 0.211598 loss_bbox_aux_dn: 1.363389 loss_giou_aux_dn: 2.041629 loss: 9.548944 eta: 7:45:27 batch_cost: 0.5679 data_cost: 0.0009 ips: 3.5216 images/s [02/13 12:11:42] ppdet.engine INFO: Epoch: [5] [2600/7329] learning_rate: 0.000100 loss_class: 0.193490 loss_bbox: 0.156058 loss_giou: 0.290331 loss_class_aux: 1.359102 loss_bbox_aux: 1.008745 loss_giou_aux: 1.736585 loss_class_dn: 0.031287 loss_bbox_dn: 0.231487 loss_giou_dn: 0.346565 loss_class_aux_dn: 0.218394 loss_bbox_aux_dn: 1.281040 loss_giou_aux_dn: 1.908056 loss: 10.003816 eta: 7:44:30 batch_cost: 0.5744 data_cost: 0.0011 ips: 3.4821 images/s [02/13 12:12:39] ppdet.engine INFO: Epoch: [5] [2700/7329] learning_rate: 0.000100 loss_class: 0.196951 loss_bbox: 0.121764 loss_giou: 0.242223 loss_class_aux: 1.266458 loss_bbox_aux: 0.781232 loss_giou_aux: 1.597172 loss_class_dn: 0.023607 loss_bbox_dn: 0.207148 loss_giou_dn: 0.326854 loss_class_aux_dn: 0.182882 loss_bbox_aux_dn: 1.216885 loss_giou_aux_dn: 1.826864 loss: 8.173952 eta: 7:43:32 batch_cost: 0.5687 data_cost: 0.0011 ips: 3.5167 images/s [02/13 12:13:37] ppdet.engine INFO: Epoch: [5] [2800/7329] learning_rate: 0.000100 loss_class: 0.253810 loss_bbox: 0.165350 loss_giou: 0.391923 loss_class_aux: 1.689872 loss_bbox_aux: 1.097965 loss_giou_aux: 2.468243 loss_class_dn: 0.040544 loss_bbox_dn: 0.247937 loss_giou_dn: 0.490870 loss_class_aux_dn: 0.258037 loss_bbox_aux_dn: 1.388046 loss_giou_aux_dn: 2.709532 loss: 11.791685 eta: 7:42:35 batch_cost: 0.5707 data_cost: 0.0009 ips: 3.5042 images/s [02/13 12:14:34] ppdet.engine INFO: Epoch: [5] [2900/7329] learning_rate: 0.000100 loss_class: 0.244750 loss_bbox: 0.169501 loss_giou: 0.359251 loss_class_aux: 1.651757 loss_bbox_aux: 1.008432 loss_giou_aux: 2.188542 loss_class_dn: 0.039756 loss_bbox_dn: 0.283316 loss_giou_dn: 0.468970 loss_class_aux_dn: 0.260469 loss_bbox_aux_dn: 1.555851 loss_giou_aux_dn: 2.465239 loss: 11.065872 eta: 7:41:38 batch_cost: 0.5741 data_cost: 0.0009 ips: 3.4840 images/s [02/13 12:15:32] ppdet.engine INFO: Epoch: [5] [3000/7329] learning_rate: 0.000100 loss_class: 0.174794 loss_bbox: 0.146541 loss_giou: 0.255122 loss_class_aux: 1.168133 loss_bbox_aux: 0.924483 loss_giou_aux: 1.528215 loss_class_dn: 0.025598 loss_bbox_dn: 0.237793 loss_giou_dn: 0.312046 loss_class_aux_dn: 0.178754 loss_bbox_aux_dn: 1.316249 loss_giou_aux_dn: 1.678907 loss: 8.392357 eta: 7:40:40 batch_cost: 0.5726 data_cost: 0.0006 ips: 3.4930 images/s [02/13 12:16:30] ppdet.engine INFO: Epoch: [5] [3100/7329] learning_rate: 0.000100 loss_class: 0.200958 loss_bbox: 0.137995 loss_giou: 0.271652 loss_class_aux: 1.291393 loss_bbox_aux: 0.871637 loss_giou_aux: 1.675685 loss_class_dn: 0.029610 loss_bbox_dn: 0.251552 loss_giou_dn: 0.349408 loss_class_aux_dn: 0.207881 loss_bbox_aux_dn: 1.379419 loss_giou_aux_dn: 1.914227 loss: 9.044405 eta: 7:39:44 batch_cost: 0.5760 data_cost: 0.0006 ips: 3.4720 images/s [02/13 12:17:28] ppdet.engine INFO: Epoch: [5] [3200/7329] learning_rate: 0.000100 loss_class: 0.217085 loss_bbox: 0.151729 loss_giou: 0.339308 loss_class_aux: 1.578458 loss_bbox_aux: 0.959921 loss_giou_aux: 2.031044 loss_class_dn: 0.029734 loss_bbox_dn: 0.212554 loss_giou_dn: 0.388576 loss_class_aux_dn: 0.227351 loss_bbox_aux_dn: 1.212490 loss_giou_aux_dn: 2.098791 loss: 10.350120 eta: 7:38:47 batch_cost: 0.5771 data_cost: 0.0003 ips: 3.4657 images/s [02/13 12:18:26] ppdet.engine INFO: Epoch: [5] [3300/7329] learning_rate: 0.000100 loss_class: 0.228079 loss_bbox: 0.151017 loss_giou: 0.322154 loss_class_aux: 1.551047 loss_bbox_aux: 0.977621 loss_giou_aux: 1.997620 loss_class_dn: 0.029516 loss_bbox_dn: 0.229422 loss_giou_dn: 0.401340 loss_class_aux_dn: 0.229936 loss_bbox_aux_dn: 1.322242 loss_giou_aux_dn: 2.138111 loss: 10.249323 eta: 7:37:51 batch_cost: 0.5802 data_cost: 0.0004 ips: 3.4474 images/s [02/13 12:19:23] ppdet.engine INFO: Epoch: [5] [3400/7329] learning_rate: 0.000100 loss_class: 0.230816 loss_bbox: 0.137062 loss_giou: 0.273524 loss_class_aux: 1.515548 loss_bbox_aux: 0.878277 loss_giou_aux: 1.760765 loss_class_dn: 0.032661 loss_bbox_dn: 0.251785 loss_giou_dn: 0.362539 loss_class_aux_dn: 0.233286 loss_bbox_aux_dn: 1.469237 loss_giou_aux_dn: 1.996768 loss: 8.938129 eta: 7:36:53 batch_cost: 0.5678 data_cost: 0.0004 ips: 3.5223 images/s [02/13 12:20:21] ppdet.engine INFO: Epoch: [5] [3500/7329] learning_rate: 0.000100 loss_class: 0.200490 loss_bbox: 0.131222 loss_giou: 0.259972 loss_class_aux: 1.379851 loss_bbox_aux: 0.856734 loss_giou_aux: 1.688834 loss_class_dn: 0.029990 loss_bbox_dn: 0.245722 loss_giou_dn: 0.362333 loss_class_aux_dn: 0.216824 loss_bbox_aux_dn: 1.403404 loss_giou_aux_dn: 1.919279 loss: 9.031102 eta: 7:35:57 batch_cost: 0.5799 data_cost: 0.0004 ips: 3.4488 images/s [02/13 12:21:18] ppdet.engine INFO: Epoch: [5] [3600/7329] learning_rate: 0.000100 loss_class: 0.229829 loss_bbox: 0.146252 loss_giou: 0.351164 loss_class_aux: 1.440672 loss_bbox_aux: 0.945158 loss_giou_aux: 2.242344 loss_class_dn: 0.029768 loss_bbox_dn: 0.217957 loss_giou_dn: 0.400128 loss_class_aux_dn: 0.235361 loss_bbox_aux_dn: 1.315218 loss_giou_aux_dn: 2.218665 loss: 10.036700 eta: 7:34:59 batch_cost: 0.5641 data_cost: 0.0004 ips: 3.5458 images/s [02/13 12:22:16] ppdet.engine INFO: Epoch: [5] [3700/7329] learning_rate: 0.000100 loss_class: 0.201766 loss_bbox: 0.122560 loss_giou: 0.313556 loss_class_aux: 1.312065 loss_bbox_aux: 0.757972 loss_giou_aux: 1.929293 loss_class_dn: 0.026424 loss_bbox_dn: 0.164634 loss_giou_dn: 0.387030 loss_class_aux_dn: 0.174913 loss_bbox_aux_dn: 0.939336 loss_giou_aux_dn: 2.078617 loss: 9.163874 eta: 7:34:02 batch_cost: 0.5780 data_cost: 0.0004 ips: 3.4601 images/s [02/13 12:23:12] ppdet.engine INFO: Epoch: [5] [3800/7329] learning_rate: 0.000100 loss_class: 0.160577 loss_bbox: 0.133495 loss_giou: 0.238961 loss_class_aux: 1.073042 loss_bbox_aux: 0.905896 loss_giou_aux: 1.417016 loss_class_dn: 0.021460 loss_bbox_dn: 0.196337 loss_giou_dn: 0.285538 loss_class_aux_dn: 0.151044 loss_bbox_aux_dn: 1.101501 loss_giou_aux_dn: 1.570002 loss: 7.776898 eta: 7:33:04 batch_cost: 0.5622 data_cost: 0.0006 ips: 3.5577 images/s [02/13 12:24:10] ppdet.engine INFO: Epoch: [5] [3900/7329] learning_rate: 0.000100 loss_class: 0.173184 loss_bbox: 0.125475 loss_giou: 0.199214 loss_class_aux: 1.129843 loss_bbox_aux: 0.711659 loss_giou_aux: 1.272458 loss_class_dn: 0.021925 loss_bbox_dn: 0.223688 loss_giou_dn: 0.253738 loss_class_aux_dn: 0.142419 loss_bbox_aux_dn: 1.211366 loss_giou_aux_dn: 1.395635 loss: 6.797188 eta: 7:32:06 batch_cost: 0.5738 data_cost: 0.0006 ips: 3.4857 images/s [02/13 12:25:07] ppdet.engine INFO: Epoch: [5] [4000/7329] learning_rate: 0.000100 loss_class: 0.231352 loss_bbox: 0.156786 loss_giou: 0.312476 loss_class_aux: 1.558247 loss_bbox_aux: 0.996525 loss_giou_aux: 1.979327 loss_class_dn: 0.027741 loss_bbox_dn: 0.249864 loss_giou_dn: 0.396223 loss_class_aux_dn: 0.206482 loss_bbox_aux_dn: 1.373524 loss_giou_aux_dn: 2.221306 loss: 10.321491 eta: 7:31:09 batch_cost: 0.5735 data_cost: 0.0006 ips: 3.4872 images/s [02/13 12:26:05] ppdet.engine INFO: Epoch: [5] [4100/7329] learning_rate: 0.000100 loss_class: 0.171572 loss_bbox: 0.127251 loss_giou: 0.208445 loss_class_aux: 1.104265 loss_bbox_aux: 0.765425 loss_giou_aux: 1.354625 loss_class_dn: 0.020967 loss_bbox_dn: 0.207378 loss_giou_dn: 0.275870 loss_class_aux_dn: 0.148809 loss_bbox_aux_dn: 1.195717 loss_giou_aux_dn: 1.479854 loss: 7.527965 eta: 7:30:12 batch_cost: 0.5743 data_cost: 0.0003 ips: 3.4827 images/s [02/13 12:27:02] ppdet.engine INFO: Epoch: [5] [4200/7329] learning_rate: 0.000100 loss_class: 0.213964 loss_bbox: 0.143376 loss_giou: 0.279786 loss_class_aux: 1.464256 loss_bbox_aux: 0.900018 loss_giou_aux: 1.710432 loss_class_dn: 0.025626 loss_bbox_dn: 0.273725 loss_giou_dn: 0.352514 loss_class_aux_dn: 0.180165 loss_bbox_aux_dn: 1.502177 loss_giou_aux_dn: 1.890299 loss: 9.616435 eta: 7:29:15 batch_cost: 0.5696 data_cost: 0.0009 ips: 3.5115 images/s [02/13 12:27:59] ppdet.engine INFO: Epoch: [5] [4300/7329] learning_rate: 0.000100 loss_class: 0.205582 loss_bbox: 0.145074 loss_giou: 0.274449 loss_class_aux: 1.439124 loss_bbox_aux: 0.931542 loss_giou_aux: 1.711799 loss_class_dn: 0.033098 loss_bbox_dn: 0.249820 loss_giou_dn: 0.398733 loss_class_aux_dn: 0.231339 loss_bbox_aux_dn: 1.314121 loss_giou_aux_dn: 2.167225 loss: 9.793384 eta: 7:28:17 batch_cost: 0.5691 data_cost: 0.0003 ips: 3.5145 images/s [02/13 12:28:56] ppdet.engine INFO: Epoch: [5] [4400/7329] learning_rate: 0.000100 loss_class: 0.237915 loss_bbox: 0.148898 loss_giou: 0.320675 loss_class_aux: 1.602607 loss_bbox_aux: 0.941671 loss_giou_aux: 2.041679 loss_class_dn: 0.031983 loss_bbox_dn: 0.245350 loss_giou_dn: 0.372968 loss_class_aux_dn: 0.197940 loss_bbox_aux_dn: 1.361986 loss_giou_aux_dn: 2.048013 loss: 9.954465 eta: 7:27:19 batch_cost: 0.5648 data_cost: 0.0005 ips: 3.5411 images/s [02/13 12:29:54] ppdet.engine INFO: Epoch: [5] [4500/7329] learning_rate: 0.000100 loss_class: 0.185637 loss_bbox: 0.127204 loss_giou: 0.258776 loss_class_aux: 1.163438 loss_bbox_aux: 0.777863 loss_giou_aux: 1.671639 loss_class_dn: 0.026918 loss_bbox_dn: 0.217410 loss_giou_dn: 0.285274 loss_class_aux_dn: 0.167117 loss_bbox_aux_dn: 1.268655 loss_giou_aux_dn: 1.594015 loss: 8.073349 eta: 7:26:23 batch_cost: 0.5802 data_cost: 0.0009 ips: 3.4469 images/s [02/13 12:30:52] ppdet.engine INFO: Epoch: [5] [4600/7329] learning_rate: 0.000100 loss_class: 0.207407 loss_bbox: 0.161189 loss_giou: 0.312885 loss_class_aux: 1.417108 loss_bbox_aux: 0.915628 loss_giou_aux: 1.971663 loss_class_dn: 0.027310 loss_bbox_dn: 0.226893 loss_giou_dn: 0.402925 loss_class_aux_dn: 0.204829 loss_bbox_aux_dn: 1.286805 loss_giou_aux_dn: 2.195459 loss: 10.436247 eta: 7:25:26 batch_cost: 0.5738 data_cost: 0.0003 ips: 3.4855 images/s [02/13 12:31:49] ppdet.engine INFO: Epoch: [5] [4700/7329] learning_rate: 0.000100 loss_class: 0.220954 loss_bbox: 0.150671 loss_giou: 0.297953 loss_class_aux: 1.470341 loss_bbox_aux: 0.922208 loss_giou_aux: 1.910527 loss_class_dn: 0.029204 loss_bbox_dn: 0.245884 loss_giou_dn: 0.360873 loss_class_aux_dn: 0.209219 loss_bbox_aux_dn: 1.363723 loss_giou_aux_dn: 1.938036 loss: 9.470926 eta: 7:24:29 batch_cost: 0.5751 data_cost: 0.0005 ips: 3.4779 images/s [02/13 12:32:47] ppdet.engine INFO: Epoch: [5] [4800/7329] learning_rate: 0.000100 loss_class: 0.187110 loss_bbox: 0.123832 loss_giou: 0.244170 loss_class_aux: 1.240182 loss_bbox_aux: 0.803903 loss_giou_aux: 1.576318 loss_class_dn: 0.024768 loss_bbox_dn: 0.225282 loss_giou_dn: 0.338700 loss_class_aux_dn: 0.183371 loss_bbox_aux_dn: 1.165649 loss_giou_aux_dn: 1.811612 loss: 8.743058 eta: 7:23:32 batch_cost: 0.5758 data_cost: 0.0003 ips: 3.4736 images/s [02/13 12:33:44] ppdet.engine INFO: Epoch: [5] [4900/7329] learning_rate: 0.000100 loss_class: 0.201597 loss_bbox: 0.139365 loss_giou: 0.245416 loss_class_aux: 1.380975 loss_bbox_aux: 0.894753 loss_giou_aux: 1.584309 loss_class_dn: 0.023996 loss_bbox_dn: 0.188512 loss_giou_dn: 0.310830 loss_class_aux_dn: 0.173173 loss_bbox_aux_dn: 1.085343 loss_giou_aux_dn: 1.711986 loss: 8.586994 eta: 7:22:34 batch_cost: 0.5660 data_cost: 0.0005 ips: 3.5338 images/s [02/13 12:34:41] ppdet.engine INFO: Epoch: [5] [5000/7329] learning_rate: 0.000100 loss_class: 0.208637 loss_bbox: 0.150596 loss_giou: 0.318654 loss_class_aux: 1.451253 loss_bbox_aux: 0.939265 loss_giou_aux: 1.981270 loss_class_dn: 0.027397 loss_bbox_dn: 0.218651 loss_giou_dn: 0.378512 loss_class_aux_dn: 0.202637 loss_bbox_aux_dn: 1.241248 loss_giou_aux_dn: 2.103671 loss: 9.731606 eta: 7:21:37 batch_cost: 0.5706 data_cost: 0.0004 ips: 3.5051 images/s [02/13 12:35:38] ppdet.engine INFO: Epoch: [5] [5100/7329] learning_rate: 0.000100 loss_class: 0.199552 loss_bbox: 0.128477 loss_giou: 0.288525 loss_class_aux: 1.346917 loss_bbox_aux: 0.803747 loss_giou_aux: 1.728565 loss_class_dn: 0.030830 loss_bbox_dn: 0.197750 loss_giou_dn: 0.329229 loss_class_aux_dn: 0.215560 loss_bbox_aux_dn: 1.103773 loss_giou_aux_dn: 1.725687 loss: 8.857824 eta: 7:20:39 batch_cost: 0.5667 data_cost: 0.0003 ips: 3.5292 images/s [02/13 12:36:35] ppdet.engine INFO: Epoch: [5] [5200/7329] learning_rate: 0.000100 loss_class: 0.182880 loss_bbox: 0.131960 loss_giou: 0.267929 loss_class_aux: 1.204818 loss_bbox_aux: 0.790638 loss_giou_aux: 1.625275 loss_class_dn: 0.026729 loss_bbox_dn: 0.176897 loss_giou_dn: 0.294723 loss_class_aux_dn: 0.172838 loss_bbox_aux_dn: 1.017595 loss_giou_aux_dn: 1.599581 loss: 7.229858 eta: 7:19:41 batch_cost: 0.5702 data_cost: 0.0003 ips: 3.5074 images/s [02/13 12:37:32] ppdet.engine INFO: Epoch: [5] [5300/7329] learning_rate: 0.000100 loss_class: 0.188524 loss_bbox: 0.150925 loss_giou: 0.286272 loss_class_aux: 1.316515 loss_bbox_aux: 1.006054 loss_giou_aux: 1.821995 loss_class_dn: 0.031314 loss_bbox_dn: 0.255130 loss_giou_dn: 0.335848 loss_class_aux_dn: 0.230657 loss_bbox_aux_dn: 1.527922 loss_giou_aux_dn: 1.834409 loss: 9.534759 eta: 7:18:43 batch_cost: 0.5631 data_cost: 0.0003 ips: 3.5517 images/s [02/13 12:38:30] ppdet.engine INFO: Epoch: [5] [5400/7329] learning_rate: 0.000100 loss_class: 0.206841 loss_bbox: 0.141689 loss_giou: 0.295001 loss_class_aux: 1.393007 loss_bbox_aux: 0.874087 loss_giou_aux: 1.798052 loss_class_dn: 0.026938 loss_bbox_dn: 0.225306 loss_giou_dn: 0.333354 loss_class_aux_dn: 0.204365 loss_bbox_aux_dn: 1.215382 loss_giou_aux_dn: 1.882509 loss: 8.894440 eta: 7:17:47 batch_cost: 0.5815 data_cost: 0.0006 ips: 3.4393 images/s [02/13 12:39:27] ppdet.engine INFO: Epoch: [5] [5500/7329] learning_rate: 0.000100 loss_class: 0.196463 loss_bbox: 0.132425 loss_giou: 0.249108 loss_class_aux: 1.320674 loss_bbox_aux: 0.853575 loss_giou_aux: 1.659027 loss_class_dn: 0.022983 loss_bbox_dn: 0.225117 loss_giou_dn: 0.309304 loss_class_aux_dn: 0.175465 loss_bbox_aux_dn: 1.314785 loss_giou_aux_dn: 1.743677 loss: 8.568531 eta: 7:16:49 batch_cost: 0.5647 data_cost: 0.0003 ips: 3.5418 images/s [02/13 12:40:25] ppdet.engine INFO: Epoch: [5] [5600/7329] learning_rate: 0.000100 loss_class: 0.212988 loss_bbox: 0.149526 loss_giou: 0.269336 loss_class_aux: 1.425538 loss_bbox_aux: 0.933896 loss_giou_aux: 1.761077 loss_class_dn: 0.034410 loss_bbox_dn: 0.256536 loss_giou_dn: 0.341287 loss_class_aux_dn: 0.230895 loss_bbox_aux_dn: 1.558425 loss_giou_aux_dn: 1.865345 loss: 8.893272 eta: 7:15:53 batch_cost: 0.5812 data_cost: 0.0006 ips: 3.4414 images/s [02/13 12:41:21] ppdet.engine INFO: Epoch: [5] [5700/7329] learning_rate: 0.000100 loss_class: 0.189196 loss_bbox: 0.146183 loss_giou: 0.254501 loss_class_aux: 1.243883 loss_bbox_aux: 0.866997 loss_giou_aux: 1.554713 loss_class_dn: 0.025142 loss_bbox_dn: 0.207810 loss_giou_dn: 0.289191 loss_class_aux_dn: 0.176457 loss_bbox_aux_dn: 1.181869 loss_giou_aux_dn: 1.625416 loss: 8.210701 eta: 7:14:54 batch_cost: 0.5598 data_cost: 0.0008 ips: 3.5726 images/s [02/13 12:42:20] ppdet.engine INFO: Epoch: [5] [5800/7329] learning_rate: 0.000100 loss_class: 0.216625 loss_bbox: 0.152237 loss_giou: 0.301455 loss_class_aux: 1.447563 loss_bbox_aux: 0.913143 loss_giou_aux: 1.877426 loss_class_dn: 0.031274 loss_bbox_dn: 0.230862 loss_giou_dn: 0.361901 loss_class_aux_dn: 0.222383 loss_bbox_aux_dn: 1.321552 loss_giou_aux_dn: 1.952416 loss: 10.158674 eta: 7:13:58 batch_cost: 0.5798 data_cost: 0.0003 ips: 3.4497 images/s [02/13 12:43:17] ppdet.engine INFO: Epoch: [5] [5900/7329] learning_rate: 0.000100 loss_class: 0.210454 loss_bbox: 0.142161 loss_giou: 0.283645 loss_class_aux: 1.326800 loss_bbox_aux: 0.920485 loss_giou_aux: 1.768009 loss_class_dn: 0.026497 loss_bbox_dn: 0.235012 loss_giou_dn: 0.382510 loss_class_aux_dn: 0.191678 loss_bbox_aux_dn: 1.301798 loss_giou_aux_dn: 2.027918 loss: 9.720111 eta: 7:13:01 batch_cost: 0.5756 data_cost: 0.0007 ips: 3.4748 images/s [02/13 12:44:15] ppdet.engine INFO: Epoch: [5] [6000/7329] learning_rate: 0.000100 loss_class: 0.188145 loss_bbox: 0.129333 loss_giou: 0.280133 loss_class_aux: 1.253020 loss_bbox_aux: 0.822300 loss_giou_aux: 1.789923 loss_class_dn: 0.022172 loss_bbox_dn: 0.207753 loss_giou_dn: 0.324491 loss_class_aux_dn: 0.165263 loss_bbox_aux_dn: 1.173835 loss_giou_aux_dn: 1.796329 loss: 8.483810 eta: 7:12:04 batch_cost: 0.5739 data_cost: 0.0007 ips: 3.4850 images/s [02/13 12:45:13] ppdet.engine INFO: Epoch: [5] [6100/7329] learning_rate: 0.000100 loss_class: 0.191907 loss_bbox: 0.127222 loss_giou: 0.264161 loss_class_aux: 1.274420 loss_bbox_aux: 0.855973 loss_giou_aux: 1.648648 loss_class_dn: 0.024930 loss_bbox_dn: 0.217808 loss_giou_dn: 0.356116 loss_class_aux_dn: 0.195775 loss_bbox_aux_dn: 1.272130 loss_giou_aux_dn: 1.963773 loss: 9.250108 eta: 7:11:07 batch_cost: 0.5791 data_cost: 0.0008 ips: 3.4536 images/s [02/13 12:46:12] ppdet.engine INFO: Epoch: [5] [6200/7329] learning_rate: 0.000100 loss_class: 0.189396 loss_bbox: 0.144354 loss_giou: 0.274922 loss_class_aux: 1.236524 loss_bbox_aux: 0.898026 loss_giou_aux: 1.683895 loss_class_dn: 0.026309 loss_bbox_dn: 0.231050 loss_giou_dn: 0.348954 loss_class_aux_dn: 0.183021 loss_bbox_aux_dn: 1.321410 loss_giou_aux_dn: 1.880098 loss: 9.805761 eta: 7:10:12 batch_cost: 0.5855 data_cost: 0.0005 ips: 3.4157 images/s [02/13 12:47:09] ppdet.engine INFO: Epoch: [5] [6300/7329] learning_rate: 0.000100 loss_class: 0.221570 loss_bbox: 0.172680 loss_giou: 0.329817 loss_class_aux: 1.476360 loss_bbox_aux: 1.042604 loss_giou_aux: 2.013855 loss_class_dn: 0.030348 loss_bbox_dn: 0.304256 loss_giou_dn: 0.427270 loss_class_aux_dn: 0.218240 loss_bbox_aux_dn: 1.658834 loss_giou_aux_dn: 2.301616 loss: 11.136825 eta: 7:09:14 batch_cost: 0.5686 data_cost: 0.0007 ips: 3.5173 images/s [02/13 12:48:07] ppdet.engine INFO: Epoch: [5] [6400/7329] learning_rate: 0.000100 loss_class: 0.247957 loss_bbox: 0.168950 loss_giou: 0.271026 loss_class_aux: 1.555214 loss_bbox_aux: 1.039659 loss_giou_aux: 1.666380 loss_class_dn: 0.034908 loss_bbox_dn: 0.253754 loss_giou_dn: 0.375853 loss_class_aux_dn: 0.226885 loss_bbox_aux_dn: 1.408590 loss_giou_aux_dn: 2.084753 loss: 9.880045 eta: 7:08:18 batch_cost: 0.5804 data_cost: 0.0005 ips: 3.4456 images/s [02/13 12:49:05] ppdet.engine INFO: Epoch: [5] [6500/7329] learning_rate: 0.000100 loss_class: 0.191976 loss_bbox: 0.121836 loss_giou: 0.226570 loss_class_aux: 1.271325 loss_bbox_aux: 0.698341 loss_giou_aux: 1.442833 loss_class_dn: 0.026534 loss_bbox_dn: 0.199130 loss_giou_dn: 0.323821 loss_class_aux_dn: 0.186765 loss_bbox_aux_dn: 1.093199 loss_giou_aux_dn: 1.705178 loss: 8.073560 eta: 7:07:21 batch_cost: 0.5764 data_cost: 0.0007 ips: 3.4697 images/s [02/13 12:50:02] ppdet.engine INFO: Epoch: [5] [6600/7329] learning_rate: 0.000100 loss_class: 0.194777 loss_bbox: 0.133607 loss_giou: 0.252955 loss_class_aux: 1.298473 loss_bbox_aux: 0.851956 loss_giou_aux: 1.588913 loss_class_dn: 0.025605 loss_bbox_dn: 0.211806 loss_giou_dn: 0.300989 loss_class_aux_dn: 0.174930 loss_bbox_aux_dn: 1.191628 loss_giou_aux_dn: 1.647516 loss: 9.104884 eta: 7:06:23 batch_cost: 0.5673 data_cost: 0.0005 ips: 3.5257 images/s [02/13 12:51:00] ppdet.engine INFO: Epoch: [5] [6700/7329] learning_rate: 0.000100 loss_class: 0.218615 loss_bbox: 0.137411 loss_giou: 0.273093 loss_class_aux: 1.453149 loss_bbox_aux: 0.912895 loss_giou_aux: 1.730336 loss_class_dn: 0.029573 loss_bbox_dn: 0.241594 loss_giou_dn: 0.384174 loss_class_aux_dn: 0.209385 loss_bbox_aux_dn: 1.314290 loss_giou_aux_dn: 2.016118 loss: 9.334611 eta: 7:05:26 batch_cost: 0.5768 data_cost: 0.0006 ips: 3.4677 images/s [02/13 12:51:58] ppdet.engine INFO: Epoch: [5] [6800/7329] learning_rate: 0.000100 loss_class: 0.211534 loss_bbox: 0.154208 loss_giou: 0.318571 loss_class_aux: 1.514796 loss_bbox_aux: 0.977784 loss_giou_aux: 2.082745 loss_class_dn: 0.029249 loss_bbox_dn: 0.247196 loss_giou_dn: 0.406104 loss_class_aux_dn: 0.199783 loss_bbox_aux_dn: 1.355296 loss_giou_aux_dn: 2.149063 loss: 10.684586 eta: 7:04:29 batch_cost: 0.5760 data_cost: 0.0004 ips: 3.4721 images/s [02/13 12:52:55] ppdet.engine INFO: Epoch: [5] [6900/7329] learning_rate: 0.000100 loss_class: 0.235191 loss_bbox: 0.169886 loss_giou: 0.374266 loss_class_aux: 1.745836 loss_bbox_aux: 1.078506 loss_giou_aux: 2.308870 loss_class_dn: 0.033331 loss_bbox_dn: 0.235094 loss_giou_dn: 0.451266 loss_class_aux_dn: 0.239562 loss_bbox_aux_dn: 1.334469 loss_giou_aux_dn: 2.455043 loss: 11.070808 eta: 7:03:32 batch_cost: 0.5676 data_cost: 0.0005 ips: 3.5238 images/s [02/13 12:53:52] ppdet.engine INFO: Epoch: [5] [7000/7329] learning_rate: 0.000100 loss_class: 0.219703 loss_bbox: 0.161209 loss_giou: 0.321813 loss_class_aux: 1.502557 loss_bbox_aux: 1.085228 loss_giou_aux: 1.931754 loss_class_dn: 0.031568 loss_bbox_dn: 0.274175 loss_giou_dn: 0.390638 loss_class_aux_dn: 0.214658 loss_bbox_aux_dn: 1.514759 loss_giou_aux_dn: 2.094781 loss: 10.186203 eta: 7:02:34 batch_cost: 0.5680 data_cost: 0.0003 ips: 3.5212 images/s [02/13 12:54:49] ppdet.engine INFO: Epoch: [5] [7100/7329] learning_rate: 0.000100 loss_class: 0.238704 loss_bbox: 0.163991 loss_giou: 0.316663 loss_class_aux: 1.512433 loss_bbox_aux: 0.995463 loss_giou_aux: 2.003209 loss_class_dn: 0.035717 loss_bbox_dn: 0.252401 loss_giou_dn: 0.413676 loss_class_aux_dn: 0.233475 loss_bbox_aux_dn: 1.459895 loss_giou_aux_dn: 2.199962 loss: 10.703243 eta: 7:01:37 batch_cost: 0.5743 data_cost: 0.0003 ips: 3.4828 images/s [02/13 12:55:47] ppdet.engine INFO: Epoch: [5] [7200/7329] learning_rate: 0.000100 loss_class: 0.248207 loss_bbox: 0.151363 loss_giou: 0.346583 loss_class_aux: 1.617889 loss_bbox_aux: 0.936339 loss_giou_aux: 2.211006 loss_class_dn: 0.030434 loss_bbox_dn: 0.250744 loss_giou_dn: 0.419315 loss_class_aux_dn: 0.220231 loss_bbox_aux_dn: 1.403419 loss_giou_aux_dn: 2.230196 loss: 10.433507 eta: 7:00:40 batch_cost: 0.5739 data_cost: 0.0005 ips: 3.4848 images/s [02/13 12:56:45] ppdet.engine INFO: Epoch: [5] [7300/7329] learning_rate: 0.000100 loss_class: 0.188225 loss_bbox: 0.135026 loss_giou: 0.250520 loss_class_aux: 1.233308 loss_bbox_aux: 0.847966 loss_giou_aux: 1.586245 loss_class_dn: 0.023973 loss_bbox_dn: 0.225083 loss_giou_dn: 0.308274 loss_class_aux_dn: 0.163894 loss_bbox_aux_dn: 1.296827 loss_giou_aux_dn: 1.645618 loss: 8.136484 eta: 6:59:43 batch_cost: 0.5762 data_cost: 0.0003 ips: 3.4713 images/s [02/13 12:57:03] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 12:57:03] ppdet.engine INFO: Eval iter: 0 [02/13 12:57:13] ppdet.engine INFO: Eval iter: 100 [02/13 12:57:24] ppdet.engine INFO: Eval iter: 200 [02/13 12:57:35] ppdet.engine INFO: Eval iter: 300 [02/13 12:57:46] ppdet.engine INFO: Eval iter: 400 [02/13 12:57:57] ppdet.engine INFO: Eval iter: 500 [02/13 12:58:08] ppdet.engine INFO: Eval iter: 600 [02/13 12:58:19] ppdet.engine INFO: Eval iter: 700 [02/13 12:58:31] ppdet.engine INFO: Eval iter: 800 [02/13 12:58:42] ppdet.engine INFO: Eval iter: 900 [02/13 12:58:53] ppdet.engine INFO: Eval iter: 1000 [02/13 12:59:04] ppdet.engine INFO: Eval iter: 1100 [02/13 12:59:14] ppdet.engine INFO: Eval iter: 1200 [02/13 12:59:25] ppdet.engine INFO: Eval iter: 1300 [02/13 12:59:35] ppdet.engine INFO: Eval iter: 1400 [02/13 12:59:46] ppdet.engine INFO: Eval iter: 1500 [02/13 12:59:57] ppdet.engine INFO: Eval iter: 1600 [02/13 13:00:08] ppdet.engine INFO: Eval iter: 1700 [02/13 13:00:19] ppdet.engine 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iter: 3700 [02/13 13:03:52] ppdet.engine INFO: Eval iter: 3800 [02/13 13:04:03] ppdet.engine INFO: Eval iter: 3900 [02/13 13:04:14] ppdet.engine INFO: Eval iter: 4000 [02/13 13:04:25] ppdet.engine INFO: Eval iter: 4100 [02/13 13:04:35] ppdet.engine INFO: Eval iter: 4200 [02/13 13:04:45] ppdet.engine INFO: Eval iter: 4300 [02/13 13:04:56] ppdet.engine INFO: Eval iter: 4400 [02/13 13:05:06] ppdet.engine INFO: Eval iter: 4500 [02/13 13:05:17] ppdet.engine INFO: Eval iter: 4600 [02/13 13:05:28] ppdet.engine INFO: Eval iter: 4700 [02/13 13:05:38] ppdet.engine INFO: Eval iter: 4800 [02/13 13:05:49] ppdet.engine INFO: Eval iter: 4900 [02/13 13:06:32] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [02/13 13:06:33] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.01s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=124.33s). Accumulating evaluation results... DONE (t=28.39s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.447 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.617 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.484 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.283 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.479 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.582 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 ] = 0.618 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 ] = 0.521 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.739 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.855 [02/13 13:09:23] ppdet.engine INFO: Total sample number: 5000, average FPS: 9.278994526589987 [02/13 13:09:23] ppdet.engine INFO: Best test bbox ap is 0.447. [02/13 13:09:26] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 13:09:27] ppdet.engine INFO: Epoch: [6] [ 0/7329] learning_rate: 0.000100 loss_class: 0.198584 loss_bbox: 0.143254 loss_giou: 0.277064 loss_class_aux: 1.272550 loss_bbox_aux: 0.879886 loss_giou_aux: 1.653662 loss_class_dn: 0.026089 loss_bbox_dn: 0.241364 loss_giou_dn: 0.333297 loss_class_aux_dn: 0.186695 loss_bbox_aux_dn: 1.345562 loss_giou_aux_dn: 1.779385 loss: 8.442516 eta: 6:59:26 batch_cost: 0.5675 data_cost: 0.0003 ips: 3.5240 images/s [02/13 13:10:26] ppdet.engine INFO: Epoch: [6] [ 100/7329] learning_rate: 0.000100 loss_class: 0.187865 loss_bbox: 0.136286 loss_giou: 0.225263 loss_class_aux: 1.232207 loss_bbox_aux: 0.887266 loss_giou_aux: 1.430121 loss_class_dn: 0.022412 loss_bbox_dn: 0.221109 loss_giou_dn: 0.312433 loss_class_aux_dn: 0.169790 loss_bbox_aux_dn: 1.224518 loss_giou_aux_dn: 1.657604 loss: 8.128599 eta: 6:58:31 batch_cost: 0.5922 data_cost: 0.0012 ips: 3.3772 images/s [02/13 13:11:24] ppdet.engine INFO: Epoch: [6] [ 200/7329] learning_rate: 0.000100 loss_class: 0.190384 loss_bbox: 0.146562 loss_giou: 0.366334 loss_class_aux: 1.388021 loss_bbox_aux: 0.937938 loss_giou_aux: 2.321940 loss_class_dn: 0.033464 loss_bbox_dn: 0.234771 loss_giou_dn: 0.427045 loss_class_aux_dn: 0.223873 loss_bbox_aux_dn: 1.412773 loss_giou_aux_dn: 2.331049 loss: 10.281235 eta: 6:57:34 batch_cost: 0.5740 data_cost: 0.0006 ips: 3.4840 images/s [02/13 13:12:22] ppdet.engine INFO: Epoch: [6] [ 300/7329] learning_rate: 0.000100 loss_class: 0.180326 loss_bbox: 0.139240 loss_giou: 0.244059 loss_class_aux: 1.236870 loss_bbox_aux: 0.871404 loss_giou_aux: 1.529964 loss_class_dn: 0.024235 loss_bbox_dn: 0.207173 loss_giou_dn: 0.325742 loss_class_aux_dn: 0.174891 loss_bbox_aux_dn: 1.189056 loss_giou_aux_dn: 1.753282 loss: 8.037903 eta: 6:56:37 batch_cost: 0.5820 data_cost: 0.0003 ips: 3.4367 images/s [02/13 13:13:21] ppdet.engine INFO: Epoch: [6] [ 400/7329] learning_rate: 0.000100 loss_class: 0.171435 loss_bbox: 0.112041 loss_giou: 0.232282 loss_class_aux: 1.182433 loss_bbox_aux: 0.767987 loss_giou_aux: 1.533031 loss_class_dn: 0.023395 loss_bbox_dn: 0.190047 loss_giou_dn: 0.313890 loss_class_aux_dn: 0.153730 loss_bbox_aux_dn: 1.111558 loss_giou_aux_dn: 1.730390 loss: 7.766967 eta: 6:55:42 batch_cost: 0.5876 data_cost: 0.0003 ips: 3.4034 images/s [02/13 13:14:18] ppdet.engine INFO: Epoch: [6] [ 500/7329] learning_rate: 0.000100 loss_class: 0.223236 loss_bbox: 0.145165 loss_giou: 0.306552 loss_class_aux: 1.541185 loss_bbox_aux: 0.949136 loss_giou_aux: 1.899129 loss_class_dn: 0.035035 loss_bbox_dn: 0.245164 loss_giou_dn: 0.385580 loss_class_aux_dn: 0.235287 loss_bbox_aux_dn: 1.361470 loss_giou_aux_dn: 2.065586 loss: 9.988325 eta: 6:54:44 batch_cost: 0.5647 data_cost: 0.0004 ips: 3.5419 images/s [02/13 13:15:16] ppdet.engine INFO: Epoch: [6] [ 600/7329] learning_rate: 0.000100 loss_class: 0.189457 loss_bbox: 0.136826 loss_giou: 0.266035 loss_class_aux: 1.281310 loss_bbox_aux: 0.861510 loss_giou_aux: 1.679403 loss_class_dn: 0.029494 loss_bbox_dn: 0.224491 loss_giou_dn: 0.343381 loss_class_aux_dn: 0.190185 loss_bbox_aux_dn: 1.324513 loss_giou_aux_dn: 1.843987 loss: 8.427703 eta: 6:53:47 batch_cost: 0.5789 data_cost: 0.0005 ips: 3.4547 images/s [02/13 13:16:13] ppdet.engine INFO: Epoch: [6] [ 700/7329] learning_rate: 0.000100 loss_class: 0.226666 loss_bbox: 0.142291 loss_giou: 0.283526 loss_class_aux: 1.514761 loss_bbox_aux: 0.923016 loss_giou_aux: 1.732181 loss_class_dn: 0.032784 loss_bbox_dn: 0.232741 loss_giou_dn: 0.386380 loss_class_aux_dn: 0.227312 loss_bbox_aux_dn: 1.327453 loss_giou_aux_dn: 2.102523 loss: 10.620992 eta: 6:52:50 batch_cost: 0.5695 data_cost: 0.0007 ips: 3.5121 images/s [02/13 13:17:11] ppdet.engine INFO: Epoch: [6] [ 800/7329] learning_rate: 0.000100 loss_class: 0.226759 loss_bbox: 0.174473 loss_giou: 0.314840 loss_class_aux: 1.526388 loss_bbox_aux: 1.100154 loss_giou_aux: 1.938624 loss_class_dn: 0.037939 loss_bbox_dn: 0.255845 loss_giou_dn: 0.383998 loss_class_aux_dn: 0.254477 loss_bbox_aux_dn: 1.467083 loss_giou_aux_dn: 2.116898 loss: 10.491974 eta: 6:51:53 batch_cost: 0.5754 data_cost: 0.0010 ips: 3.4759 images/s [02/13 13:18:09] ppdet.engine INFO: Epoch: [6] [ 900/7329] learning_rate: 0.000100 loss_class: 0.184757 loss_bbox: 0.125363 loss_giou: 0.246387 loss_class_aux: 1.288761 loss_bbox_aux: 0.822295 loss_giou_aux: 1.536784 loss_class_dn: 0.023919 loss_bbox_dn: 0.207962 loss_giou_dn: 0.321070 loss_class_aux_dn: 0.185704 loss_bbox_aux_dn: 1.198679 loss_giou_aux_dn: 1.705903 loss: 8.170464 eta: 6:50:56 batch_cost: 0.5746 data_cost: 0.0007 ips: 3.4808 images/s [02/13 13:19:07] ppdet.engine INFO: Epoch: [6] [1000/7329] learning_rate: 0.000100 loss_class: 0.223055 loss_bbox: 0.137626 loss_giou: 0.331534 loss_class_aux: 1.477594 loss_bbox_aux: 0.911311 loss_giou_aux: 1.982933 loss_class_dn: 0.032079 loss_bbox_dn: 0.242794 loss_giou_dn: 0.394660 loss_class_aux_dn: 0.222788 loss_bbox_aux_dn: 1.321395 loss_giou_aux_dn: 2.118248 loss: 9.844594 eta: 6:49:59 batch_cost: 0.5756 data_cost: 0.0004 ips: 3.4747 images/s [02/13 13:20:05] ppdet.engine INFO: Epoch: [6] [1100/7329] learning_rate: 0.000100 loss_class: 0.216141 loss_bbox: 0.148289 loss_giou: 0.295483 loss_class_aux: 1.382990 loss_bbox_aux: 0.926263 loss_giou_aux: 1.826603 loss_class_dn: 0.034890 loss_bbox_dn: 0.242407 loss_giou_dn: 0.364528 loss_class_aux_dn: 0.219048 loss_bbox_aux_dn: 1.423893 loss_giou_aux_dn: 2.005072 loss: 9.209087 eta: 6:49:02 batch_cost: 0.5817 data_cost: 0.0004 ips: 3.4381 images/s [02/13 13:21:02] ppdet.engine INFO: Epoch: [6] [1200/7329] learning_rate: 0.000100 loss_class: 0.218006 loss_bbox: 0.149726 loss_giou: 0.255548 loss_class_aux: 1.454873 loss_bbox_aux: 0.933424 loss_giou_aux: 1.569731 loss_class_dn: 0.030589 loss_bbox_dn: 0.259270 loss_giou_dn: 0.347596 loss_class_aux_dn: 0.206884 loss_bbox_aux_dn: 1.444190 loss_giou_aux_dn: 1.863817 loss: 9.063633 eta: 6:48:04 batch_cost: 0.5653 data_cost: 0.0005 ips: 3.5377 images/s [02/13 13:22:00] ppdet.engine INFO: Epoch: [6] [1300/7329] learning_rate: 0.000100 loss_class: 0.184746 loss_bbox: 0.120153 loss_giou: 0.267968 loss_class_aux: 1.284698 loss_bbox_aux: 0.784448 loss_giou_aux: 1.757957 loss_class_dn: 0.022149 loss_bbox_dn: 0.186517 loss_giou_dn: 0.318802 loss_class_aux_dn: 0.160347 loss_bbox_aux_dn: 1.044363 loss_giou_aux_dn: 1.743567 loss: 8.699217 eta: 6:47:08 batch_cost: 0.5822 data_cost: 0.0003 ips: 3.4355 images/s [02/13 13:22:57] ppdet.engine INFO: Epoch: [6] [1400/7329] learning_rate: 0.000100 loss_class: 0.261886 loss_bbox: 0.171476 loss_giou: 0.396819 loss_class_aux: 1.781247 loss_bbox_aux: 1.019461 loss_giou_aux: 2.466870 loss_class_dn: 0.045514 loss_bbox_dn: 0.271695 loss_giou_dn: 0.488662 loss_class_aux_dn: 0.310403 loss_bbox_aux_dn: 1.543027 loss_giou_aux_dn: 2.655960 loss: 11.628644 eta: 6:46:11 batch_cost: 0.5707 data_cost: 0.0003 ips: 3.5048 images/s [02/13 13:23:55] ppdet.engine INFO: Epoch: [6] [1500/7329] learning_rate: 0.000100 loss_class: 0.212432 loss_bbox: 0.133916 loss_giou: 0.262954 loss_class_aux: 1.330059 loss_bbox_aux: 0.822659 loss_giou_aux: 1.620760 loss_class_dn: 0.026489 loss_bbox_dn: 0.234705 loss_giou_dn: 0.305910 loss_class_aux_dn: 0.178688 loss_bbox_aux_dn: 1.307702 loss_giou_aux_dn: 1.671636 loss: 8.853422 eta: 6:45:14 batch_cost: 0.5765 data_cost: 0.0005 ips: 3.4690 images/s [02/13 13:24:53] ppdet.engine INFO: Epoch: [6] [1600/7329] learning_rate: 0.000100 loss_class: 0.195258 loss_bbox: 0.147857 loss_giou: 0.322477 loss_class_aux: 1.326586 loss_bbox_aux: 0.944954 loss_giou_aux: 1.983571 loss_class_dn: 0.027823 loss_bbox_dn: 0.226867 loss_giou_dn: 0.396464 loss_class_aux_dn: 0.188204 loss_bbox_aux_dn: 1.280836 loss_giou_aux_dn: 2.191124 loss: 9.179958 eta: 6:44:16 batch_cost: 0.5715 data_cost: 0.0007 ips: 3.4997 images/s [02/13 13:25:51] ppdet.engine INFO: Epoch: [6] [1700/7329] learning_rate: 0.000100 loss_class: 0.171128 loss_bbox: 0.130645 loss_giou: 0.236592 loss_class_aux: 1.145126 loss_bbox_aux: 0.828923 loss_giou_aux: 1.539499 loss_class_dn: 0.023872 loss_bbox_dn: 0.206327 loss_giou_dn: 0.310383 loss_class_aux_dn: 0.174514 loss_bbox_aux_dn: 1.183063 loss_giou_aux_dn: 1.700328 loss: 8.709784 eta: 6:43:20 batch_cost: 0.5767 data_cost: 0.0008 ips: 3.4677 images/s [02/13 13:26:48] ppdet.engine INFO: Epoch: [6] [1800/7329] learning_rate: 0.000100 loss_class: 0.208216 loss_bbox: 0.148356 loss_giou: 0.361019 loss_class_aux: 1.386977 loss_bbox_aux: 0.959847 loss_giou_aux: 2.192006 loss_class_dn: 0.026596 loss_bbox_dn: 0.214288 loss_giou_dn: 0.391580 loss_class_aux_dn: 0.195585 loss_bbox_aux_dn: 1.219620 loss_giou_aux_dn: 2.234335 loss: 10.060040 eta: 6:42:23 batch_cost: 0.5777 data_cost: 0.0005 ips: 3.4620 images/s [02/13 13:27:47] ppdet.engine INFO: Epoch: [6] [1900/7329] learning_rate: 0.000100 loss_class: 0.181088 loss_bbox: 0.140792 loss_giou: 0.231649 loss_class_aux: 1.297780 loss_bbox_aux: 0.906913 loss_giou_aux: 1.439901 loss_class_dn: 0.025456 loss_bbox_dn: 0.215578 loss_giou_dn: 0.289118 loss_class_aux_dn: 0.186214 loss_bbox_aux_dn: 1.239343 loss_giou_aux_dn: 1.556576 loss: 7.824548 eta: 6:41:26 batch_cost: 0.5810 data_cost: 0.0006 ips: 3.4422 images/s [02/13 13:28:45] ppdet.engine INFO: Epoch: [6] [2000/7329] learning_rate: 0.000100 loss_class: 0.201277 loss_bbox: 0.148347 loss_giou: 0.245446 loss_class_aux: 1.385574 loss_bbox_aux: 0.896931 loss_giou_aux: 1.519398 loss_class_dn: 0.024196 loss_bbox_dn: 0.220375 loss_giou_dn: 0.332049 loss_class_aux_dn: 0.179634 loss_bbox_aux_dn: 1.240258 loss_giou_aux_dn: 1.909420 loss: 8.912418 eta: 6:40:30 batch_cost: 0.5794 data_cost: 0.0004 ips: 3.4516 images/s [02/13 13:29:43] ppdet.engine INFO: Epoch: [6] [2100/7329] learning_rate: 0.000100 loss_class: 0.225387 loss_bbox: 0.138652 loss_giou: 0.314355 loss_class_aux: 1.566872 loss_bbox_aux: 0.814323 loss_giou_aux: 1.929372 loss_class_dn: 0.032367 loss_bbox_dn: 0.230586 loss_giou_dn: 0.359075 loss_class_aux_dn: 0.241139 loss_bbox_aux_dn: 1.369984 loss_giou_aux_dn: 1.963481 loss: 9.207928 eta: 6:39:33 batch_cost: 0.5816 data_cost: 0.0004 ips: 3.4391 images/s [02/13 13:30:41] ppdet.engine INFO: Epoch: [6] [2200/7329] learning_rate: 0.000100 loss_class: 0.199048 loss_bbox: 0.134491 loss_giou: 0.244380 loss_class_aux: 1.388147 loss_bbox_aux: 0.865511 loss_giou_aux: 1.477894 loss_class_dn: 0.031302 loss_bbox_dn: 0.211273 loss_giou_dn: 0.317028 loss_class_aux_dn: 0.217468 loss_bbox_aux_dn: 1.186696 loss_giou_aux_dn: 1.740804 loss: 8.552330 eta: 6:38:36 batch_cost: 0.5713 data_cost: 0.0005 ips: 3.5010 images/s [02/13 13:31:39] ppdet.engine INFO: Epoch: [6] [2300/7329] learning_rate: 0.000100 loss_class: 0.192537 loss_bbox: 0.146881 loss_giou: 0.262548 loss_class_aux: 1.281669 loss_bbox_aux: 0.885679 loss_giou_aux: 1.673455 loss_class_dn: 0.025815 loss_bbox_dn: 0.255152 loss_giou_dn: 0.347371 loss_class_aux_dn: 0.188198 loss_bbox_aux_dn: 1.420384 loss_giou_aux_dn: 1.827838 loss: 9.274378 eta: 6:37:40 batch_cost: 0.5854 data_cost: 0.0003 ips: 3.4163 images/s [02/13 13:32:36] ppdet.engine INFO: Epoch: [6] [2400/7329] learning_rate: 0.000100 loss_class: 0.244068 loss_bbox: 0.155357 loss_giou: 0.354878 loss_class_aux: 1.545904 loss_bbox_aux: 0.960035 loss_giou_aux: 2.252258 loss_class_dn: 0.037189 loss_bbox_dn: 0.249143 loss_giou_dn: 0.410055 loss_class_aux_dn: 0.236247 loss_bbox_aux_dn: 1.349380 loss_giou_aux_dn: 2.232360 loss: 10.040365 eta: 6:36:42 batch_cost: 0.5654 data_cost: 0.0005 ips: 3.5376 images/s [02/13 13:33:34] ppdet.engine INFO: Epoch: [6] [2500/7329] learning_rate: 0.000100 loss_class: 0.164136 loss_bbox: 0.126663 loss_giou: 0.221389 loss_class_aux: 1.155247 loss_bbox_aux: 0.831322 loss_giou_aux: 1.375510 loss_class_dn: 0.024747 loss_bbox_dn: 0.244406 loss_giou_dn: 0.282797 loss_class_aux_dn: 0.174660 loss_bbox_aux_dn: 1.430459 loss_giou_aux_dn: 1.587692 loss: 7.997525 eta: 6:35:45 batch_cost: 0.5772 data_cost: 0.0005 ips: 3.4649 images/s [02/13 13:34:33] ppdet.engine INFO: Epoch: [6] [2600/7329] learning_rate: 0.000100 loss_class: 0.199745 loss_bbox: 0.121618 loss_giou: 0.214488 loss_class_aux: 1.347977 loss_bbox_aux: 0.796736 loss_giou_aux: 1.409538 loss_class_dn: 0.020954 loss_bbox_dn: 0.208104 loss_giou_dn: 0.312271 loss_class_aux_dn: 0.169888 loss_bbox_aux_dn: 1.152533 loss_giou_aux_dn: 1.742243 loss: 8.123187 eta: 6:34:49 batch_cost: 0.5851 data_cost: 0.0004 ips: 3.4185 images/s [02/13 13:35:31] ppdet.engine INFO: Epoch: [6] [2700/7329] learning_rate: 0.000100 loss_class: 0.194031 loss_bbox: 0.126331 loss_giou: 0.258196 loss_class_aux: 1.314518 loss_bbox_aux: 0.856501 loss_giou_aux: 1.769253 loss_class_dn: 0.021380 loss_bbox_dn: 0.198954 loss_giou_dn: 0.315540 loss_class_aux_dn: 0.168557 loss_bbox_aux_dn: 1.127621 loss_giou_aux_dn: 1.728399 loss: 8.109859 eta: 6:33:52 batch_cost: 0.5768 data_cost: 0.0004 ips: 3.4677 images/s [02/13 13:36:28] ppdet.engine INFO: Epoch: [6] [2800/7329] learning_rate: 0.000100 loss_class: 0.162576 loss_bbox: 0.125813 loss_giou: 0.173187 loss_class_aux: 1.057805 loss_bbox_aux: 0.824117 loss_giou_aux: 1.078101 loss_class_dn: 0.017351 loss_bbox_dn: 0.237923 loss_giou_dn: 0.238495 loss_class_aux_dn: 0.139260 loss_bbox_aux_dn: 1.338963 loss_giou_aux_dn: 1.358050 loss: 7.475947 eta: 6:32:55 batch_cost: 0.5692 data_cost: 0.0005 ips: 3.5134 images/s [02/13 13:37:26] ppdet.engine INFO: Epoch: [6] [2900/7329] learning_rate: 0.000100 loss_class: 0.157887 loss_bbox: 0.116448 loss_giou: 0.268484 loss_class_aux: 1.057861 loss_bbox_aux: 0.766278 loss_giou_aux: 1.607373 loss_class_dn: 0.019759 loss_bbox_dn: 0.174667 loss_giou_dn: 0.289218 loss_class_aux_dn: 0.147950 loss_bbox_aux_dn: 0.973610 loss_giou_aux_dn: 1.636078 loss: 7.590246 eta: 6:31:58 batch_cost: 0.5773 data_cost: 0.0004 ips: 3.4642 images/s [02/13 13:38:24] ppdet.engine INFO: Epoch: [6] [3000/7329] learning_rate: 0.000100 loss_class: 0.212718 loss_bbox: 0.139512 loss_giou: 0.266525 loss_class_aux: 1.424302 loss_bbox_aux: 0.877636 loss_giou_aux: 1.672312 loss_class_dn: 0.034423 loss_bbox_dn: 0.229992 loss_giou_dn: 0.368356 loss_class_aux_dn: 0.244543 loss_bbox_aux_dn: 1.262244 loss_giou_aux_dn: 2.000651 loss: 9.385324 eta: 6:31:01 batch_cost: 0.5834 data_cost: 0.0008 ips: 3.4284 images/s [02/13 13:39:21] ppdet.engine INFO: Epoch: [6] [3100/7329] learning_rate: 0.000100 loss_class: 0.217481 loss_bbox: 0.143643 loss_giou: 0.327696 loss_class_aux: 1.433517 loss_bbox_aux: 0.871225 loss_giou_aux: 1.966737 loss_class_dn: 0.029789 loss_bbox_dn: 0.203372 loss_giou_dn: 0.364754 loss_class_aux_dn: 0.207536 loss_bbox_aux_dn: 1.187451 loss_giou_aux_dn: 2.159077 loss: 9.570726 eta: 6:30:04 batch_cost: 0.5671 data_cost: 0.0004 ips: 3.5267 images/s [02/13 13:40:19] ppdet.engine INFO: Epoch: [6] [3200/7329] learning_rate: 0.000100 loss_class: 0.189007 loss_bbox: 0.129712 loss_giou: 0.256118 loss_class_aux: 1.264093 loss_bbox_aux: 0.892694 loss_giou_aux: 1.522781 loss_class_dn: 0.025382 loss_bbox_dn: 0.233852 loss_giou_dn: 0.338060 loss_class_aux_dn: 0.182464 loss_bbox_aux_dn: 1.297236 loss_giou_aux_dn: 1.766127 loss: 8.766405 eta: 6:29:07 batch_cost: 0.5773 data_cost: 0.0003 ips: 3.4647 images/s [02/13 13:41:17] ppdet.engine INFO: Epoch: [6] [3300/7329] learning_rate: 0.000100 loss_class: 0.234463 loss_bbox: 0.165563 loss_giou: 0.290820 loss_class_aux: 1.595405 loss_bbox_aux: 1.020679 loss_giou_aux: 1.797142 loss_class_dn: 0.032584 loss_bbox_dn: 0.241039 loss_giou_dn: 0.393507 loss_class_aux_dn: 0.235209 loss_bbox_aux_dn: 1.314116 loss_giou_aux_dn: 2.143556 loss: 10.594635 eta: 6:28:10 batch_cost: 0.5723 data_cost: 0.0008 ips: 3.4945 images/s [02/13 13:42:13] ppdet.engine INFO: Epoch: [6] [3400/7329] learning_rate: 0.000100 loss_class: 0.160660 loss_bbox: 0.136290 loss_giou: 0.240095 loss_class_aux: 1.031739 loss_bbox_aux: 0.874173 loss_giou_aux: 1.487654 loss_class_dn: 0.021647 loss_bbox_dn: 0.201529 loss_giou_dn: 0.272704 loss_class_aux_dn: 0.149195 loss_bbox_aux_dn: 1.137464 loss_giou_aux_dn: 1.481607 loss: 7.402194 eta: 6:27:12 batch_cost: 0.5656 data_cost: 0.0005 ips: 3.5364 images/s [02/13 13:43:12] ppdet.engine INFO: Epoch: [6] [3500/7329] learning_rate: 0.000100 loss_class: 0.222863 loss_bbox: 0.157739 loss_giou: 0.318712 loss_class_aux: 1.465893 loss_bbox_aux: 1.041052 loss_giou_aux: 2.008316 loss_class_dn: 0.029055 loss_bbox_dn: 0.234809 loss_giou_dn: 0.374448 loss_class_aux_dn: 0.226067 loss_bbox_aux_dn: 1.265653 loss_giou_aux_dn: 2.083385 loss: 9.004193 eta: 6:26:15 batch_cost: 0.5805 data_cost: 0.0006 ips: 3.4451 images/s [02/13 13:44:10] ppdet.engine INFO: Epoch: [6] [3600/7329] learning_rate: 0.000100 loss_class: 0.194315 loss_bbox: 0.128760 loss_giou: 0.286842 loss_class_aux: 1.337997 loss_bbox_aux: 0.836682 loss_giou_aux: 1.731442 loss_class_dn: 0.026759 loss_bbox_dn: 0.215785 loss_giou_dn: 0.350875 loss_class_aux_dn: 0.181498 loss_bbox_aux_dn: 1.246136 loss_giou_aux_dn: 1.884655 loss: 9.003438 eta: 6:25:18 batch_cost: 0.5768 data_cost: 0.0005 ips: 3.4673 images/s [02/13 13:45:07] ppdet.engine INFO: Epoch: [6] [3700/7329] learning_rate: 0.000100 loss_class: 0.184229 loss_bbox: 0.137977 loss_giou: 0.280661 loss_class_aux: 1.285640 loss_bbox_aux: 0.818080 loss_giou_aux: 1.709318 loss_class_dn: 0.026859 loss_bbox_dn: 0.210201 loss_giou_dn: 0.346218 loss_class_aux_dn: 0.206921 loss_bbox_aux_dn: 1.214936 loss_giou_aux_dn: 1.909677 loss: 8.965628 eta: 6:24:21 batch_cost: 0.5681 data_cost: 0.0004 ips: 3.5206 images/s [02/13 13:46:05] ppdet.engine INFO: Epoch: [6] [3800/7329] learning_rate: 0.000100 loss_class: 0.151064 loss_bbox: 0.109877 loss_giou: 0.182946 loss_class_aux: 1.028281 loss_bbox_aux: 0.748771 loss_giou_aux: 1.181250 loss_class_dn: 0.022384 loss_bbox_dn: 0.184910 loss_giou_dn: 0.259327 loss_class_aux_dn: 0.147786 loss_bbox_aux_dn: 1.077586 loss_giou_aux_dn: 1.425781 loss: 6.924244 eta: 6:23:24 batch_cost: 0.5798 data_cost: 0.0005 ips: 3.4492 images/s [02/13 13:47:04] ppdet.engine INFO: Epoch: [6] [3900/7329] learning_rate: 0.000100 loss_class: 0.203620 loss_bbox: 0.136692 loss_giou: 0.262005 loss_class_aux: 1.364624 loss_bbox_aux: 1.009511 loss_giou_aux: 1.649286 loss_class_dn: 0.023893 loss_bbox_dn: 0.241816 loss_giou_dn: 0.315619 loss_class_aux_dn: 0.175049 loss_bbox_aux_dn: 1.337120 loss_giou_aux_dn: 1.756540 loss: 9.057560 eta: 6:22:28 batch_cost: 0.5906 data_cost: 0.0004 ips: 3.3865 images/s [02/13 13:48:01] ppdet.engine INFO: Epoch: [6] [4000/7329] learning_rate: 0.000100 loss_class: 0.206860 loss_bbox: 0.123215 loss_giou: 0.235499 loss_class_aux: 1.377835 loss_bbox_aux: 0.823498 loss_giou_aux: 1.452042 loss_class_dn: 0.027000 loss_bbox_dn: 0.232842 loss_giou_dn: 0.329391 loss_class_aux_dn: 0.185406 loss_bbox_aux_dn: 1.296575 loss_giou_aux_dn: 1.832236 loss: 9.682480 eta: 6:21:31 batch_cost: 0.5680 data_cost: 0.0007 ips: 3.5209 images/s [02/13 13:48:59] ppdet.engine INFO: Epoch: [6] [4100/7329] learning_rate: 0.000100 loss_class: 0.200977 loss_bbox: 0.159207 loss_giou: 0.295947 loss_class_aux: 1.336208 loss_bbox_aux: 0.956331 loss_giou_aux: 1.841977 loss_class_dn: 0.030055 loss_bbox_dn: 0.214711 loss_giou_dn: 0.380261 loss_class_aux_dn: 0.218179 loss_bbox_aux_dn: 1.210102 loss_giou_aux_dn: 2.089813 loss: 9.211472 eta: 6:20:34 batch_cost: 0.5819 data_cost: 0.0004 ips: 3.4370 images/s [02/13 13:49:58] ppdet.engine INFO: Epoch: [6] [4200/7329] learning_rate: 0.000100 loss_class: 0.206210 loss_bbox: 0.142345 loss_giou: 0.305060 loss_class_aux: 1.363295 loss_bbox_aux: 0.923549 loss_giou_aux: 1.944669 loss_class_dn: 0.026464 loss_bbox_dn: 0.220819 loss_giou_dn: 0.364046 loss_class_aux_dn: 0.189553 loss_bbox_aux_dn: 1.278147 loss_giou_aux_dn: 2.016842 loss: 9.341097 eta: 6:19:38 batch_cost: 0.5826 data_cost: 0.0006 ips: 3.4331 images/s [02/13 13:50:55] ppdet.engine INFO: Epoch: [6] [4300/7329] learning_rate: 0.000100 loss_class: 0.229045 loss_bbox: 0.177264 loss_giou: 0.342385 loss_class_aux: 1.570085 loss_bbox_aux: 1.067534 loss_giou_aux: 2.089678 loss_class_dn: 0.032254 loss_bbox_dn: 0.251505 loss_giou_dn: 0.429699 loss_class_aux_dn: 0.223471 loss_bbox_aux_dn: 1.385985 loss_giou_aux_dn: 2.329261 loss: 11.209784 eta: 6:18:40 batch_cost: 0.5718 data_cost: 0.0005 ips: 3.4977 images/s [02/13 13:51:53] ppdet.engine INFO: Epoch: [6] [4400/7329] learning_rate: 0.000100 loss_class: 0.195624 loss_bbox: 0.135315 loss_giou: 0.300456 loss_class_aux: 1.285774 loss_bbox_aux: 0.865823 loss_giou_aux: 1.937846 loss_class_dn: 0.029748 loss_bbox_dn: 0.211572 loss_giou_dn: 0.341092 loss_class_aux_dn: 0.198129 loss_bbox_aux_dn: 1.182959 loss_giou_aux_dn: 1.884002 loss: 8.642664 eta: 6:17:43 batch_cost: 0.5767 data_cost: 0.0007 ips: 3.4683 images/s [02/13 13:52:51] ppdet.engine INFO: Epoch: [6] [4500/7329] learning_rate: 0.000100 loss_class: 0.206543 loss_bbox: 0.144943 loss_giou: 0.314355 loss_class_aux: 1.325636 loss_bbox_aux: 0.916281 loss_giou_aux: 1.910868 loss_class_dn: 0.026667 loss_bbox_dn: 0.224714 loss_giou_dn: 0.323372 loss_class_aux_dn: 0.198267 loss_bbox_aux_dn: 1.311594 loss_giou_aux_dn: 1.756001 loss: 8.641803 eta: 6:16:46 batch_cost: 0.5733 data_cost: 0.0004 ips: 3.4889 images/s [02/13 13:53:48] ppdet.engine INFO: Epoch: [6] [4600/7329] learning_rate: 0.000100 loss_class: 0.171975 loss_bbox: 0.132565 loss_giou: 0.230835 loss_class_aux: 1.127522 loss_bbox_aux: 0.834441 loss_giou_aux: 1.437381 loss_class_dn: 0.020029 loss_bbox_dn: 0.169779 loss_giou_dn: 0.271432 loss_class_aux_dn: 0.155756 loss_bbox_aux_dn: 1.010151 loss_giou_aux_dn: 1.607999 loss: 8.018435 eta: 6:15:49 batch_cost: 0.5699 data_cost: 0.0003 ips: 3.5093 images/s [02/13 13:54:45] ppdet.engine INFO: Epoch: [6] [4700/7329] learning_rate: 0.000100 loss_class: 0.221414 loss_bbox: 0.157170 loss_giou: 0.378365 loss_class_aux: 1.514013 loss_bbox_aux: 0.975262 loss_giou_aux: 2.330906 loss_class_dn: 0.039272 loss_bbox_dn: 0.227483 loss_giou_dn: 0.432993 loss_class_aux_dn: 0.245300 loss_bbox_aux_dn: 1.259310 loss_giou_aux_dn: 2.269353 loss: 10.236766 eta: 6:14:51 batch_cost: 0.5714 data_cost: 0.0004 ips: 3.5003 images/s [02/13 13:55:42] ppdet.engine INFO: Epoch: [6] [4800/7329] learning_rate: 0.000100 loss_class: 0.219695 loss_bbox: 0.146739 loss_giou: 0.270319 loss_class_aux: 1.490273 loss_bbox_aux: 0.946932 loss_giou_aux: 1.708375 loss_class_dn: 0.026678 loss_bbox_dn: 0.241708 loss_giou_dn: 0.350328 loss_class_aux_dn: 0.191902 loss_bbox_aux_dn: 1.378501 loss_giou_aux_dn: 1.873156 loss: 9.242516 eta: 6:13:54 batch_cost: 0.5683 data_cost: 0.0003 ips: 3.5194 images/s [02/13 13:56:40] ppdet.engine INFO: Epoch: [6] [4900/7329] learning_rate: 0.000100 loss_class: 0.221756 loss_bbox: 0.156565 loss_giou: 0.332321 loss_class_aux: 1.438449 loss_bbox_aux: 0.955639 loss_giou_aux: 2.083181 loss_class_dn: 0.031289 loss_bbox_dn: 0.245413 loss_giou_dn: 0.373057 loss_class_aux_dn: 0.230640 loss_bbox_aux_dn: 1.343786 loss_giou_aux_dn: 2.051754 loss: 9.619394 eta: 6:12:57 batch_cost: 0.5761 data_cost: 0.0003 ips: 3.4717 images/s [02/13 13:57:37] ppdet.engine INFO: Epoch: [6] [5000/7329] learning_rate: 0.000100 loss_class: 0.191078 loss_bbox: 0.134035 loss_giou: 0.284460 loss_class_aux: 1.343106 loss_bbox_aux: 0.833253 loss_giou_aux: 1.847742 loss_class_dn: 0.027802 loss_bbox_dn: 0.203945 loss_giou_dn: 0.324597 loss_class_aux_dn: 0.201199 loss_bbox_aux_dn: 1.179606 loss_giou_aux_dn: 1.797645 loss: 7.897700 eta: 6:11:59 batch_cost: 0.5704 data_cost: 0.0004 ips: 3.5063 images/s [02/13 13:58:36] ppdet.engine INFO: Epoch: [6] [5100/7329] learning_rate: 0.000100 loss_class: 0.167467 loss_bbox: 0.130566 loss_giou: 0.226665 loss_class_aux: 1.149879 loss_bbox_aux: 0.849514 loss_giou_aux: 1.431609 loss_class_dn: 0.021900 loss_bbox_dn: 0.204970 loss_giou_dn: 0.271602 loss_class_aux_dn: 0.151536 loss_bbox_aux_dn: 1.178325 loss_giou_aux_dn: 1.511842 loss: 8.434931 eta: 6:11:03 batch_cost: 0.5818 data_cost: 0.0005 ips: 3.4376 images/s [02/13 13:59:34] ppdet.engine INFO: Epoch: [6] [5200/7329] learning_rate: 0.000100 loss_class: 0.186723 loss_bbox: 0.149406 loss_giou: 0.269484 loss_class_aux: 1.225648 loss_bbox_aux: 0.931326 loss_giou_aux: 1.657117 loss_class_dn: 0.022444 loss_bbox_dn: 0.207320 loss_giou_dn: 0.309460 loss_class_aux_dn: 0.169073 loss_bbox_aux_dn: 1.152346 loss_giou_aux_dn: 1.713670 loss: 8.126485 eta: 6:10:06 batch_cost: 0.5802 data_cost: 0.0007 ips: 3.4468 images/s [02/13 14:00:33] ppdet.engine INFO: Epoch: [6] [5300/7329] learning_rate: 0.000100 loss_class: 0.174992 loss_bbox: 0.133737 loss_giou: 0.192458 loss_class_aux: 1.153369 loss_bbox_aux: 0.819951 loss_giou_aux: 1.254024 loss_class_dn: 0.019335 loss_bbox_dn: 0.213769 loss_giou_dn: 0.256883 loss_class_aux_dn: 0.155358 loss_bbox_aux_dn: 1.212950 loss_giou_aux_dn: 1.502665 loss: 8.287825 eta: 6:09:09 batch_cost: 0.5832 data_cost: 0.0008 ips: 3.4291 images/s [02/13 14:01:31] ppdet.engine INFO: Epoch: [6] [5400/7329] learning_rate: 0.000100 loss_class: 0.206755 loss_bbox: 0.151329 loss_giou: 0.327811 loss_class_aux: 1.401120 loss_bbox_aux: 0.991127 loss_giou_aux: 2.098189 loss_class_dn: 0.021472 loss_bbox_dn: 0.226208 loss_giou_dn: 0.372847 loss_class_aux_dn: 0.166245 loss_bbox_aux_dn: 1.333338 loss_giou_aux_dn: 2.041805 loss: 9.440663 eta: 6:08:13 batch_cost: 0.5782 data_cost: 0.0004 ips: 3.4590 images/s [02/13 14:02:29] ppdet.engine INFO: Epoch: [6] [5500/7329] learning_rate: 0.000100 loss_class: 0.177589 loss_bbox: 0.128701 loss_giou: 0.239733 loss_class_aux: 1.256038 loss_bbox_aux: 0.892446 loss_giou_aux: 1.513009 loss_class_dn: 0.028707 loss_bbox_dn: 0.229910 loss_giou_dn: 0.331709 loss_class_aux_dn: 0.188876 loss_bbox_aux_dn: 1.275536 loss_giou_aux_dn: 1.804316 loss: 8.372030 eta: 6:07:16 batch_cost: 0.5819 data_cost: 0.0003 ips: 3.4368 images/s [02/13 14:03:27] ppdet.engine INFO: Epoch: [6] [5600/7329] learning_rate: 0.000100 loss_class: 0.202966 loss_bbox: 0.131205 loss_giou: 0.266734 loss_class_aux: 1.375943 loss_bbox_aux: 0.878951 loss_giou_aux: 1.721991 loss_class_dn: 0.024948 loss_bbox_dn: 0.208744 loss_giou_dn: 0.322767 loss_class_aux_dn: 0.196006 loss_bbox_aux_dn: 1.198076 loss_giou_aux_dn: 1.731949 loss: 9.013084 eta: 6:06:19 batch_cost: 0.5754 data_cost: 0.0005 ips: 3.4756 images/s [02/13 14:04:25] ppdet.engine INFO: Epoch: [6] [5700/7329] learning_rate: 0.000100 loss_class: 0.210414 loss_bbox: 0.142482 loss_giou: 0.338384 loss_class_aux: 1.418278 loss_bbox_aux: 0.906499 loss_giou_aux: 2.170857 loss_class_dn: 0.024209 loss_bbox_dn: 0.230943 loss_giou_dn: 0.392365 loss_class_aux_dn: 0.195286 loss_bbox_aux_dn: 1.330513 loss_giou_aux_dn: 2.132048 loss: 9.927212 eta: 6:05:22 batch_cost: 0.5767 data_cost: 0.0009 ips: 3.4683 images/s [02/13 14:05:23] ppdet.engine INFO: Epoch: [6] [5800/7329] learning_rate: 0.000100 loss_class: 0.196215 loss_bbox: 0.122519 loss_giou: 0.229496 loss_class_aux: 1.322712 loss_bbox_aux: 0.759887 loss_giou_aux: 1.470029 loss_class_dn: 0.025942 loss_bbox_dn: 0.220174 loss_giou_dn: 0.303132 loss_class_aux_dn: 0.182379 loss_bbox_aux_dn: 1.258076 loss_giou_aux_dn: 1.688242 loss: 8.651909 eta: 6:04:25 batch_cost: 0.5798 data_cost: 0.0008 ips: 3.4495 images/s [02/13 14:06:22] ppdet.engine INFO: Epoch: [6] [5900/7329] learning_rate: 0.000100 loss_class: 0.200946 loss_bbox: 0.130675 loss_giou: 0.291506 loss_class_aux: 1.301592 loss_bbox_aux: 0.864308 loss_giou_aux: 1.923358 loss_class_dn: 0.023903 loss_bbox_dn: 0.208963 loss_giou_dn: 0.343317 loss_class_aux_dn: 0.176957 loss_bbox_aux_dn: 1.171352 loss_giou_aux_dn: 1.914953 loss: 8.923510 eta: 6:03:29 batch_cost: 0.5843 data_cost: 0.0004 ips: 3.4230 images/s [02/13 14:07:19] ppdet.engine INFO: Epoch: [6] [6000/7329] learning_rate: 0.000100 loss_class: 0.257446 loss_bbox: 0.166595 loss_giou: 0.378077 loss_class_aux: 1.681191 loss_bbox_aux: 1.047761 loss_giou_aux: 2.340178 loss_class_dn: 0.035842 loss_bbox_dn: 0.274811 loss_giou_dn: 0.476485 loss_class_aux_dn: 0.235669 loss_bbox_aux_dn: 1.505689 loss_giou_aux_dn: 2.565910 loss: 11.373110 eta: 6:02:31 batch_cost: 0.5713 data_cost: 0.0005 ips: 3.5006 images/s [02/13 14:08:16] ppdet.engine INFO: Epoch: [6] [6100/7329] learning_rate: 0.000100 loss_class: 0.179683 loss_bbox: 0.120989 loss_giou: 0.273155 loss_class_aux: 1.197804 loss_bbox_aux: 0.759431 loss_giou_aux: 1.713566 loss_class_dn: 0.015991 loss_bbox_dn: 0.169460 loss_giou_dn: 0.323181 loss_class_aux_dn: 0.141622 loss_bbox_aux_dn: 0.986112 loss_giou_aux_dn: 1.755904 loss: 8.024161 eta: 6:01:34 batch_cost: 0.5661 data_cost: 0.0003 ips: 3.5329 images/s [02/13 14:09:14] ppdet.engine INFO: Epoch: [6] [6200/7329] learning_rate: 0.000100 loss_class: 0.245456 loss_bbox: 0.153440 loss_giou: 0.374343 loss_class_aux: 1.621013 loss_bbox_aux: 0.930246 loss_giou_aux: 2.401064 loss_class_dn: 0.032741 loss_bbox_dn: 0.225054 loss_giou_dn: 0.405520 loss_class_aux_dn: 0.242560 loss_bbox_aux_dn: 1.258675 loss_giou_aux_dn: 2.252232 loss: 10.788929 eta: 6:00:37 batch_cost: 0.5856 data_cost: 0.0003 ips: 3.4156 images/s [02/13 14:10:12] ppdet.engine INFO: Epoch: [6] [6300/7329] learning_rate: 0.000100 loss_class: 0.190300 loss_bbox: 0.122291 loss_giou: 0.256289 loss_class_aux: 1.271241 loss_bbox_aux: 0.777202 loss_giou_aux: 1.647211 loss_class_dn: 0.028870 loss_bbox_dn: 0.181827 loss_giou_dn: 0.343940 loss_class_aux_dn: 0.186894 loss_bbox_aux_dn: 1.004721 loss_giou_aux_dn: 1.872889 loss: 8.953113 eta: 5:59:40 batch_cost: 0.5729 data_cost: 0.0004 ips: 3.4908 images/s [02/13 14:11:09] ppdet.engine INFO: Epoch: [6] [6400/7329] learning_rate: 0.000100 loss_class: 0.241479 loss_bbox: 0.173797 loss_giou: 0.278708 loss_class_aux: 1.661919 loss_bbox_aux: 1.078992 loss_giou_aux: 1.747916 loss_class_dn: 0.038411 loss_bbox_dn: 0.248660 loss_giou_dn: 0.418243 loss_class_aux_dn: 0.264637 loss_bbox_aux_dn: 1.357937 loss_giou_aux_dn: 2.289988 loss: 10.751562 eta: 5:58:43 batch_cost: 0.5722 data_cost: 0.0003 ips: 3.4952 images/s [02/13 14:12:07] ppdet.engine INFO: Epoch: [6] [6500/7329] learning_rate: 0.000100 loss_class: 0.186029 loss_bbox: 0.133555 loss_giou: 0.257602 loss_class_aux: 1.281281 loss_bbox_aux: 0.825617 loss_giou_aux: 1.595877 loss_class_dn: 0.028702 loss_bbox_dn: 0.240084 loss_giou_dn: 0.290530 loss_class_aux_dn: 0.185541 loss_bbox_aux_dn: 1.285231 loss_giou_aux_dn: 1.587108 loss: 8.425974 eta: 5:57:45 batch_cost: 0.5719 data_cost: 0.0006 ips: 3.4974 images/s [02/13 14:13:05] ppdet.engine INFO: Epoch: [6] [6600/7329] learning_rate: 0.000100 loss_class: 0.201489 loss_bbox: 0.151536 loss_giou: 0.292691 loss_class_aux: 1.291586 loss_bbox_aux: 0.943358 loss_giou_aux: 1.880964 loss_class_dn: 0.024211 loss_bbox_dn: 0.216681 loss_giou_dn: 0.350850 loss_class_aux_dn: 0.182910 loss_bbox_aux_dn: 1.278821 loss_giou_aux_dn: 1.966552 loss: 10.114172 eta: 5:56:48 batch_cost: 0.5763 data_cost: 0.0003 ips: 3.4707 images/s [02/13 14:14:03] ppdet.engine INFO: Epoch: [6] [6700/7329] learning_rate: 0.000100 loss_class: 0.174894 loss_bbox: 0.127930 loss_giou: 0.293935 loss_class_aux: 1.321719 loss_bbox_aux: 0.822261 loss_giou_aux: 1.745688 loss_class_dn: 0.020436 loss_bbox_dn: 0.199039 loss_giou_dn: 0.345483 loss_class_aux_dn: 0.163074 loss_bbox_aux_dn: 1.131945 loss_giou_aux_dn: 1.904905 loss: 8.735571 eta: 5:55:52 batch_cost: 0.5804 data_cost: 0.0003 ips: 3.4462 images/s [02/13 14:15:01] ppdet.engine INFO: Epoch: [6] [6800/7329] learning_rate: 0.000100 loss_class: 0.179582 loss_bbox: 0.133664 loss_giou: 0.318525 loss_class_aux: 1.197681 loss_bbox_aux: 0.848951 loss_giou_aux: 2.021095 loss_class_dn: 0.023425 loss_bbox_dn: 0.221558 loss_giou_dn: 0.374116 loss_class_aux_dn: 0.179609 loss_bbox_aux_dn: 1.209833 loss_giou_aux_dn: 2.013881 loss: 8.986843 eta: 5:54:55 batch_cost: 0.5801 data_cost: 0.0003 ips: 3.4477 images/s [02/13 14:15:59] ppdet.engine INFO: Epoch: [6] [6900/7329] learning_rate: 0.000100 loss_class: 0.185462 loss_bbox: 0.126421 loss_giou: 0.255901 loss_class_aux: 1.185234 loss_bbox_aux: 0.774817 loss_giou_aux: 1.544701 loss_class_dn: 0.022952 loss_bbox_dn: 0.182533 loss_giou_dn: 0.275706 loss_class_aux_dn: 0.167393 loss_bbox_aux_dn: 1.018555 loss_giou_aux_dn: 1.546804 loss: 7.480416 eta: 5:53:58 batch_cost: 0.5763 data_cost: 0.0004 ips: 3.4702 images/s [02/13 14:16:57] ppdet.engine INFO: Epoch: [6] [7000/7329] learning_rate: 0.000100 loss_class: 0.217513 loss_bbox: 0.159670 loss_giou: 0.326636 loss_class_aux: 1.359484 loss_bbox_aux: 1.042788 loss_giou_aux: 2.029449 loss_class_dn: 0.025593 loss_bbox_dn: 0.233239 loss_giou_dn: 0.387879 loss_class_aux_dn: 0.199347 loss_bbox_aux_dn: 1.296226 loss_giou_aux_dn: 2.152333 loss: 9.522943 eta: 5:53:01 batch_cost: 0.5790 data_cost: 0.0004 ips: 3.4543 images/s [02/13 14:17:56] ppdet.engine INFO: Epoch: [6] [7100/7329] learning_rate: 0.000100 loss_class: 0.186350 loss_bbox: 0.133372 loss_giou: 0.275224 loss_class_aux: 1.238725 loss_bbox_aux: 0.884837 loss_giou_aux: 1.773715 loss_class_dn: 0.026668 loss_bbox_dn: 0.200557 loss_giou_dn: 0.360995 loss_class_aux_dn: 0.187702 loss_bbox_aux_dn: 1.145309 loss_giou_aux_dn: 1.941134 loss: 8.573597 eta: 5:52:05 batch_cost: 0.5864 data_cost: 0.0007 ips: 3.4109 images/s [02/13 14:18:55] ppdet.engine INFO: Epoch: [6] [7200/7329] learning_rate: 0.000100 loss_class: 0.232817 loss_bbox: 0.151352 loss_giou: 0.346992 loss_class_aux: 1.552222 loss_bbox_aux: 1.019862 loss_giou_aux: 2.170142 loss_class_dn: 0.031836 loss_bbox_dn: 0.250167 loss_giou_dn: 0.421377 loss_class_aux_dn: 0.217399 loss_bbox_aux_dn: 1.396098 loss_giou_aux_dn: 2.302817 loss: 10.627167 eta: 5:51:08 batch_cost: 0.5860 data_cost: 0.0005 ips: 3.4130 images/s [02/13 14:19:52] ppdet.engine INFO: Epoch: [6] [7300/7329] learning_rate: 0.000100 loss_class: 0.201226 loss_bbox: 0.145339 loss_giou: 0.258105 loss_class_aux: 1.316675 loss_bbox_aux: 0.894276 loss_giou_aux: 1.629819 loss_class_dn: 0.026470 loss_bbox_dn: 0.222335 loss_giou_dn: 0.316102 loss_class_aux_dn: 0.175663 loss_bbox_aux_dn: 1.212467 loss_giou_aux_dn: 1.662281 loss: 7.815994 eta: 5:50:11 batch_cost: 0.5737 data_cost: 0.0004 ips: 3.4862 images/s [02/13 14:20:10] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 14:20:11] ppdet.engine INFO: Eval iter: 0 [02/13 14:20:22] ppdet.engine INFO: Eval iter: 100 [02/13 14:20:32] ppdet.engine INFO: Eval iter: 200 [02/13 14:20:43] ppdet.engine INFO: Eval iter: 300 [02/13 14:20:54] ppdet.engine INFO: Eval iter: 400 [02/13 14:21:05] ppdet.engine INFO: Eval iter: 500 [02/13 14:21:16] ppdet.engine INFO: Eval iter: 600 [02/13 14:21:27] ppdet.engine INFO: Eval iter: 700 [02/13 14:21:38] ppdet.engine INFO: Eval iter: 800 [02/13 14:21:48] ppdet.engine INFO: Eval iter: 900 [02/13 14:21:59] ppdet.engine INFO: Eval iter: 1000 [02/13 14:22:09] ppdet.engine INFO: Eval iter: 1100 [02/13 14:22:20] ppdet.engine INFO: Eval iter: 1200 [02/13 14:22:31] ppdet.engine INFO: Eval iter: 1300 [02/13 14:22:42] ppdet.engine INFO: Eval iter: 1400 [02/13 14:22:52] ppdet.engine INFO: Eval iter: 1500 [02/13 14:23:02] ppdet.engine INFO: Eval iter: 1600 [02/13 14:23:13] ppdet.engine INFO: Eval iter: 1700 [02/13 14:23:23] ppdet.engine 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iter: 3700 [02/13 14:27:01] ppdet.engine INFO: Eval iter: 3800 [02/13 14:27:12] ppdet.engine INFO: Eval iter: 3900 [02/13 14:27:22] ppdet.engine INFO: Eval iter: 4000 [02/13 14:27:33] ppdet.engine INFO: Eval iter: 4100 [02/13 14:27:44] ppdet.engine INFO: Eval iter: 4200 [02/13 14:27:55] ppdet.engine INFO: Eval iter: 4300 [02/13 14:28:05] ppdet.engine INFO: Eval iter: 4400 [02/13 14:28:16] ppdet.engine INFO: Eval iter: 4500 [02/13 14:28:27] ppdet.engine INFO: Eval iter: 4600 [02/13 14:28:38] ppdet.engine INFO: Eval iter: 4700 [02/13 14:28:49] ppdet.engine INFO: Eval iter: 4800 [02/13 14:29:00] ppdet.engine INFO: Eval iter: 4900 [02/13 14:29:44] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.48s) creating index... index created! [02/13 14:29:45] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.37s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=110.90s). Accumulating evaluation results... DONE (t=24.19s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.448 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.616 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.486 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.287 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.485 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.581 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.362 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.621 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.697 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.742 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.860 [02/13 14:32:16] ppdet.engine INFO: Total sample number: 5000, average FPS: 9.256570231608542 [02/13 14:32:16] ppdet.engine INFO: Best test bbox ap is 0.448. [02/13 14:32:18] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 14:32:19] ppdet.engine INFO: Epoch: [7] [ 0/7329] learning_rate: 0.000100 loss_class: 0.170452 loss_bbox: 0.128747 loss_giou: 0.223807 loss_class_aux: 1.161629 loss_bbox_aux: 0.833750 loss_giou_aux: 1.360008 loss_class_dn: 0.024349 loss_bbox_dn: 0.225817 loss_giou_dn: 0.264809 loss_class_aux_dn: 0.169788 loss_bbox_aux_dn: 1.200026 loss_giou_aux_dn: 1.447523 loss: 7.553148 eta: 5:49:54 batch_cost: 0.5729 data_cost: 0.0003 ips: 3.4913 images/s [02/13 14:33:16] ppdet.engine INFO: Epoch: [7] [ 100/7329] learning_rate: 0.000100 loss_class: 0.189226 loss_bbox: 0.142380 loss_giou: 0.246010 loss_class_aux: 1.249689 loss_bbox_aux: 0.946527 loss_giou_aux: 1.613937 loss_class_dn: 0.026109 loss_bbox_dn: 0.223380 loss_giou_dn: 0.322849 loss_class_aux_dn: 0.181224 loss_bbox_aux_dn: 1.252274 loss_giou_aux_dn: 1.802737 loss: 8.998243 eta: 5:48:57 batch_cost: 0.5708 data_cost: 0.0012 ips: 3.5039 images/s [02/13 14:34:14] ppdet.engine INFO: Epoch: [7] [ 200/7329] learning_rate: 0.000100 loss_class: 0.175201 loss_bbox: 0.122128 loss_giou: 0.299771 loss_class_aux: 1.230578 loss_bbox_aux: 0.740419 loss_giou_aux: 1.895471 loss_class_dn: 0.021728 loss_bbox_dn: 0.166099 loss_giou_dn: 0.317604 loss_class_aux_dn: 0.162397 loss_bbox_aux_dn: 0.929990 loss_giou_aux_dn: 1.817733 loss: 8.784923 eta: 5:48:00 batch_cost: 0.5780 data_cost: 0.0004 ips: 3.4600 images/s [02/13 14:35:12] ppdet.engine INFO: Epoch: [7] [ 300/7329] learning_rate: 0.000100 loss_class: 0.198748 loss_bbox: 0.163574 loss_giou: 0.294208 loss_class_aux: 1.391906 loss_bbox_aux: 1.005880 loss_giou_aux: 1.766492 loss_class_dn: 0.026105 loss_bbox_dn: 0.258501 loss_giou_dn: 0.352155 loss_class_aux_dn: 0.210510 loss_bbox_aux_dn: 1.454511 loss_giou_aux_dn: 1.887153 loss: 9.259673 eta: 5:47:03 batch_cost: 0.5720 data_cost: 0.0006 ips: 3.4964 images/s [02/13 14:36:10] ppdet.engine INFO: Epoch: [7] [ 400/7329] learning_rate: 0.000100 loss_class: 0.176469 loss_bbox: 0.123481 loss_giou: 0.296577 loss_class_aux: 1.182456 loss_bbox_aux: 0.841548 loss_giou_aux: 1.821496 loss_class_dn: 0.022840 loss_bbox_dn: 0.214932 loss_giou_dn: 0.331883 loss_class_aux_dn: 0.174265 loss_bbox_aux_dn: 1.243580 loss_giou_aux_dn: 1.806398 loss: 8.222772 eta: 5:46:06 batch_cost: 0.5769 data_cost: 0.0007 ips: 3.4671 images/s [02/13 14:37:07] ppdet.engine INFO: Epoch: [7] [ 500/7329] learning_rate: 0.000100 loss_class: 0.199923 loss_bbox: 0.135456 loss_giou: 0.246149 loss_class_aux: 1.337769 loss_bbox_aux: 0.872043 loss_giou_aux: 1.540728 loss_class_dn: 0.026016 loss_bbox_dn: 0.225969 loss_giou_dn: 0.301857 loss_class_aux_dn: 0.191362 loss_bbox_aux_dn: 1.264740 loss_giou_aux_dn: 1.727342 loss: 9.089769 eta: 5:45:08 batch_cost: 0.5694 data_cost: 0.0005 ips: 3.5122 images/s [02/13 14:38:04] ppdet.engine INFO: Epoch: [7] [ 600/7329] learning_rate: 0.000100 loss_class: 0.154876 loss_bbox: 0.115339 loss_giou: 0.234989 loss_class_aux: 1.060498 loss_bbox_aux: 0.774931 loss_giou_aux: 1.436123 loss_class_dn: 0.021435 loss_bbox_dn: 0.206329 loss_giou_dn: 0.274547 loss_class_aux_dn: 0.143381 loss_bbox_aux_dn: 1.229660 loss_giou_aux_dn: 1.502782 loss: 7.341684 eta: 5:44:11 batch_cost: 0.5722 data_cost: 0.0005 ips: 3.4953 images/s [02/13 14:39:02] ppdet.engine INFO: Epoch: [7] [ 700/7329] learning_rate: 0.000100 loss_class: 0.207842 loss_bbox: 0.167274 loss_giou: 0.357628 loss_class_aux: 1.394161 loss_bbox_aux: 1.066372 loss_giou_aux: 2.170532 loss_class_dn: 0.030869 loss_bbox_dn: 0.236329 loss_giou_dn: 0.406391 loss_class_aux_dn: 0.197325 loss_bbox_aux_dn: 1.335233 loss_giou_aux_dn: 2.158325 loss: 10.301473 eta: 5:43:14 batch_cost: 0.5770 data_cost: 0.0004 ips: 3.4660 images/s [02/13 14:40:00] ppdet.engine INFO: Epoch: [7] [ 800/7329] learning_rate: 0.000100 loss_class: 0.208502 loss_bbox: 0.141307 loss_giou: 0.342586 loss_class_aux: 1.394840 loss_bbox_aux: 0.963886 loss_giou_aux: 2.157645 loss_class_dn: 0.034040 loss_bbox_dn: 0.221889 loss_giou_dn: 0.396384 loss_class_aux_dn: 0.247911 loss_bbox_aux_dn: 1.328798 loss_giou_aux_dn: 2.103847 loss: 10.212084 eta: 5:42:17 batch_cost: 0.5795 data_cost: 0.0007 ips: 3.4511 images/s [02/13 14:40:59] ppdet.engine INFO: Epoch: [7] [ 900/7329] learning_rate: 0.000100 loss_class: 0.182578 loss_bbox: 0.157822 loss_giou: 0.263816 loss_class_aux: 1.262545 loss_bbox_aux: 0.998099 loss_giou_aux: 1.671265 loss_class_dn: 0.028181 loss_bbox_dn: 0.233194 loss_giou_dn: 0.327361 loss_class_aux_dn: 0.190654 loss_bbox_aux_dn: 1.344331 loss_giou_aux_dn: 1.773126 loss: 8.484435 eta: 5:41:20 batch_cost: 0.5823 data_cost: 0.0004 ips: 3.4346 images/s [02/13 14:41:57] ppdet.engine INFO: Epoch: [7] [1000/7329] learning_rate: 0.000100 loss_class: 0.169593 loss_bbox: 0.113499 loss_giou: 0.206927 loss_class_aux: 1.153545 loss_bbox_aux: 0.732077 loss_giou_aux: 1.303412 loss_class_dn: 0.021286 loss_bbox_dn: 0.190119 loss_giou_dn: 0.262174 loss_class_aux_dn: 0.166704 loss_bbox_aux_dn: 1.162255 loss_giou_aux_dn: 1.490006 loss: 7.132144 eta: 5:40:23 batch_cost: 0.5787 data_cost: 0.0003 ips: 3.4559 images/s [02/13 14:42:56] ppdet.engine INFO: Epoch: [7] [1100/7329] learning_rate: 0.000100 loss_class: 0.212048 loss_bbox: 0.153274 loss_giou: 0.315641 loss_class_aux: 1.440671 loss_bbox_aux: 0.938425 loss_giou_aux: 1.952569 loss_class_dn: 0.031623 loss_bbox_dn: 0.237082 loss_giou_dn: 0.361645 loss_class_aux_dn: 0.214988 loss_bbox_aux_dn: 1.344728 loss_giou_aux_dn: 1.968716 loss: 9.501335 eta: 5:39:27 batch_cost: 0.5864 data_cost: 0.0004 ips: 3.4108 images/s [02/13 14:43:54] ppdet.engine INFO: Epoch: [7] [1200/7329] learning_rate: 0.000100 loss_class: 0.166352 loss_bbox: 0.123926 loss_giou: 0.233263 loss_class_aux: 1.152187 loss_bbox_aux: 0.807622 loss_giou_aux: 1.500951 loss_class_dn: 0.022274 loss_bbox_dn: 0.212461 loss_giou_dn: 0.317331 loss_class_aux_dn: 0.162854 loss_bbox_aux_dn: 1.214988 loss_giou_aux_dn: 1.721529 loss: 8.187555 eta: 5:38:30 batch_cost: 0.5744 data_cost: 0.0005 ips: 3.4821 images/s [02/13 14:44:52] ppdet.engine INFO: Epoch: [7] [1300/7329] learning_rate: 0.000100 loss_class: 0.173157 loss_bbox: 0.135656 loss_giou: 0.270974 loss_class_aux: 1.194673 loss_bbox_aux: 0.887031 loss_giou_aux: 1.745481 loss_class_dn: 0.027727 loss_bbox_dn: 0.203410 loss_giou_dn: 0.339268 loss_class_aux_dn: 0.197753 loss_bbox_aux_dn: 1.134637 loss_giou_aux_dn: 1.914851 loss: 8.263864 eta: 5:37:33 batch_cost: 0.5815 data_cost: 0.0003 ips: 3.4395 images/s [02/13 14:45:50] ppdet.engine INFO: Epoch: [7] [1400/7329] learning_rate: 0.000100 loss_class: 0.204021 loss_bbox: 0.143818 loss_giou: 0.302438 loss_class_aux: 1.356862 loss_bbox_aux: 0.880173 loss_giou_aux: 1.930862 loss_class_dn: 0.025520 loss_bbox_dn: 0.213532 loss_giou_dn: 0.387906 loss_class_aux_dn: 0.196879 loss_bbox_aux_dn: 1.205541 loss_giou_aux_dn: 2.151333 loss: 9.271925 eta: 5:36:36 batch_cost: 0.5808 data_cost: 0.0005 ips: 3.4434 images/s [02/13 14:46:48] ppdet.engine INFO: Epoch: [7] [1500/7329] learning_rate: 0.000100 loss_class: 0.146939 loss_bbox: 0.123177 loss_giou: 0.248375 loss_class_aux: 0.991558 loss_bbox_aux: 0.760309 loss_giou_aux: 1.589691 loss_class_dn: 0.018822 loss_bbox_dn: 0.198161 loss_giou_dn: 0.317110 loss_class_aux_dn: 0.147979 loss_bbox_aux_dn: 1.134342 loss_giou_aux_dn: 1.676883 loss: 7.192248 eta: 5:35:39 batch_cost: 0.5745 data_cost: 0.0007 ips: 3.4810 images/s [02/13 14:47:45] ppdet.engine INFO: Epoch: [7] [1600/7329] learning_rate: 0.000100 loss_class: 0.199659 loss_bbox: 0.138484 loss_giou: 0.274802 loss_class_aux: 1.222396 loss_bbox_aux: 0.853186 loss_giou_aux: 1.682626 loss_class_dn: 0.028331 loss_bbox_dn: 0.206124 loss_giou_dn: 0.302188 loss_class_aux_dn: 0.192577 loss_bbox_aux_dn: 1.258925 loss_giou_aux_dn: 1.671233 loss: 8.535794 eta: 5:34:42 batch_cost: 0.5699 data_cost: 0.0005 ips: 3.5092 images/s [02/13 14:48:42] ppdet.engine INFO: Epoch: [7] [1700/7329] learning_rate: 0.000100 loss_class: 0.222337 loss_bbox: 0.160488 loss_giou: 0.331807 loss_class_aux: 1.472859 loss_bbox_aux: 0.949520 loss_giou_aux: 2.006775 loss_class_dn: 0.035272 loss_bbox_dn: 0.257026 loss_giou_dn: 0.382305 loss_class_aux_dn: 0.233913 loss_bbox_aux_dn: 1.518705 loss_giou_aux_dn: 2.069331 loss: 10.150541 eta: 5:33:44 batch_cost: 0.5696 data_cost: 0.0006 ips: 3.5113 images/s [02/13 14:49:41] ppdet.engine INFO: Epoch: [7] [1800/7329] learning_rate: 0.000100 loss_class: 0.248953 loss_bbox: 0.158654 loss_giou: 0.408121 loss_class_aux: 1.739999 loss_bbox_aux: 0.969077 loss_giou_aux: 2.580528 loss_class_dn: 0.028982 loss_bbox_dn: 0.211913 loss_giou_dn: 0.464429 loss_class_aux_dn: 0.212662 loss_bbox_aux_dn: 1.152787 loss_giou_aux_dn: 2.504264 loss: 10.693774 eta: 5:32:47 batch_cost: 0.5821 data_cost: 0.0009 ips: 3.4356 images/s [02/13 14:50:38] ppdet.engine INFO: Epoch: [7] [1900/7329] learning_rate: 0.000100 loss_class: 0.184807 loss_bbox: 0.137589 loss_giou: 0.250319 loss_class_aux: 1.156061 loss_bbox_aux: 0.841185 loss_giou_aux: 1.601125 loss_class_dn: 0.024307 loss_bbox_dn: 0.211925 loss_giou_dn: 0.316847 loss_class_aux_dn: 0.152216 loss_bbox_aux_dn: 1.210091 loss_giou_aux_dn: 1.716681 loss: 8.239041 eta: 5:31:50 batch_cost: 0.5733 data_cost: 0.0006 ips: 3.4885 images/s [02/13 14:51:36] ppdet.engine INFO: Epoch: [7] [2000/7329] learning_rate: 0.000100 loss_class: 0.199234 loss_bbox: 0.129334 loss_giou: 0.305126 loss_class_aux: 1.291945 loss_bbox_aux: 0.844726 loss_giou_aux: 1.863598 loss_class_dn: 0.022859 loss_bbox_dn: 0.188046 loss_giou_dn: 0.361783 loss_class_aux_dn: 0.170933 loss_bbox_aux_dn: 1.130367 loss_giou_aux_dn: 2.019821 loss: 9.329739 eta: 5:30:53 batch_cost: 0.5708 data_cost: 0.0004 ips: 3.5040 images/s [02/13 14:52:35] ppdet.engine INFO: Epoch: [7] [2100/7329] learning_rate: 0.000100 loss_class: 0.211003 loss_bbox: 0.160319 loss_giou: 0.274328 loss_class_aux: 1.433661 loss_bbox_aux: 0.972539 loss_giou_aux: 1.674373 loss_class_dn: 0.028727 loss_bbox_dn: 0.259225 loss_giou_dn: 0.358817 loss_class_aux_dn: 0.198101 loss_bbox_aux_dn: 1.439057 loss_giou_aux_dn: 2.007407 loss: 8.539124 eta: 5:29:56 batch_cost: 0.5891 data_cost: 0.0006 ips: 3.3948 images/s [02/13 14:53:32] ppdet.engine INFO: Epoch: [7] [2200/7329] learning_rate: 0.000100 loss_class: 0.206044 loss_bbox: 0.148839 loss_giou: 0.249174 loss_class_aux: 1.335808 loss_bbox_aux: 0.947641 loss_giou_aux: 1.629215 loss_class_dn: 0.026192 loss_bbox_dn: 0.207309 loss_giou_dn: 0.352581 loss_class_aux_dn: 0.191343 loss_bbox_aux_dn: 1.203529 loss_giou_aux_dn: 1.952181 loss: 9.152512 eta: 5:28:59 batch_cost: 0.5720 data_cost: 0.0006 ips: 3.4963 images/s [02/13 14:54:31] ppdet.engine INFO: Epoch: [7] [2300/7329] learning_rate: 0.000100 loss_class: 0.183582 loss_bbox: 0.118508 loss_giou: 0.234849 loss_class_aux: 1.209774 loss_bbox_aux: 0.700203 loss_giou_aux: 1.433794 loss_class_dn: 0.019365 loss_bbox_dn: 0.165348 loss_giou_dn: 0.266862 loss_class_aux_dn: 0.151674 loss_bbox_aux_dn: 0.973540 loss_giou_aux_dn: 1.502305 loss: 7.360732 eta: 5:28:02 batch_cost: 0.5835 data_cost: 0.0004 ips: 3.4273 images/s [02/13 14:55:29] ppdet.engine INFO: Epoch: [7] [2400/7329] learning_rate: 0.000100 loss_class: 0.199850 loss_bbox: 0.144780 loss_giou: 0.256646 loss_class_aux: 1.359504 loss_bbox_aux: 0.896489 loss_giou_aux: 1.741842 loss_class_dn: 0.028193 loss_bbox_dn: 0.224898 loss_giou_dn: 0.333514 loss_class_aux_dn: 0.197006 loss_bbox_aux_dn: 1.278933 loss_giou_aux_dn: 1.889142 loss: 8.807671 eta: 5:27:05 batch_cost: 0.5768 data_cost: 0.0006 ips: 3.4675 images/s [02/13 14:56:27] ppdet.engine INFO: Epoch: [7] [2500/7329] learning_rate: 0.000100 loss_class: 0.163444 loss_bbox: 0.126720 loss_giou: 0.284159 loss_class_aux: 1.190336 loss_bbox_aux: 0.825517 loss_giou_aux: 1.797169 loss_class_dn: 0.025225 loss_bbox_dn: 0.178493 loss_giou_dn: 0.340911 loss_class_aux_dn: 0.175352 loss_bbox_aux_dn: 1.034611 loss_giou_aux_dn: 1.877223 loss: 8.562273 eta: 5:26:09 batch_cost: 0.5839 data_cost: 0.0003 ips: 3.4253 images/s [02/13 14:57:25] ppdet.engine INFO: Epoch: [7] [2600/7329] learning_rate: 0.000100 loss_class: 0.183994 loss_bbox: 0.133410 loss_giou: 0.243334 loss_class_aux: 1.204123 loss_bbox_aux: 0.798900 loss_giou_aux: 1.552419 loss_class_dn: 0.022295 loss_bbox_dn: 0.226486 loss_giou_dn: 0.289402 loss_class_aux_dn: 0.171718 loss_bbox_aux_dn: 1.266047 loss_giou_aux_dn: 1.717494 loss: 8.537622 eta: 5:25:11 batch_cost: 0.5753 data_cost: 0.0006 ips: 3.4762 images/s [02/13 14:58:23] ppdet.engine INFO: Epoch: [7] [2700/7329] learning_rate: 0.000100 loss_class: 0.204899 loss_bbox: 0.152638 loss_giou: 0.328662 loss_class_aux: 1.400671 loss_bbox_aux: 0.952041 loss_giou_aux: 2.009622 loss_class_dn: 0.030567 loss_bbox_dn: 0.227807 loss_giou_dn: 0.362455 loss_class_aux_dn: 0.201537 loss_bbox_aux_dn: 1.298414 loss_giou_aux_dn: 1.978065 loss: 9.378106 eta: 5:24:15 batch_cost: 0.5802 data_cost: 0.0004 ips: 3.4470 images/s [02/13 14:59:21] ppdet.engine INFO: Epoch: [7] [2800/7329] learning_rate: 0.000100 loss_class: 0.158806 loss_bbox: 0.128453 loss_giou: 0.202350 loss_class_aux: 1.079274 loss_bbox_aux: 0.771975 loss_giou_aux: 1.354296 loss_class_dn: 0.020452 loss_bbox_dn: 0.199980 loss_giou_dn: 0.265803 loss_class_aux_dn: 0.153546 loss_bbox_aux_dn: 1.141525 loss_giou_aux_dn: 1.500629 loss: 7.264307 eta: 5:23:17 batch_cost: 0.5724 data_cost: 0.0006 ips: 3.4939 images/s [02/13 15:00:19] ppdet.engine INFO: Epoch: [7] [2900/7329] learning_rate: 0.000100 loss_class: 0.177037 loss_bbox: 0.132750 loss_giou: 0.256007 loss_class_aux: 1.159841 loss_bbox_aux: 0.813894 loss_giou_aux: 1.607017 loss_class_dn: 0.018900 loss_bbox_dn: 0.183572 loss_giou_dn: 0.297502 loss_class_aux_dn: 0.151255 loss_bbox_aux_dn: 1.052850 loss_giou_aux_dn: 1.603077 loss: 7.729017 eta: 5:22:20 batch_cost: 0.5814 data_cost: 0.0007 ips: 3.4403 images/s [02/13 15:01:17] ppdet.engine INFO: Epoch: [7] [3000/7329] learning_rate: 0.000100 loss_class: 0.192020 loss_bbox: 0.139472 loss_giou: 0.266346 loss_class_aux: 1.240156 loss_bbox_aux: 0.857662 loss_giou_aux: 1.813626 loss_class_dn: 0.023648 loss_bbox_dn: 0.201329 loss_giou_dn: 0.316249 loss_class_aux_dn: 0.172268 loss_bbox_aux_dn: 1.111677 loss_giou_aux_dn: 1.745772 loss: 8.023419 eta: 5:21:23 batch_cost: 0.5766 data_cost: 0.0003 ips: 3.4685 images/s [02/13 15:02:15] ppdet.engine INFO: Epoch: [7] [3100/7329] learning_rate: 0.000100 loss_class: 0.165034 loss_bbox: 0.127632 loss_giou: 0.223449 loss_class_aux: 1.055038 loss_bbox_aux: 0.862061 loss_giou_aux: 1.365637 loss_class_dn: 0.020240 loss_bbox_dn: 0.205291 loss_giou_dn: 0.266075 loss_class_aux_dn: 0.158509 loss_bbox_aux_dn: 1.162290 loss_giou_aux_dn: 1.467703 loss: 7.532705 eta: 5:20:26 batch_cost: 0.5792 data_cost: 0.0004 ips: 3.4530 images/s [02/13 15:03:13] ppdet.engine INFO: Epoch: [7] [3200/7329] learning_rate: 0.000100 loss_class: 0.178711 loss_bbox: 0.147644 loss_giou: 0.271222 loss_class_aux: 1.194433 loss_bbox_aux: 0.917108 loss_giou_aux: 1.771477 loss_class_dn: 0.025640 loss_bbox_dn: 0.203700 loss_giou_dn: 0.345247 loss_class_aux_dn: 0.178350 loss_bbox_aux_dn: 1.181326 loss_giou_aux_dn: 1.931036 loss: 8.653803 eta: 5:19:30 batch_cost: 0.5816 data_cost: 0.0005 ips: 3.4390 images/s [02/13 15:04:11] ppdet.engine INFO: Epoch: [7] [3300/7329] learning_rate: 0.000100 loss_class: 0.161913 loss_bbox: 0.124230 loss_giou: 0.280300 loss_class_aux: 1.054576 loss_bbox_aux: 0.772189 loss_giou_aux: 1.759009 loss_class_dn: 0.021165 loss_bbox_dn: 0.171414 loss_giou_dn: 0.299540 loss_class_aux_dn: 0.158555 loss_bbox_aux_dn: 1.052053 loss_giou_aux_dn: 1.597181 loss: 7.949000 eta: 5:18:32 batch_cost: 0.5717 data_cost: 0.0005 ips: 3.4984 images/s [02/13 15:05:10] ppdet.engine INFO: Epoch: [7] [3400/7329] learning_rate: 0.000100 loss_class: 0.173495 loss_bbox: 0.126032 loss_giou: 0.292607 loss_class_aux: 1.231062 loss_bbox_aux: 0.808580 loss_giou_aux: 1.819067 loss_class_dn: 0.022404 loss_bbox_dn: 0.176113 loss_giou_dn: 0.318236 loss_class_aux_dn: 0.165549 loss_bbox_aux_dn: 0.988363 loss_giou_aux_dn: 1.786132 loss: 8.086876 eta: 5:17:36 batch_cost: 0.5860 data_cost: 0.0005 ips: 3.4130 images/s [02/13 15:06:08] ppdet.engine INFO: Epoch: [7] [3500/7329] learning_rate: 0.000100 loss_class: 0.183368 loss_bbox: 0.137445 loss_giou: 0.286530 loss_class_aux: 1.289339 loss_bbox_aux: 0.858665 loss_giou_aux: 1.799506 loss_class_dn: 0.025288 loss_bbox_dn: 0.226769 loss_giou_dn: 0.337621 loss_class_aux_dn: 0.178593 loss_bbox_aux_dn: 1.216651 loss_giou_aux_dn: 1.845087 loss: 8.759512 eta: 5:16:39 batch_cost: 0.5805 data_cost: 0.0007 ips: 3.4452 images/s [02/13 15:07:06] ppdet.engine INFO: Epoch: [7] [3600/7329] learning_rate: 0.000100 loss_class: 0.189291 loss_bbox: 0.139270 loss_giou: 0.258737 loss_class_aux: 1.244373 loss_bbox_aux: 0.885477 loss_giou_aux: 1.611853 loss_class_dn: 0.026845 loss_bbox_dn: 0.208990 loss_giou_dn: 0.304204 loss_class_aux_dn: 0.188536 loss_bbox_aux_dn: 1.192333 loss_giou_aux_dn: 1.679389 loss: 8.669704 eta: 5:15:42 batch_cost: 0.5769 data_cost: 0.0006 ips: 3.4670 images/s [02/13 15:08:04] ppdet.engine INFO: Epoch: [7] [3700/7329] learning_rate: 0.000100 loss_class: 0.215866 loss_bbox: 0.160290 loss_giou: 0.266601 loss_class_aux: 1.508612 loss_bbox_aux: 1.039533 loss_giou_aux: 1.644997 loss_class_dn: 0.026844 loss_bbox_dn: 0.245493 loss_giou_dn: 0.367385 loss_class_aux_dn: 0.214452 loss_bbox_aux_dn: 1.340466 loss_giou_aux_dn: 1.990297 loss: 9.812436 eta: 5:14:45 batch_cost: 0.5798 data_cost: 0.0005 ips: 3.4497 images/s [02/13 15:09:01] ppdet.engine INFO: Epoch: [7] [3800/7329] learning_rate: 0.000100 loss_class: 0.197966 loss_bbox: 0.142123 loss_giou: 0.229687 loss_class_aux: 1.429520 loss_bbox_aux: 0.936129 loss_giou_aux: 1.462675 loss_class_dn: 0.027271 loss_bbox_dn: 0.232712 loss_giou_dn: 0.303062 loss_class_aux_dn: 0.198737 loss_bbox_aux_dn: 1.341980 loss_giou_aux_dn: 1.673967 loss: 8.724611 eta: 5:13:47 batch_cost: 0.5709 data_cost: 0.0007 ips: 3.5032 images/s [02/13 15:09:59] ppdet.engine INFO: Epoch: [7] [3900/7329] learning_rate: 0.000100 loss_class: 0.192390 loss_bbox: 0.141059 loss_giou: 0.252291 loss_class_aux: 1.255139 loss_bbox_aux: 0.953639 loss_giou_aux: 1.541484 loss_class_dn: 0.029361 loss_bbox_dn: 0.223669 loss_giou_dn: 0.336917 loss_class_aux_dn: 0.199078 loss_bbox_aux_dn: 1.243042 loss_giou_aux_dn: 1.902098 loss: 8.690398 eta: 5:12:50 batch_cost: 0.5765 data_cost: 0.0003 ips: 3.4691 images/s [02/13 15:10:57] ppdet.engine INFO: Epoch: [7] [4000/7329] learning_rate: 0.000100 loss_class: 0.170078 loss_bbox: 0.127697 loss_giou: 0.260874 loss_class_aux: 1.176798 loss_bbox_aux: 0.846345 loss_giou_aux: 1.629031 loss_class_dn: 0.017858 loss_bbox_dn: 0.177543 loss_giou_dn: 0.275744 loss_class_aux_dn: 0.139171 loss_bbox_aux_dn: 1.024999 loss_giou_aux_dn: 1.521784 loss: 7.752770 eta: 5:11:53 batch_cost: 0.5761 data_cost: 0.0006 ips: 3.4716 images/s [02/13 15:11:55] ppdet.engine INFO: Epoch: [7] [4100/7329] learning_rate: 0.000100 loss_class: 0.178450 loss_bbox: 0.131597 loss_giou: 0.265034 loss_class_aux: 1.176898 loss_bbox_aux: 0.815003 loss_giou_aux: 1.598292 loss_class_dn: 0.022793 loss_bbox_dn: 0.198051 loss_giou_dn: 0.327767 loss_class_aux_dn: 0.177668 loss_bbox_aux_dn: 1.077475 loss_giou_aux_dn: 1.822294 loss: 8.607052 eta: 5:10:56 batch_cost: 0.5768 data_cost: 0.0007 ips: 3.4674 images/s [02/13 15:12:53] ppdet.engine INFO: Epoch: [7] [4200/7329] learning_rate: 0.000100 loss_class: 0.191252 loss_bbox: 0.137141 loss_giou: 0.248794 loss_class_aux: 1.273589 loss_bbox_aux: 0.875595 loss_giou_aux: 1.705941 loss_class_dn: 0.023437 loss_bbox_dn: 0.213449 loss_giou_dn: 0.335085 loss_class_aux_dn: 0.170846 loss_bbox_aux_dn: 1.219878 loss_giou_aux_dn: 1.825710 loss: 9.195263 eta: 5:09:59 batch_cost: 0.5806 data_cost: 0.0004 ips: 3.4445 images/s [02/13 15:13:51] ppdet.engine INFO: Epoch: [7] [4300/7329] learning_rate: 0.000100 loss_class: 0.132746 loss_bbox: 0.110725 loss_giou: 0.203762 loss_class_aux: 0.922446 loss_bbox_aux: 0.716842 loss_giou_aux: 1.256757 loss_class_dn: 0.017824 loss_bbox_dn: 0.163103 loss_giou_dn: 0.248371 loss_class_aux_dn: 0.127730 loss_bbox_aux_dn: 1.005889 loss_giou_aux_dn: 1.351026 loss: 6.175464 eta: 5:09:02 batch_cost: 0.5762 data_cost: 0.0005 ips: 3.4710 images/s [02/13 15:14:49] ppdet.engine INFO: Epoch: [7] [4400/7329] learning_rate: 0.000100 loss_class: 0.195148 loss_bbox: 0.124880 loss_giou: 0.285290 loss_class_aux: 1.325786 loss_bbox_aux: 0.779302 loss_giou_aux: 1.745263 loss_class_dn: 0.025427 loss_bbox_dn: 0.193916 loss_giou_dn: 0.348829 loss_class_aux_dn: 0.183989 loss_bbox_aux_dn: 1.162107 loss_giou_aux_dn: 1.960724 loss: 9.301279 eta: 5:08:05 batch_cost: 0.5770 data_cost: 0.0004 ips: 3.4664 images/s [02/13 15:15:47] ppdet.engine INFO: Epoch: [7] [4500/7329] learning_rate: 0.000100 loss_class: 0.191644 loss_bbox: 0.139058 loss_giou: 0.262116 loss_class_aux: 1.270738 loss_bbox_aux: 0.861832 loss_giou_aux: 1.708835 loss_class_dn: 0.025590 loss_bbox_dn: 0.202836 loss_giou_dn: 0.327345 loss_class_aux_dn: 0.181736 loss_bbox_aux_dn: 1.165314 loss_giou_aux_dn: 1.868562 loss: 8.945408 eta: 5:07:08 batch_cost: 0.5805 data_cost: 0.0006 ips: 3.4450 images/s [02/13 15:16:45] ppdet.engine INFO: Epoch: [7] [4600/7329] learning_rate: 0.000100 loss_class: 0.172520 loss_bbox: 0.130050 loss_giou: 0.235994 loss_class_aux: 1.123427 loss_bbox_aux: 0.803610 loss_giou_aux: 1.588163 loss_class_dn: 0.019694 loss_bbox_dn: 0.208869 loss_giou_dn: 0.290293 loss_class_aux_dn: 0.166903 loss_bbox_aux_dn: 1.144901 loss_giou_aux_dn: 1.611133 loss: 8.041322 eta: 5:06:11 batch_cost: 0.5754 data_cost: 0.0008 ips: 3.4758 images/s [02/13 15:17:43] ppdet.engine INFO: Epoch: [7] [4700/7329] learning_rate: 0.000100 loss_class: 0.180380 loss_bbox: 0.144574 loss_giou: 0.278389 loss_class_aux: 1.275247 loss_bbox_aux: 0.952368 loss_giou_aux: 1.662308 loss_class_dn: 0.020909 loss_bbox_dn: 0.203513 loss_giou_dn: 0.295981 loss_class_aux_dn: 0.183721 loss_bbox_aux_dn: 1.180492 loss_giou_aux_dn: 1.585150 loss: 8.235527 eta: 5:05:14 batch_cost: 0.5780 data_cost: 0.0003 ips: 3.4600 images/s [02/13 15:18:41] ppdet.engine INFO: Epoch: [7] [4800/7329] learning_rate: 0.000100 loss_class: 0.179516 loss_bbox: 0.118509 loss_giou: 0.248956 loss_class_aux: 1.191885 loss_bbox_aux: 0.773404 loss_giou_aux: 1.437920 loss_class_dn: 0.020689 loss_bbox_dn: 0.190821 loss_giou_dn: 0.299226 loss_class_aux_dn: 0.151079 loss_bbox_aux_dn: 1.124741 loss_giou_aux_dn: 1.645942 loss: 7.889690 eta: 5:04:17 batch_cost: 0.5829 data_cost: 0.0007 ips: 3.4311 images/s [02/13 15:19:41] ppdet.engine INFO: Epoch: [7] [4900/7329] learning_rate: 0.000100 loss_class: 0.156464 loss_bbox: 0.107905 loss_giou: 0.193265 loss_class_aux: 1.002848 loss_bbox_aux: 0.659701 loss_giou_aux: 1.244918 loss_class_dn: 0.021657 loss_bbox_dn: 0.169973 loss_giou_dn: 0.238522 loss_class_aux_dn: 0.150670 loss_bbox_aux_dn: 1.021436 loss_giou_aux_dn: 1.365452 loss: 6.790761 eta: 5:03:20 batch_cost: 0.5900 data_cost: 0.0006 ips: 3.3897 images/s [02/13 15:20:37] ppdet.engine INFO: Epoch: [7] [5000/7329] learning_rate: 0.000100 loss_class: 0.193007 loss_bbox: 0.126523 loss_giou: 0.260624 loss_class_aux: 1.276799 loss_bbox_aux: 0.798231 loss_giou_aux: 1.633016 loss_class_dn: 0.022713 loss_bbox_dn: 0.198011 loss_giou_dn: 0.337782 loss_class_aux_dn: 0.159286 loss_bbox_aux_dn: 1.072878 loss_giou_aux_dn: 1.881468 loss: 8.484439 eta: 5:02:23 batch_cost: 0.5672 data_cost: 0.0004 ips: 3.5260 images/s [02/13 15:21:36] ppdet.engine INFO: Epoch: [7] [5100/7329] learning_rate: 0.000100 loss_class: 0.164389 loss_bbox: 0.121380 loss_giou: 0.230560 loss_class_aux: 1.096779 loss_bbox_aux: 0.754109 loss_giou_aux: 1.464077 loss_class_dn: 0.028320 loss_bbox_dn: 0.193504 loss_giou_dn: 0.282335 loss_class_aux_dn: 0.196340 loss_bbox_aux_dn: 1.081935 loss_giou_aux_dn: 1.661882 loss: 8.673330 eta: 5:01:26 batch_cost: 0.5836 data_cost: 0.0003 ips: 3.4268 images/s [02/13 15:22:33] ppdet.engine INFO: Epoch: [7] [5200/7329] learning_rate: 0.000100 loss_class: 0.142655 loss_bbox: 0.109915 loss_giou: 0.215984 loss_class_aux: 0.971211 loss_bbox_aux: 0.733964 loss_giou_aux: 1.272854 loss_class_dn: 0.021363 loss_bbox_dn: 0.188163 loss_giou_dn: 0.250364 loss_class_aux_dn: 0.134844 loss_bbox_aux_dn: 1.108783 loss_giou_aux_dn: 1.407972 loss: 7.042087 eta: 5:00:28 batch_cost: 0.5705 data_cost: 0.0008 ips: 3.5056 images/s [02/13 15:23:31] ppdet.engine INFO: Epoch: [7] [5300/7329] learning_rate: 0.000100 loss_class: 0.223263 loss_bbox: 0.137919 loss_giou: 0.295611 loss_class_aux: 1.440391 loss_bbox_aux: 0.887210 loss_giou_aux: 1.903804 loss_class_dn: 0.027795 loss_bbox_dn: 0.202353 loss_giou_dn: 0.382109 loss_class_aux_dn: 0.192725 loss_bbox_aux_dn: 1.166751 loss_giou_aux_dn: 2.130613 loss: 9.541363 eta: 4:59:31 batch_cost: 0.5703 data_cost: 0.0004 ips: 3.5067 images/s [02/13 15:24:29] ppdet.engine INFO: Epoch: [7] [5400/7329] learning_rate: 0.000100 loss_class: 0.212386 loss_bbox: 0.136110 loss_giou: 0.279955 loss_class_aux: 1.428433 loss_bbox_aux: 0.881318 loss_giou_aux: 1.694435 loss_class_dn: 0.026905 loss_bbox_dn: 0.217105 loss_giou_dn: 0.341877 loss_class_aux_dn: 0.190332 loss_bbox_aux_dn: 1.220749 loss_giou_aux_dn: 1.864930 loss: 8.522719 eta: 4:58:34 batch_cost: 0.5797 data_cost: 0.0006 ips: 3.4498 images/s [02/13 15:25:27] ppdet.engine INFO: Epoch: [7] [5500/7329] learning_rate: 0.000100 loss_class: 0.214409 loss_bbox: 0.128362 loss_giou: 0.311986 loss_class_aux: 1.384449 loss_bbox_aux: 0.812434 loss_giou_aux: 1.966319 loss_class_dn: 0.025890 loss_bbox_dn: 0.194785 loss_giou_dn: 0.370889 loss_class_aux_dn: 0.181303 loss_bbox_aux_dn: 1.148984 loss_giou_aux_dn: 2.006579 loss: 9.719942 eta: 4:57:37 batch_cost: 0.5841 data_cost: 0.0005 ips: 3.4238 images/s [02/13 15:26:26] ppdet.engine INFO: Epoch: [7] [5600/7329] learning_rate: 0.000100 loss_class: 0.243010 loss_bbox: 0.167908 loss_giou: 0.319156 loss_class_aux: 1.547364 loss_bbox_aux: 1.052426 loss_giou_aux: 1.942019 loss_class_dn: 0.033291 loss_bbox_dn: 0.255438 loss_giou_dn: 0.467359 loss_class_aux_dn: 0.226291 loss_bbox_aux_dn: 1.392186 loss_giou_aux_dn: 2.505104 loss: 10.439116 eta: 4:56:40 batch_cost: 0.5793 data_cost: 0.0003 ips: 3.4525 images/s [02/13 15:27:24] ppdet.engine INFO: Epoch: [7] [5700/7329] learning_rate: 0.000100 loss_class: 0.184248 loss_bbox: 0.139774 loss_giou: 0.217273 loss_class_aux: 1.163841 loss_bbox_aux: 0.849457 loss_giou_aux: 1.401812 loss_class_dn: 0.020821 loss_bbox_dn: 0.218374 loss_giou_dn: 0.281110 loss_class_aux_dn: 0.163288 loss_bbox_aux_dn: 1.223658 loss_giou_aux_dn: 1.584448 loss: 8.222994 eta: 4:55:44 batch_cost: 0.5849 data_cost: 0.0004 ips: 3.4193 images/s [02/13 15:28:22] ppdet.engine INFO: Epoch: [7] [5800/7329] learning_rate: 0.000100 loss_class: 0.207002 loss_bbox: 0.141373 loss_giou: 0.279907 loss_class_aux: 1.346881 loss_bbox_aux: 0.901827 loss_giou_aux: 1.771102 loss_class_dn: 0.023602 loss_bbox_dn: 0.216650 loss_giou_dn: 0.347689 loss_class_aux_dn: 0.164795 loss_bbox_aux_dn: 1.288607 loss_giou_aux_dn: 1.920173 loss: 8.677708 eta: 4:54:46 batch_cost: 0.5778 data_cost: 0.0007 ips: 3.4613 images/s [02/13 15:29:21] ppdet.engine INFO: Epoch: [7] [5900/7329] learning_rate: 0.000100 loss_class: 0.208630 loss_bbox: 0.140667 loss_giou: 0.313427 loss_class_aux: 1.376013 loss_bbox_aux: 0.920072 loss_giou_aux: 1.910925 loss_class_dn: 0.026069 loss_bbox_dn: 0.193463 loss_giou_dn: 0.339545 loss_class_aux_dn: 0.191253 loss_bbox_aux_dn: 1.102644 loss_giou_aux_dn: 1.846344 loss: 8.932845 eta: 4:53:50 batch_cost: 0.5844 data_cost: 0.0008 ips: 3.4222 images/s [02/13 15:30:19] ppdet.engine INFO: Epoch: [7] [6000/7329] learning_rate: 0.000100 loss_class: 0.183582 loss_bbox: 0.122202 loss_giou: 0.237230 loss_class_aux: 1.285529 loss_bbox_aux: 0.781082 loss_giou_aux: 1.470119 loss_class_dn: 0.025678 loss_bbox_dn: 0.207776 loss_giou_dn: 0.299093 loss_class_aux_dn: 0.178403 loss_bbox_aux_dn: 1.234097 loss_giou_aux_dn: 1.671569 loss: 8.787041 eta: 4:52:52 batch_cost: 0.5750 data_cost: 0.0003 ips: 3.4783 images/s [02/13 15:31:16] ppdet.engine INFO: Epoch: [7] [6100/7329] learning_rate: 0.000100 loss_class: 0.151723 loss_bbox: 0.126610 loss_giou: 0.221160 loss_class_aux: 1.016298 loss_bbox_aux: 0.767525 loss_giou_aux: 1.409288 loss_class_dn: 0.020817 loss_bbox_dn: 0.192909 loss_giou_dn: 0.279647 loss_class_aux_dn: 0.144210 loss_bbox_aux_dn: 1.124096 loss_giou_aux_dn: 1.538722 loss: 7.500086 eta: 4:51:55 batch_cost: 0.5673 data_cost: 0.0003 ips: 3.5257 images/s [02/13 15:32:13] ppdet.engine INFO: Epoch: [7] [6200/7329] learning_rate: 0.000100 loss_class: 0.213281 loss_bbox: 0.130687 loss_giou: 0.283172 loss_class_aux: 1.322868 loss_bbox_aux: 0.913174 loss_giou_aux: 1.748242 loss_class_dn: 0.021844 loss_bbox_dn: 0.189889 loss_giou_dn: 0.319890 loss_class_aux_dn: 0.169672 loss_bbox_aux_dn: 1.115834 loss_giou_aux_dn: 1.821547 loss: 8.776635 eta: 4:50:58 batch_cost: 0.5764 data_cost: 0.0005 ips: 3.4697 images/s [02/13 15:33:11] ppdet.engine INFO: Epoch: [7] [6300/7329] learning_rate: 0.000100 loss_class: 0.218708 loss_bbox: 0.172695 loss_giou: 0.320020 loss_class_aux: 1.443896 loss_bbox_aux: 1.036661 loss_giou_aux: 2.080564 loss_class_dn: 0.030382 loss_bbox_dn: 0.231537 loss_giou_dn: 0.335422 loss_class_aux_dn: 0.223767 loss_bbox_aux_dn: 1.340394 loss_giou_aux_dn: 1.916627 loss: 9.509044 eta: 4:50:00 batch_cost: 0.5697 data_cost: 0.0010 ips: 3.5105 images/s [02/13 15:34:09] ppdet.engine INFO: Epoch: [7] [6400/7329] learning_rate: 0.000100 loss_class: 0.161009 loss_bbox: 0.122653 loss_giou: 0.277831 loss_class_aux: 1.123345 loss_bbox_aux: 0.754575 loss_giou_aux: 1.668205 loss_class_dn: 0.018929 loss_bbox_dn: 0.195226 loss_giou_dn: 0.289717 loss_class_aux_dn: 0.168697 loss_bbox_aux_dn: 1.098334 loss_giou_aux_dn: 1.563858 loss: 7.664070 eta: 4:49:03 batch_cost: 0.5796 data_cost: 0.0009 ips: 3.4509 images/s [02/13 15:35:06] ppdet.engine INFO: Epoch: [7] [6500/7329] learning_rate: 0.000100 loss_class: 0.180090 loss_bbox: 0.129447 loss_giou: 0.287465 loss_class_aux: 1.171178 loss_bbox_aux: 0.787649 loss_giou_aux: 1.766799 loss_class_dn: 0.019308 loss_bbox_dn: 0.175026 loss_giou_dn: 0.351501 loss_class_aux_dn: 0.152046 loss_bbox_aux_dn: 0.986014 loss_giou_aux_dn: 1.930397 loss: 8.740449 eta: 4:48:05 batch_cost: 0.5700 data_cost: 0.0008 ips: 3.5086 images/s [02/13 15:36:04] ppdet.engine INFO: Epoch: [7] [6600/7329] learning_rate: 0.000100 loss_class: 0.146800 loss_bbox: 0.124787 loss_giou: 0.179428 loss_class_aux: 0.951339 loss_bbox_aux: 0.785742 loss_giou_aux: 1.196893 loss_class_dn: 0.021400 loss_bbox_dn: 0.201724 loss_giou_dn: 0.238442 loss_class_aux_dn: 0.151282 loss_bbox_aux_dn: 1.118526 loss_giou_aux_dn: 1.312052 loss: 7.259603 eta: 4:47:08 batch_cost: 0.5796 data_cost: 0.0005 ips: 3.4509 images/s [02/13 15:37:01] ppdet.engine INFO: Epoch: [7] [6700/7329] learning_rate: 0.000100 loss_class: 0.210663 loss_bbox: 0.139921 loss_giou: 0.330684 loss_class_aux: 1.381345 loss_bbox_aux: 0.952323 loss_giou_aux: 2.038293 loss_class_dn: 0.032421 loss_bbox_dn: 0.215091 loss_giou_dn: 0.378735 loss_class_aux_dn: 0.206349 loss_bbox_aux_dn: 1.226967 loss_giou_aux_dn: 2.091893 loss: 9.441402 eta: 4:46:11 batch_cost: 0.5677 data_cost: 0.0008 ips: 3.5231 images/s [02/13 15:38:00] ppdet.engine INFO: Epoch: [7] [6800/7329] learning_rate: 0.000100 loss_class: 0.189989 loss_bbox: 0.157573 loss_giou: 0.308981 loss_class_aux: 1.279951 loss_bbox_aux: 0.917898 loss_giou_aux: 1.887247 loss_class_dn: 0.024578 loss_bbox_dn: 0.216180 loss_giou_dn: 0.340985 loss_class_aux_dn: 0.186527 loss_bbox_aux_dn: 1.238122 loss_giou_aux_dn: 1.930944 loss: 9.461861 eta: 4:45:14 batch_cost: 0.5802 data_cost: 0.0003 ips: 3.4471 images/s [02/13 15:38:58] ppdet.engine INFO: Epoch: [7] [6900/7329] learning_rate: 0.000100 loss_class: 0.184602 loss_bbox: 0.140547 loss_giou: 0.301391 loss_class_aux: 1.237517 loss_bbox_aux: 0.875889 loss_giou_aux: 2.014614 loss_class_dn: 0.029400 loss_bbox_dn: 0.179970 loss_giou_dn: 0.344980 loss_class_aux_dn: 0.216639 loss_bbox_aux_dn: 1.042452 loss_giou_aux_dn: 1.837298 loss: 8.144760 eta: 4:44:17 batch_cost: 0.5772 data_cost: 0.0004 ips: 3.4647 images/s [02/13 15:39:57] ppdet.engine INFO: Epoch: [7] [7000/7329] learning_rate: 0.000100 loss_class: 0.194995 loss_bbox: 0.134318 loss_giou: 0.300958 loss_class_aux: 1.403885 loss_bbox_aux: 0.826548 loss_giou_aux: 1.917465 loss_class_dn: 0.027159 loss_bbox_dn: 0.213475 loss_giou_dn: 0.371745 loss_class_aux_dn: 0.204056 loss_bbox_aux_dn: 1.226083 loss_giou_aux_dn: 2.125672 loss: 9.859558 eta: 4:43:20 batch_cost: 0.5891 data_cost: 0.0007 ips: 3.3951 images/s [02/13 15:40:55] ppdet.engine INFO: Epoch: [7] [7100/7329] learning_rate: 0.000100 loss_class: 0.200983 loss_bbox: 0.139921 loss_giou: 0.245918 loss_class_aux: 1.259246 loss_bbox_aux: 0.864630 loss_giou_aux: 1.486656 loss_class_dn: 0.026615 loss_bbox_dn: 0.194738 loss_giou_dn: 0.299473 loss_class_aux_dn: 0.179203 loss_bbox_aux_dn: 1.147428 loss_giou_aux_dn: 1.674866 loss: 8.585074 eta: 4:42:23 batch_cost: 0.5817 data_cost: 0.0007 ips: 3.4381 images/s [02/13 15:41:53] ppdet.engine INFO: Epoch: [7] [7200/7329] learning_rate: 0.000100 loss_class: 0.204884 loss_bbox: 0.138673 loss_giou: 0.349056 loss_class_aux: 1.290163 loss_bbox_aux: 0.886218 loss_giou_aux: 2.190173 loss_class_dn: 0.025232 loss_bbox_dn: 0.196057 loss_giou_dn: 0.423604 loss_class_aux_dn: 0.197738 loss_bbox_aux_dn: 1.152015 loss_giou_aux_dn: 2.371549 loss: 9.994062 eta: 4:41:26 batch_cost: 0.5789 data_cost: 0.0005 ips: 3.4550 images/s [02/13 15:42:52] ppdet.engine INFO: Epoch: [7] [7300/7329] learning_rate: 0.000100 loss_class: 0.236878 loss_bbox: 0.129572 loss_giou: 0.262677 loss_class_aux: 1.538914 loss_bbox_aux: 0.877986 loss_giou_aux: 1.631648 loss_class_dn: 0.022891 loss_bbox_dn: 0.208828 loss_giou_dn: 0.385473 loss_class_aux_dn: 0.181359 loss_bbox_aux_dn: 1.175523 loss_giou_aux_dn: 2.018334 loss: 9.337387 eta: 4:40:30 batch_cost: 0.5891 data_cost: 0.0004 ips: 3.3948 images/s [02/13 15:43:11] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 15:43:11] ppdet.engine INFO: Eval iter: 0 [02/13 15:43:21] ppdet.engine INFO: Eval iter: 100 [02/13 15:43:33] ppdet.engine INFO: Eval iter: 200 [02/13 15:43:45] ppdet.engine INFO: Eval iter: 300 [02/13 15:43:56] ppdet.engine INFO: Eval iter: 400 [02/13 15:44:07] ppdet.engine INFO: Eval iter: 500 [02/13 15:44:18] ppdet.engine INFO: Eval iter: 600 [02/13 15:44:29] ppdet.engine INFO: Eval iter: 700 [02/13 15:44:40] ppdet.engine INFO: Eval iter: 800 [02/13 15:44:50] ppdet.engine INFO: Eval iter: 900 [02/13 15:45:01] ppdet.engine INFO: Eval iter: 1000 [02/13 15:45:12] ppdet.engine INFO: Eval iter: 1100 [02/13 15:45:23] ppdet.engine INFO: Eval iter: 1200 [02/13 15:45:34] ppdet.engine INFO: Eval iter: 1300 [02/13 15:45:45] ppdet.engine INFO: Eval iter: 1400 [02/13 15:45:55] ppdet.engine INFO: Eval iter: 1500 [02/13 15:46:06] ppdet.engine INFO: Eval iter: 1600 [02/13 15:46:17] ppdet.engine INFO: Eval iter: 1700 [02/13 15:46:27] ppdet.engine INFO: Eval iter: 1800 [02/13 15:46:38] ppdet.engine INFO: Eval iter: 1900 [02/13 15:46:49] ppdet.engine INFO: Eval iter: 2000 [02/13 15:47:00] ppdet.engine INFO: Eval iter: 2100 [02/13 15:47:11] ppdet.engine INFO: Eval iter: 2200 [02/13 15:47:22] ppdet.engine INFO: Eval iter: 2300 [02/13 15:47:33] ppdet.engine INFO: Eval iter: 2400 [02/13 15:47:44] ppdet.engine INFO: Eval iter: 2500 [02/13 15:47:54] ppdet.engine INFO: Eval iter: 2600 [02/13 15:48:05] ppdet.engine INFO: Eval iter: 2700 [02/13 15:48:17] ppdet.engine INFO: Eval iter: 2800 [02/13 15:48:28] ppdet.engine INFO: Eval iter: 2900 [02/13 15:48:40] ppdet.engine INFO: Eval iter: 3000 [02/13 15:48:51] ppdet.engine INFO: Eval iter: 3100 [02/13 15:49:01] ppdet.engine INFO: Eval iter: 3200 [02/13 15:49:12] ppdet.engine INFO: Eval iter: 3300 [02/13 15:49:23] ppdet.engine INFO: Eval iter: 3400 [02/13 15:49:35] ppdet.engine INFO: Eval iter: 3500 [02/13 15:49:46] ppdet.engine INFO: Eval iter: 3600 [02/13 15:49:56] ppdet.engine INFO: Eval iter: 3700 [02/13 15:50:08] ppdet.engine INFO: Eval iter: 3800 [02/13 15:50:19] ppdet.engine INFO: Eval iter: 3900 [02/13 15:50:30] ppdet.engine INFO: Eval iter: 4000 [02/13 15:50:41] ppdet.engine INFO: Eval iter: 4100 [02/13 15:50:51] ppdet.engine INFO: Eval iter: 4200 [02/13 15:51:01] ppdet.engine INFO: Eval iter: 4300 [02/13 15:51:12] ppdet.engine INFO: Eval iter: 4400 [02/13 15:51:22] ppdet.engine INFO: Eval iter: 4500 [02/13 15:51:33] ppdet.engine INFO: Eval iter: 4600 [02/13 15:51:43] ppdet.engine INFO: Eval iter: 4700 [02/13 15:51:55] ppdet.engine INFO: Eval iter: 4800 [02/13 15:52:06] ppdet.engine INFO: Eval iter: 4900 [02/13 15:52:48] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.53s) creating index... index created! [02/13 15:52:49] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.63s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=117.44s). Accumulating evaluation results... DONE (t=26.61s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.452 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.622 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.491 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 ] = 0.485 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.571 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.361 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.626 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.700 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.527 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.742 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.852 [02/13 15:55:33] ppdet.engine INFO: Total sample number: 5000, average FPS: 9.138087558022617 [02/13 15:55:33] ppdet.engine INFO: Best test bbox ap is 0.452. [02/13 15:55:35] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 15:55:37] ppdet.engine INFO: Epoch: [8] [ 0/7329] learning_rate: 0.000100 loss_class: 0.195395 loss_bbox: 0.128173 loss_giou: 0.238304 loss_class_aux: 1.361192 loss_bbox_aux: 0.841255 loss_giou_aux: 1.482089 loss_class_dn: 0.022536 loss_bbox_dn: 0.191193 loss_giou_dn: 0.316383 loss_class_aux_dn: 0.158020 loss_bbox_aux_dn: 1.064217 loss_giou_aux_dn: 1.792591 loss: 8.194593 eta: 4:40:13 batch_cost: 0.5840 data_cost: 0.0005 ips: 3.4245 images/s [02/13 15:56:34] ppdet.engine INFO: Epoch: [8] [ 100/7329] learning_rate: 0.000100 loss_class: 0.187543 loss_bbox: 0.131439 loss_giou: 0.248122 loss_class_aux: 1.224756 loss_bbox_aux: 0.831994 loss_giou_aux: 1.495272 loss_class_dn: 0.022552 loss_bbox_dn: 0.203224 loss_giou_dn: 0.286072 loss_class_aux_dn: 0.155273 loss_bbox_aux_dn: 1.199316 loss_giou_aux_dn: 1.623845 loss: 7.855674 eta: 4:39:15 batch_cost: 0.5694 data_cost: 0.0009 ips: 3.5124 images/s [02/13 15:57:32] ppdet.engine INFO: Epoch: [8] [ 200/7329] learning_rate: 0.000100 loss_class: 0.148701 loss_bbox: 0.133027 loss_giou: 0.222479 loss_class_aux: 0.989995 loss_bbox_aux: 0.840386 loss_giou_aux: 1.327369 loss_class_dn: 0.018294 loss_bbox_dn: 0.177416 loss_giou_dn: 0.285796 loss_class_aux_dn: 0.156495 loss_bbox_aux_dn: 1.066162 loss_giou_aux_dn: 1.597679 loss: 7.772698 eta: 4:38:18 batch_cost: 0.5771 data_cost: 0.0009 ips: 3.4659 images/s [02/13 15:58:29] ppdet.engine INFO: Epoch: [8] [ 300/7329] learning_rate: 0.000100 loss_class: 0.186244 loss_bbox: 0.131282 loss_giou: 0.260533 loss_class_aux: 1.233980 loss_bbox_aux: 0.826280 loss_giou_aux: 1.664277 loss_class_dn: 0.023238 loss_bbox_dn: 0.193905 loss_giou_dn: 0.326303 loss_class_aux_dn: 0.175161 loss_bbox_aux_dn: 1.155806 loss_giou_aux_dn: 1.782889 loss: 8.187614 eta: 4:37:21 batch_cost: 0.5686 data_cost: 0.0006 ips: 3.5173 images/s [02/13 15:59:27] ppdet.engine INFO: Epoch: [8] [ 400/7329] learning_rate: 0.000100 loss_class: 0.187397 loss_bbox: 0.137807 loss_giou: 0.239749 loss_class_aux: 1.221123 loss_bbox_aux: 0.889894 loss_giou_aux: 1.500360 loss_class_dn: 0.023741 loss_bbox_dn: 0.213314 loss_giou_dn: 0.271951 loss_class_aux_dn: 0.177623 loss_bbox_aux_dn: 1.270052 loss_giou_aux_dn: 1.538216 loss: 7.623317 eta: 4:36:23 batch_cost: 0.5743 data_cost: 0.0003 ips: 3.4824 images/s [02/13 16:00:24] ppdet.engine INFO: Epoch: [8] [ 500/7329] learning_rate: 0.000100 loss_class: 0.161819 loss_bbox: 0.125898 loss_giou: 0.219852 loss_class_aux: 1.119704 loss_bbox_aux: 0.843658 loss_giou_aux: 1.375536 loss_class_dn: 0.022872 loss_bbox_dn: 0.195842 loss_giou_dn: 0.293255 loss_class_aux_dn: 0.150265 loss_bbox_aux_dn: 1.101521 loss_giou_aux_dn: 1.625176 loss: 7.440422 eta: 4:35:26 batch_cost: 0.5758 data_cost: 0.0004 ips: 3.4737 images/s [02/13 16:01:23] ppdet.engine INFO: Epoch: [8] [ 600/7329] learning_rate: 0.000100 loss_class: 0.165984 loss_bbox: 0.110592 loss_giou: 0.278061 loss_class_aux: 1.082220 loss_bbox_aux: 0.689314 loss_giou_aux: 1.662539 loss_class_dn: 0.025654 loss_bbox_dn: 0.172731 loss_giou_dn: 0.326255 loss_class_aux_dn: 0.183840 loss_bbox_aux_dn: 1.024627 loss_giou_aux_dn: 1.778557 loss: 7.603310 eta: 4:34:29 batch_cost: 0.5799 data_cost: 0.0005 ips: 3.4490 images/s [02/13 16:02:20] ppdet.engine INFO: Epoch: [8] [ 700/7329] learning_rate: 0.000100 loss_class: 0.166816 loss_bbox: 0.129395 loss_giou: 0.253068 loss_class_aux: 1.164700 loss_bbox_aux: 0.864351 loss_giou_aux: 1.540385 loss_class_dn: 0.023750 loss_bbox_dn: 0.226375 loss_giou_dn: 0.297978 loss_class_aux_dn: 0.180941 loss_bbox_aux_dn: 1.273751 loss_giou_aux_dn: 1.632403 loss: 8.206804 eta: 4:33:32 batch_cost: 0.5736 data_cost: 0.0007 ips: 3.4867 images/s [02/13 16:03:19] ppdet.engine INFO: Epoch: [8] [ 800/7329] learning_rate: 0.000100 loss_class: 0.172823 loss_bbox: 0.129634 loss_giou: 0.261954 loss_class_aux: 1.102478 loss_bbox_aux: 0.813275 loss_giou_aux: 1.575719 loss_class_dn: 0.020971 loss_bbox_dn: 0.166710 loss_giou_dn: 0.294698 loss_class_aux_dn: 0.157176 loss_bbox_aux_dn: 0.895612 loss_giou_aux_dn: 1.671381 loss: 8.286304 eta: 4:32:35 batch_cost: 0.5841 data_cost: 0.0010 ips: 3.4241 images/s [02/13 16:04:16] ppdet.engine INFO: Epoch: [8] [ 900/7329] learning_rate: 0.000100 loss_class: 0.184622 loss_bbox: 0.121810 loss_giou: 0.278264 loss_class_aux: 1.268782 loss_bbox_aux: 0.811176 loss_giou_aux: 1.798084 loss_class_dn: 0.025396 loss_bbox_dn: 0.201803 loss_giou_dn: 0.321204 loss_class_aux_dn: 0.186541 loss_bbox_aux_dn: 1.147352 loss_giou_aux_dn: 1.831269 loss: 9.088182 eta: 4:31:37 batch_cost: 0.5670 data_cost: 0.0007 ips: 3.5276 images/s [02/13 16:05:14] ppdet.engine INFO: Epoch: [8] [1000/7329] learning_rate: 0.000100 loss_class: 0.198848 loss_bbox: 0.137603 loss_giou: 0.315485 loss_class_aux: 1.343664 loss_bbox_aux: 0.872925 loss_giou_aux: 1.987838 loss_class_dn: 0.023995 loss_bbox_dn: 0.196589 loss_giou_dn: 0.325307 loss_class_aux_dn: 0.176054 loss_bbox_aux_dn: 1.106782 loss_giou_aux_dn: 1.777204 loss: 8.998993 eta: 4:30:40 batch_cost: 0.5791 data_cost: 0.0004 ips: 3.4535 images/s [02/13 16:06:11] ppdet.engine INFO: Epoch: [8] [1100/7329] learning_rate: 0.000100 loss_class: 0.170500 loss_bbox: 0.126977 loss_giou: 0.266696 loss_class_aux: 1.297174 loss_bbox_aux: 0.764611 loss_giou_aux: 1.676969 loss_class_dn: 0.022034 loss_bbox_dn: 0.182952 loss_giou_dn: 0.355733 loss_class_aux_dn: 0.176884 loss_bbox_aux_dn: 1.091558 loss_giou_aux_dn: 1.888046 loss: 8.247212 eta: 4:29:43 batch_cost: 0.5694 data_cost: 0.0003 ips: 3.5128 images/s [02/13 16:07:08] ppdet.engine INFO: Epoch: [8] [1200/7329] learning_rate: 0.000100 loss_class: 0.195893 loss_bbox: 0.136492 loss_giou: 0.211644 loss_class_aux: 1.199946 loss_bbox_aux: 0.833004 loss_giou_aux: 1.302152 loss_class_dn: 0.029828 loss_bbox_dn: 0.219058 loss_giou_dn: 0.242649 loss_class_aux_dn: 0.185562 loss_bbox_aux_dn: 1.212947 loss_giou_aux_dn: 1.403474 loss: 7.312935 eta: 4:28:45 batch_cost: 0.5719 data_cost: 0.0007 ips: 3.4974 images/s [02/13 16:08:05] ppdet.engine INFO: Epoch: [8] [1300/7329] learning_rate: 0.000100 loss_class: 0.230241 loss_bbox: 0.155817 loss_giou: 0.282139 loss_class_aux: 1.507454 loss_bbox_aux: 0.970003 loss_giou_aux: 1.839547 loss_class_dn: 0.029086 loss_bbox_dn: 0.244189 loss_giou_dn: 0.376917 loss_class_aux_dn: 0.203598 loss_bbox_aux_dn: 1.347818 loss_giou_aux_dn: 2.108397 loss: 9.555937 eta: 4:27:47 batch_cost: 0.5679 data_cost: 0.0004 ips: 3.5219 images/s [02/13 16:09:04] ppdet.engine INFO: Epoch: [8] [1400/7329] learning_rate: 0.000100 loss_class: 0.159200 loss_bbox: 0.136889 loss_giou: 0.216669 loss_class_aux: 1.133862 loss_bbox_aux: 0.870777 loss_giou_aux: 1.373848 loss_class_dn: 0.021227 loss_bbox_dn: 0.210715 loss_giou_dn: 0.268496 loss_class_aux_dn: 0.160574 loss_bbox_aux_dn: 1.191503 loss_giou_aux_dn: 1.513392 loss: 7.049905 eta: 4:26:51 batch_cost: 0.5820 data_cost: 0.0007 ips: 3.4363 images/s [02/13 16:10:01] ppdet.engine INFO: Epoch: [8] [1500/7329] learning_rate: 0.000100 loss_class: 0.170887 loss_bbox: 0.128295 loss_giou: 0.258764 loss_class_aux: 1.265430 loss_bbox_aux: 0.795545 loss_giou_aux: 1.654243 loss_class_dn: 0.026435 loss_bbox_dn: 0.174807 loss_giou_dn: 0.315346 loss_class_aux_dn: 0.192083 loss_bbox_aux_dn: 1.038073 loss_giou_aux_dn: 1.820749 loss: 8.578732 eta: 4:25:53 batch_cost: 0.5669 data_cost: 0.0008 ips: 3.5277 images/s [02/13 16:10:59] ppdet.engine INFO: Epoch: [8] [1600/7329] learning_rate: 0.000100 loss_class: 0.197468 loss_bbox: 0.140310 loss_giou: 0.328183 loss_class_aux: 1.324735 loss_bbox_aux: 0.903476 loss_giou_aux: 2.008718 loss_class_dn: 0.019384 loss_bbox_dn: 0.212467 loss_giou_dn: 0.410576 loss_class_aux_dn: 0.173363 loss_bbox_aux_dn: 1.202138 loss_giou_aux_dn: 2.237379 loss: 10.219351 eta: 4:24:56 batch_cost: 0.5794 data_cost: 0.0006 ips: 3.4521 images/s [02/13 16:11:56] ppdet.engine INFO: Epoch: [8] [1700/7329] learning_rate: 0.000100 loss_class: 0.175361 loss_bbox: 0.130017 loss_giou: 0.284789 loss_class_aux: 1.213305 loss_bbox_aux: 0.781386 loss_giou_aux: 1.785185 loss_class_dn: 0.024102 loss_bbox_dn: 0.198054 loss_giou_dn: 0.346413 loss_class_aux_dn: 0.180389 loss_bbox_aux_dn: 1.158791 loss_giou_aux_dn: 1.933022 loss: 8.571543 eta: 4:23:58 batch_cost: 0.5680 data_cost: 0.0012 ips: 3.5210 images/s [02/13 16:12:55] ppdet.engine INFO: Epoch: [8] [1800/7329] learning_rate: 0.000100 loss_class: 0.177072 loss_bbox: 0.142244 loss_giou: 0.269792 loss_class_aux: 1.215862 loss_bbox_aux: 0.912534 loss_giou_aux: 1.626353 loss_class_dn: 0.023797 loss_bbox_dn: 0.185190 loss_giou_dn: 0.313880 loss_class_aux_dn: 0.169596 loss_bbox_aux_dn: 1.107259 loss_giou_aux_dn: 1.733062 loss: 8.613308 eta: 4:23:01 batch_cost: 0.5879 data_cost: 0.0005 ips: 3.4021 images/s [02/13 16:13:53] ppdet.engine INFO: Epoch: [8] [1900/7329] learning_rate: 0.000100 loss_class: 0.172138 loss_bbox: 0.127840 loss_giou: 0.205934 loss_class_aux: 1.152725 loss_bbox_aux: 0.759414 loss_giou_aux: 1.342516 loss_class_dn: 0.021050 loss_bbox_dn: 0.167856 loss_giou_dn: 0.263357 loss_class_aux_dn: 0.161101 loss_bbox_aux_dn: 0.995769 loss_giou_aux_dn: 1.562374 loss: 7.673585 eta: 4:22:04 batch_cost: 0.5778 data_cost: 0.0004 ips: 3.4617 images/s [02/13 16:14:50] ppdet.engine INFO: Epoch: [8] [2000/7329] learning_rate: 0.000100 loss_class: 0.182379 loss_bbox: 0.138929 loss_giou: 0.248001 loss_class_aux: 1.165784 loss_bbox_aux: 0.913364 loss_giou_aux: 1.450639 loss_class_dn: 0.022764 loss_bbox_dn: 0.208394 loss_giou_dn: 0.306022 loss_class_aux_dn: 0.170698 loss_bbox_aux_dn: 1.196022 loss_giou_aux_dn: 1.738898 loss: 8.213074 eta: 4:21:07 batch_cost: 0.5701 data_cost: 0.0004 ips: 3.5083 images/s [02/13 16:15:48] ppdet.engine INFO: Epoch: [8] [2100/7329] learning_rate: 0.000100 loss_class: 0.196917 loss_bbox: 0.146894 loss_giou: 0.284955 loss_class_aux: 1.321392 loss_bbox_aux: 0.921500 loss_giou_aux: 1.744136 loss_class_dn: 0.020870 loss_bbox_dn: 0.198293 loss_giou_dn: 0.350579 loss_class_aux_dn: 0.175118 loss_bbox_aux_dn: 1.123133 loss_giou_aux_dn: 1.975983 loss: 8.813969 eta: 4:20:10 batch_cost: 0.5765 data_cost: 0.0005 ips: 3.4692 images/s [02/13 16:16:47] ppdet.engine INFO: Epoch: [8] [2200/7329] learning_rate: 0.000100 loss_class: 0.172410 loss_bbox: 0.128666 loss_giou: 0.299801 loss_class_aux: 1.244277 loss_bbox_aux: 0.891894 loss_giou_aux: 1.841455 loss_class_dn: 0.027755 loss_bbox_dn: 0.207068 loss_giou_dn: 0.345982 loss_class_aux_dn: 0.182705 loss_bbox_aux_dn: 1.214701 loss_giou_aux_dn: 1.989357 loss: 9.116778 eta: 4:19:13 batch_cost: 0.5903 data_cost: 0.0004 ips: 3.3880 images/s [02/13 16:17:45] ppdet.engine INFO: Epoch: [8] [2300/7329] learning_rate: 0.000100 loss_class: 0.159762 loss_bbox: 0.124628 loss_giou: 0.249002 loss_class_aux: 1.058138 loss_bbox_aux: 0.790498 loss_giou_aux: 1.584686 loss_class_dn: 0.023406 loss_bbox_dn: 0.190039 loss_giou_dn: 0.281067 loss_class_aux_dn: 0.164027 loss_bbox_aux_dn: 1.135458 loss_giou_aux_dn: 1.531071 loss: 7.613682 eta: 4:18:16 batch_cost: 0.5802 data_cost: 0.0006 ips: 3.4469 images/s [02/13 16:18:43] ppdet.engine INFO: Epoch: [8] [2400/7329] learning_rate: 0.000100 loss_class: 0.174428 loss_bbox: 0.125810 loss_giou: 0.274987 loss_class_aux: 1.148601 loss_bbox_aux: 0.841218 loss_giou_aux: 1.616570 loss_class_dn: 0.024749 loss_bbox_dn: 0.190369 loss_giou_dn: 0.281897 loss_class_aux_dn: 0.174423 loss_bbox_aux_dn: 1.108745 loss_giou_aux_dn: 1.554119 loss: 7.594865 eta: 4:17:19 batch_cost: 0.5773 data_cost: 0.0004 ips: 3.4645 images/s [02/13 16:19:42] ppdet.engine INFO: Epoch: [8] [2500/7329] learning_rate: 0.000100 loss_class: 0.216699 loss_bbox: 0.152145 loss_giou: 0.314131 loss_class_aux: 1.517535 loss_bbox_aux: 0.973180 loss_giou_aux: 1.853637 loss_class_dn: 0.026806 loss_bbox_dn: 0.246670 loss_giou_dn: 0.359153 loss_class_aux_dn: 0.192404 loss_bbox_aux_dn: 1.402933 loss_giou_aux_dn: 1.953201 loss: 9.813953 eta: 4:16:22 batch_cost: 0.5806 data_cost: 0.0003 ips: 3.4449 images/s [02/13 16:20:39] ppdet.engine INFO: Epoch: [8] [2600/7329] learning_rate: 0.000100 loss_class: 0.165862 loss_bbox: 0.115040 loss_giou: 0.226736 loss_class_aux: 1.093217 loss_bbox_aux: 0.709630 loss_giou_aux: 1.357717 loss_class_dn: 0.018072 loss_bbox_dn: 0.187780 loss_giou_dn: 0.260791 loss_class_aux_dn: 0.137142 loss_bbox_aux_dn: 1.020054 loss_giou_aux_dn: 1.488512 loss: 7.650125 eta: 4:15:24 batch_cost: 0.5725 data_cost: 0.0004 ips: 3.4935 images/s [02/13 16:21:38] ppdet.engine INFO: Epoch: [8] [2700/7329] learning_rate: 0.000100 loss_class: 0.164595 loss_bbox: 0.133452 loss_giou: 0.249599 loss_class_aux: 1.132877 loss_bbox_aux: 0.834975 loss_giou_aux: 1.638485 loss_class_dn: 0.024525 loss_bbox_dn: 0.211467 loss_giou_dn: 0.283744 loss_class_aux_dn: 0.171391 loss_bbox_aux_dn: 1.228412 loss_giou_aux_dn: 1.584524 loss: 7.660067 eta: 4:14:27 batch_cost: 0.5851 data_cost: 0.0003 ips: 3.4179 images/s [02/13 16:22:35] ppdet.engine INFO: Epoch: [8] [2800/7329] learning_rate: 0.000100 loss_class: 0.197025 loss_bbox: 0.174126 loss_giou: 0.294219 loss_class_aux: 1.394589 loss_bbox_aux: 1.096722 loss_giou_aux: 1.808323 loss_class_dn: 0.029280 loss_bbox_dn: 0.252345 loss_giou_dn: 0.334230 loss_class_aux_dn: 0.196883 loss_bbox_aux_dn: 1.405134 loss_giou_aux_dn: 1.834124 loss: 9.496683 eta: 4:13:30 batch_cost: 0.5692 data_cost: 0.0006 ips: 3.5138 images/s [02/13 16:23:33] ppdet.engine INFO: Epoch: [8] [2900/7329] learning_rate: 0.000100 loss_class: 0.207081 loss_bbox: 0.130757 loss_giou: 0.250430 loss_class_aux: 1.387777 loss_bbox_aux: 0.838797 loss_giou_aux: 1.508658 loss_class_dn: 0.026437 loss_bbox_dn: 0.192088 loss_giou_dn: 0.312131 loss_class_aux_dn: 0.185506 loss_bbox_aux_dn: 1.102285 loss_giou_aux_dn: 1.765058 loss: 8.129407 eta: 4:12:33 batch_cost: 0.5762 data_cost: 0.0006 ips: 3.4711 images/s [02/13 16:24:31] ppdet.engine INFO: Epoch: [8] [3000/7329] learning_rate: 0.000100 loss_class: 0.218838 loss_bbox: 0.144755 loss_giou: 0.298029 loss_class_aux: 1.399294 loss_bbox_aux: 0.929417 loss_giou_aux: 1.836544 loss_class_dn: 0.026883 loss_bbox_dn: 0.205262 loss_giou_dn: 0.345395 loss_class_aux_dn: 0.188327 loss_bbox_aux_dn: 1.126895 loss_giou_aux_dn: 1.894819 loss: 8.842230 eta: 4:11:35 batch_cost: 0.5765 data_cost: 0.0007 ips: 3.4693 images/s [02/13 16:25:29] ppdet.engine INFO: Epoch: [8] [3100/7329] learning_rate: 0.000100 loss_class: 0.196162 loss_bbox: 0.123815 loss_giou: 0.227236 loss_class_aux: 1.281520 loss_bbox_aux: 0.796451 loss_giou_aux: 1.461455 loss_class_dn: 0.022275 loss_bbox_dn: 0.168897 loss_giou_dn: 0.280163 loss_class_aux_dn: 0.158477 loss_bbox_aux_dn: 0.971810 loss_giou_aux_dn: 1.636695 loss: 7.560159 eta: 4:10:38 batch_cost: 0.5767 data_cost: 0.0007 ips: 3.4683 images/s [02/13 16:26:26] ppdet.engine INFO: Epoch: [8] [3200/7329] learning_rate: 0.000100 loss_class: 0.170609 loss_bbox: 0.122940 loss_giou: 0.249812 loss_class_aux: 1.100505 loss_bbox_aux: 0.776208 loss_giou_aux: 1.550407 loss_class_dn: 0.017265 loss_bbox_dn: 0.161682 loss_giou_dn: 0.277505 loss_class_aux_dn: 0.141695 loss_bbox_aux_dn: 0.975327 loss_giou_aux_dn: 1.508278 loss: 6.888839 eta: 4:09:41 batch_cost: 0.5764 data_cost: 0.0007 ips: 3.4696 images/s [02/13 16:27:25] ppdet.engine INFO: Epoch: [8] [3300/7329] learning_rate: 0.000100 loss_class: 0.251068 loss_bbox: 0.151295 loss_giou: 0.348591 loss_class_aux: 1.561718 loss_bbox_aux: 0.924067 loss_giou_aux: 2.225428 loss_class_dn: 0.030744 loss_bbox_dn: 0.206810 loss_giou_dn: 0.420868 loss_class_aux_dn: 0.206604 loss_bbox_aux_dn: 1.184827 loss_giou_aux_dn: 2.369549 loss: 11.140335 eta: 4:08:44 batch_cost: 0.5840 data_cost: 0.0006 ips: 3.4245 images/s [02/13 16:28:23] ppdet.engine INFO: Epoch: [8] [3400/7329] learning_rate: 0.000100 loss_class: 0.200997 loss_bbox: 0.145719 loss_giou: 0.346732 loss_class_aux: 1.393292 loss_bbox_aux: 0.921556 loss_giou_aux: 2.235047 loss_class_dn: 0.025939 loss_bbox_dn: 0.200603 loss_giou_dn: 0.415147 loss_class_aux_dn: 0.189421 loss_bbox_aux_dn: 1.166876 loss_giou_aux_dn: 2.185994 loss: 10.012941 eta: 4:07:47 batch_cost: 0.5740 data_cost: 0.0009 ips: 3.4845 images/s [02/13 16:29:20] ppdet.engine INFO: Epoch: [8] [3500/7329] learning_rate: 0.000100 loss_class: 0.211568 loss_bbox: 0.132429 loss_giou: 0.291456 loss_class_aux: 1.527912 loss_bbox_aux: 0.843262 loss_giou_aux: 1.890821 loss_class_dn: 0.027267 loss_bbox_dn: 0.196637 loss_giou_dn: 0.382938 loss_class_aux_dn: 0.221446 loss_bbox_aux_dn: 1.118522 loss_giou_aux_dn: 2.082400 loss: 9.996120 eta: 4:06:49 batch_cost: 0.5718 data_cost: 0.0005 ips: 3.4976 images/s [02/13 16:30:19] ppdet.engine INFO: Epoch: [8] [3600/7329] learning_rate: 0.000100 loss_class: 0.162511 loss_bbox: 0.131130 loss_giou: 0.270679 loss_class_aux: 1.058457 loss_bbox_aux: 0.833063 loss_giou_aux: 1.668874 loss_class_dn: 0.021415 loss_bbox_dn: 0.165004 loss_giou_dn: 0.285415 loss_class_aux_dn: 0.162513 loss_bbox_aux_dn: 0.989247 loss_giou_aux_dn: 1.636308 loss: 7.825122 eta: 4:05:52 batch_cost: 0.5868 data_cost: 0.0005 ips: 3.4081 images/s [02/13 16:31:17] ppdet.engine INFO: Epoch: [8] [3700/7329] learning_rate: 0.000100 loss_class: 0.175230 loss_bbox: 0.126847 loss_giou: 0.256617 loss_class_aux: 1.125576 loss_bbox_aux: 0.795412 loss_giou_aux: 1.681213 loss_class_dn: 0.021311 loss_bbox_dn: 0.171375 loss_giou_dn: 0.320706 loss_class_aux_dn: 0.164023 loss_bbox_aux_dn: 0.993872 loss_giou_aux_dn: 1.752699 loss: 8.912987 eta: 4:04:55 batch_cost: 0.5797 data_cost: 0.0004 ips: 3.4503 images/s [02/13 16:32:15] ppdet.engine INFO: Epoch: [8] [3800/7329] learning_rate: 0.000100 loss_class: 0.161331 loss_bbox: 0.117644 loss_giou: 0.190478 loss_class_aux: 1.067776 loss_bbox_aux: 0.796363 loss_giou_aux: 1.174390 loss_class_dn: 0.019097 loss_bbox_dn: 0.175364 loss_giou_dn: 0.224036 loss_class_aux_dn: 0.153010 loss_bbox_aux_dn: 1.072661 loss_giou_aux_dn: 1.301608 loss: 6.924859 eta: 4:03:58 batch_cost: 0.5772 data_cost: 0.0004 ips: 3.4650 images/s [02/13 16:33:13] ppdet.engine INFO: Epoch: [8] [3900/7329] learning_rate: 0.000100 loss_class: 0.179700 loss_bbox: 0.157136 loss_giou: 0.304173 loss_class_aux: 1.207154 loss_bbox_aux: 0.998466 loss_giou_aux: 1.871058 loss_class_dn: 0.020170 loss_bbox_dn: 0.215924 loss_giou_dn: 0.351073 loss_class_aux_dn: 0.166205 loss_bbox_aux_dn: 1.261394 loss_giou_aux_dn: 1.944118 loss: 8.756613 eta: 4:03:01 batch_cost: 0.5752 data_cost: 0.0004 ips: 3.4770 images/s [02/13 16:34:12] ppdet.engine INFO: Epoch: [8] [4000/7329] learning_rate: 0.000100 loss_class: 0.203015 loss_bbox: 0.144568 loss_giou: 0.245261 loss_class_aux: 1.329234 loss_bbox_aux: 0.960707 loss_giou_aux: 1.556556 loss_class_dn: 0.024832 loss_bbox_dn: 0.218397 loss_giou_dn: 0.305932 loss_class_aux_dn: 0.188357 loss_bbox_aux_dn: 1.248428 loss_giou_aux_dn: 1.714134 loss: 8.613190 eta: 4:02:04 batch_cost: 0.5879 data_cost: 0.0005 ips: 3.4022 images/s [02/13 16:35:08] ppdet.engine INFO: Epoch: [8] [4100/7329] learning_rate: 0.000100 loss_class: 0.188832 loss_bbox: 0.156086 loss_giou: 0.314334 loss_class_aux: 1.240611 loss_bbox_aux: 0.930757 loss_giou_aux: 1.991218 loss_class_dn: 0.024003 loss_bbox_dn: 0.194058 loss_giou_dn: 0.391956 loss_class_aux_dn: 0.176042 loss_bbox_aux_dn: 1.129843 loss_giou_aux_dn: 2.077525 loss: 9.446554 eta: 4:01:06 batch_cost: 0.5647 data_cost: 0.0004 ips: 3.5415 images/s [02/13 16:36:06] ppdet.engine INFO: Epoch: [8] [4200/7329] learning_rate: 0.000100 loss_class: 0.190414 loss_bbox: 0.139856 loss_giou: 0.231326 loss_class_aux: 1.341551 loss_bbox_aux: 0.913779 loss_giou_aux: 1.476836 loss_class_dn: 0.020577 loss_bbox_dn: 0.201048 loss_giou_dn: 0.293898 loss_class_aux_dn: 0.180192 loss_bbox_aux_dn: 1.198101 loss_giou_aux_dn: 1.695222 loss: 8.474773 eta: 4:00:09 batch_cost: 0.5776 data_cost: 0.0006 ips: 3.4624 images/s [02/13 16:37:05] ppdet.engine INFO: Epoch: [8] [4300/7329] learning_rate: 0.000100 loss_class: 0.192266 loss_bbox: 0.143603 loss_giou: 0.296535 loss_class_aux: 1.346853 loss_bbox_aux: 0.943769 loss_giou_aux: 1.902907 loss_class_dn: 0.023961 loss_bbox_dn: 0.203620 loss_giou_dn: 0.376162 loss_class_aux_dn: 0.171812 loss_bbox_aux_dn: 1.181163 loss_giou_aux_dn: 2.099071 loss: 9.720655 eta: 3:59:12 batch_cost: 0.5860 data_cost: 0.0005 ips: 3.4131 images/s [02/13 16:38:03] ppdet.engine INFO: Epoch: [8] [4400/7329] learning_rate: 0.000100 loss_class: 0.199782 loss_bbox: 0.141555 loss_giou: 0.293668 loss_class_aux: 1.263314 loss_bbox_aux: 0.873094 loss_giou_aux: 1.725837 loss_class_dn: 0.027948 loss_bbox_dn: 0.220513 loss_giou_dn: 0.330544 loss_class_aux_dn: 0.207408 loss_bbox_aux_dn: 1.201450 loss_giou_aux_dn: 1.770562 loss: 8.460876 eta: 3:58:15 batch_cost: 0.5717 data_cost: 0.0005 ips: 3.4981 images/s [02/13 16:39:01] ppdet.engine INFO: Epoch: [8] [4500/7329] learning_rate: 0.000100 loss_class: 0.187079 loss_bbox: 0.149306 loss_giou: 0.302647 loss_class_aux: 1.281271 loss_bbox_aux: 0.884170 loss_giou_aux: 1.818036 loss_class_dn: 0.020424 loss_bbox_dn: 0.198169 loss_giou_dn: 0.331128 loss_class_aux_dn: 0.161695 loss_bbox_aux_dn: 1.133629 loss_giou_aux_dn: 1.890166 loss: 8.858686 eta: 3:57:17 batch_cost: 0.5810 data_cost: 0.0003 ips: 3.4426 images/s [02/13 16:39:58] ppdet.engine INFO: Epoch: [8] [4600/7329] learning_rate: 0.000100 loss_class: 0.205102 loss_bbox: 0.145724 loss_giou: 0.267161 loss_class_aux: 1.295589 loss_bbox_aux: 0.920658 loss_giou_aux: 1.702666 loss_class_dn: 0.025427 loss_bbox_dn: 0.202500 loss_giou_dn: 0.336294 loss_class_aux_dn: 0.172761 loss_bbox_aux_dn: 1.156745 loss_giou_aux_dn: 1.895196 loss: 8.977785 eta: 3:56:20 batch_cost: 0.5692 data_cost: 0.0008 ips: 3.5140 images/s [02/13 16:40:56] ppdet.engine INFO: Epoch: [8] [4700/7329] learning_rate: 0.000100 loss_class: 0.175886 loss_bbox: 0.123193 loss_giou: 0.327938 loss_class_aux: 1.097073 loss_bbox_aux: 0.810830 loss_giou_aux: 2.073299 loss_class_dn: 0.020903 loss_bbox_dn: 0.172396 loss_giou_dn: 0.311221 loss_class_aux_dn: 0.175034 loss_bbox_aux_dn: 1.034069 loss_giou_aux_dn: 1.762512 loss: 8.112667 eta: 3:55:23 batch_cost: 0.5795 data_cost: 0.0003 ips: 3.4511 images/s [02/13 16:41:54] ppdet.engine INFO: Epoch: [8] [4800/7329] learning_rate: 0.000100 loss_class: 0.168321 loss_bbox: 0.135105 loss_giou: 0.256232 loss_class_aux: 1.169980 loss_bbox_aux: 0.857599 loss_giou_aux: 1.619602 loss_class_dn: 0.021640 loss_bbox_dn: 0.193706 loss_giou_dn: 0.314463 loss_class_aux_dn: 0.166974 loss_bbox_aux_dn: 1.090050 loss_giou_aux_dn: 1.749612 loss: 7.924748 eta: 3:54:26 batch_cost: 0.5777 data_cost: 0.0004 ips: 3.4620 images/s [02/13 16:42:52] ppdet.engine INFO: Epoch: [8] [4900/7329] learning_rate: 0.000100 loss_class: 0.203560 loss_bbox: 0.134933 loss_giou: 0.276332 loss_class_aux: 1.359605 loss_bbox_aux: 0.855606 loss_giou_aux: 1.715583 loss_class_dn: 0.023058 loss_bbox_dn: 0.212586 loss_giou_dn: 0.358216 loss_class_aux_dn: 0.173647 loss_bbox_aux_dn: 1.234528 loss_giou_aux_dn: 1.953886 loss: 9.193411 eta: 3:53:28 batch_cost: 0.5769 data_cost: 0.0004 ips: 3.4665 images/s [02/13 16:43:50] ppdet.engine INFO: Epoch: [8] [5000/7329] learning_rate: 0.000100 loss_class: 0.142524 loss_bbox: 0.118092 loss_giou: 0.228701 loss_class_aux: 0.997025 loss_bbox_aux: 0.737801 loss_giou_aux: 1.479823 loss_class_dn: 0.013826 loss_bbox_dn: 0.152320 loss_giou_dn: 0.272150 loss_class_aux_dn: 0.103656 loss_bbox_aux_dn: 0.884460 loss_giou_aux_dn: 1.556896 loss: 6.675472 eta: 3:52:31 batch_cost: 0.5728 data_cost: 0.0004 ips: 3.4919 images/s [02/13 16:44:48] ppdet.engine INFO: Epoch: [8] [5100/7329] learning_rate: 0.000100 loss_class: 0.158379 loss_bbox: 0.119233 loss_giou: 0.263414 loss_class_aux: 1.079474 loss_bbox_aux: 0.795690 loss_giou_aux: 1.495154 loss_class_dn: 0.018154 loss_bbox_dn: 0.202524 loss_giou_dn: 0.294922 loss_class_aux_dn: 0.145975 loss_bbox_aux_dn: 1.144459 loss_giou_aux_dn: 1.611820 loss: 7.548643 eta: 3:51:34 batch_cost: 0.5789 data_cost: 0.0010 ips: 3.4547 images/s [02/13 16:45:46] ppdet.engine INFO: Epoch: [8] [5200/7329] learning_rate: 0.000100 loss_class: 0.248904 loss_bbox: 0.163893 loss_giou: 0.368801 loss_class_aux: 1.579168 loss_bbox_aux: 1.020707 loss_giou_aux: 2.252316 loss_class_dn: 0.031119 loss_bbox_dn: 0.231034 loss_giou_dn: 0.426478 loss_class_aux_dn: 0.225083 loss_bbox_aux_dn: 1.321009 loss_giou_aux_dn: 2.342609 loss: 10.501152 eta: 3:50:36 batch_cost: 0.5773 data_cost: 0.0004 ips: 3.4644 images/s [02/13 16:46:44] ppdet.engine INFO: Epoch: [8] [5300/7329] learning_rate: 0.000100 loss_class: 0.196767 loss_bbox: 0.142044 loss_giou: 0.267771 loss_class_aux: 1.295813 loss_bbox_aux: 0.883355 loss_giou_aux: 1.707615 loss_class_dn: 0.023725 loss_bbox_dn: 0.221160 loss_giou_dn: 0.331536 loss_class_aux_dn: 0.172242 loss_bbox_aux_dn: 1.216863 loss_giou_aux_dn: 1.849862 loss: 8.603315 eta: 3:49:39 batch_cost: 0.5782 data_cost: 0.0005 ips: 3.4591 images/s [02/13 16:47:42] ppdet.engine INFO: Epoch: [8] [5400/7329] learning_rate: 0.000100 loss_class: 0.163554 loss_bbox: 0.103166 loss_giou: 0.185673 loss_class_aux: 1.088446 loss_bbox_aux: 0.651114 loss_giou_aux: 1.133972 loss_class_dn: 0.016949 loss_bbox_dn: 0.156349 loss_giou_dn: 0.227552 loss_class_aux_dn: 0.128855 loss_bbox_aux_dn: 0.951420 loss_giou_aux_dn: 1.312121 loss: 6.755744 eta: 3:48:42 batch_cost: 0.5799 data_cost: 0.0005 ips: 3.4491 images/s [02/13 16:48:39] ppdet.engine INFO: Epoch: [8] [5500/7329] learning_rate: 0.000100 loss_class: 0.208490 loss_bbox: 0.151472 loss_giou: 0.285939 loss_class_aux: 1.317286 loss_bbox_aux: 0.952929 loss_giou_aux: 1.781981 loss_class_dn: 0.026448 loss_bbox_dn: 0.188513 loss_giou_dn: 0.351545 loss_class_aux_dn: 0.189090 loss_bbox_aux_dn: 1.202602 loss_giou_aux_dn: 1.896440 loss: 9.189837 eta: 3:47:45 batch_cost: 0.5720 data_cost: 0.0005 ips: 3.4968 images/s [02/13 16:49:37] ppdet.engine INFO: Epoch: [8] [5600/7329] learning_rate: 0.000100 loss_class: 0.178961 loss_bbox: 0.132569 loss_giou: 0.243227 loss_class_aux: 1.172102 loss_bbox_aux: 0.857473 loss_giou_aux: 1.564816 loss_class_dn: 0.021604 loss_bbox_dn: 0.187042 loss_giou_dn: 0.278912 loss_class_aux_dn: 0.162221 loss_bbox_aux_dn: 1.110210 loss_giou_aux_dn: 1.592633 loss: 7.553454 eta: 3:46:47 batch_cost: 0.5733 data_cost: 0.0004 ips: 3.4886 images/s [02/13 16:50:35] ppdet.engine INFO: Epoch: [8] [5700/7329] learning_rate: 0.000100 loss_class: 0.212237 loss_bbox: 0.148833 loss_giou: 0.368643 loss_class_aux: 1.478238 loss_bbox_aux: 0.948711 loss_giou_aux: 2.252808 loss_class_dn: 0.030338 loss_bbox_dn: 0.217169 loss_giou_dn: 0.396825 loss_class_aux_dn: 0.214246 loss_bbox_aux_dn: 1.250416 loss_giou_aux_dn: 2.243718 loss: 10.043604 eta: 3:45:50 batch_cost: 0.5788 data_cost: 0.0004 ips: 3.4556 images/s [02/13 16:51:33] ppdet.engine INFO: Epoch: [8] [5800/7329] learning_rate: 0.000100 loss_class: 0.173832 loss_bbox: 0.148423 loss_giou: 0.297046 loss_class_aux: 1.187161 loss_bbox_aux: 0.888194 loss_giou_aux: 1.854229 loss_class_dn: 0.023526 loss_bbox_dn: 0.192932 loss_giou_dn: 0.351389 loss_class_aux_dn: 0.169292 loss_bbox_aux_dn: 1.140524 loss_giou_aux_dn: 1.913123 loss: 8.648993 eta: 3:44:53 batch_cost: 0.5765 data_cost: 0.0004 ips: 3.4692 images/s [02/13 16:52:30] ppdet.engine INFO: Epoch: [8] [5900/7329] learning_rate: 0.000100 loss_class: 0.156437 loss_bbox: 0.120312 loss_giou: 0.209511 loss_class_aux: 1.033523 loss_bbox_aux: 0.786400 loss_giou_aux: 1.319125 loss_class_dn: 0.018907 loss_bbox_dn: 0.205463 loss_giou_dn: 0.244902 loss_class_aux_dn: 0.136804 loss_bbox_aux_dn: 1.160906 loss_giou_aux_dn: 1.386520 loss: 6.871273 eta: 3:43:55 batch_cost: 0.5699 data_cost: 0.0005 ips: 3.5094 images/s [02/13 16:53:28] ppdet.engine INFO: Epoch: [8] [6000/7329] learning_rate: 0.000100 loss_class: 0.183815 loss_bbox: 0.130246 loss_giou: 0.260786 loss_class_aux: 1.273772 loss_bbox_aux: 0.819964 loss_giou_aux: 1.626397 loss_class_dn: 0.020620 loss_bbox_dn: 0.180023 loss_giou_dn: 0.291939 loss_class_aux_dn: 0.144655 loss_bbox_aux_dn: 1.069093 loss_giou_aux_dn: 1.606961 loss: 7.793183 eta: 3:42:58 batch_cost: 0.5722 data_cost: 0.0007 ips: 3.4952 images/s [02/13 16:54:25] ppdet.engine INFO: Epoch: [8] [6100/7329] learning_rate: 0.000100 loss_class: 0.208300 loss_bbox: 0.132910 loss_giou: 0.280253 loss_class_aux: 1.279530 loss_bbox_aux: 0.847497 loss_giou_aux: 1.681071 loss_class_dn: 0.029060 loss_bbox_dn: 0.210393 loss_giou_dn: 0.312257 loss_class_aux_dn: 0.189903 loss_bbox_aux_dn: 1.167942 loss_giou_aux_dn: 1.779167 loss: 8.060656 eta: 3:42:00 batch_cost: 0.5694 data_cost: 0.0012 ips: 3.5124 images/s [02/13 16:55:23] ppdet.engine INFO: Epoch: [8] [6200/7329] learning_rate: 0.000100 loss_class: 0.181953 loss_bbox: 0.125124 loss_giou: 0.267038 loss_class_aux: 1.209038 loss_bbox_aux: 0.789987 loss_giou_aux: 1.625244 loss_class_dn: 0.022312 loss_bbox_dn: 0.160130 loss_giou_dn: 0.308732 loss_class_aux_dn: 0.174590 loss_bbox_aux_dn: 0.919845 loss_giou_aux_dn: 1.708118 loss: 8.479731 eta: 3:41:03 batch_cost: 0.5791 data_cost: 0.0003 ips: 3.4534 images/s [02/13 16:56:19] ppdet.engine INFO: Epoch: [8] [6300/7329] learning_rate: 0.000100 loss_class: 0.196531 loss_bbox: 0.130678 loss_giou: 0.270004 loss_class_aux: 1.290347 loss_bbox_aux: 0.831500 loss_giou_aux: 1.613093 loss_class_dn: 0.022231 loss_bbox_dn: 0.212170 loss_giou_dn: 0.331477 loss_class_aux_dn: 0.174033 loss_bbox_aux_dn: 1.191412 loss_giou_aux_dn: 1.873070 loss: 8.493783 eta: 3:40:05 batch_cost: 0.5635 data_cost: 0.0007 ips: 3.5491 images/s [02/13 16:57:18] ppdet.engine INFO: Epoch: [8] [6400/7329] learning_rate: 0.000100 loss_class: 0.201926 loss_bbox: 0.153917 loss_giou: 0.298498 loss_class_aux: 1.339838 loss_bbox_aux: 0.965833 loss_giou_aux: 1.932259 loss_class_dn: 0.026763 loss_bbox_dn: 0.228051 loss_giou_dn: 0.395621 loss_class_aux_dn: 0.183186 loss_bbox_aux_dn: 1.318286 loss_giou_aux_dn: 2.183029 loss: 10.315239 eta: 3:39:08 batch_cost: 0.5807 data_cost: 0.0005 ips: 3.4442 images/s [02/13 16:58:15] ppdet.engine INFO: Epoch: [8] [6500/7329] learning_rate: 0.000100 loss_class: 0.236866 loss_bbox: 0.164829 loss_giou: 0.336343 loss_class_aux: 1.539571 loss_bbox_aux: 1.046784 loss_giou_aux: 2.053256 loss_class_dn: 0.028948 loss_bbox_dn: 0.269426 loss_giou_dn: 0.413753 loss_class_aux_dn: 0.207324 loss_bbox_aux_dn: 1.493003 loss_giou_aux_dn: 2.247974 loss: 10.273388 eta: 3:38:11 batch_cost: 0.5667 data_cost: 0.0005 ips: 3.5290 images/s [02/13 16:59:12] ppdet.engine INFO: Epoch: [8] [6600/7329] learning_rate: 0.000100 loss_class: 0.187275 loss_bbox: 0.135819 loss_giou: 0.241236 loss_class_aux: 1.282362 loss_bbox_aux: 0.869307 loss_giou_aux: 1.616796 loss_class_dn: 0.028125 loss_bbox_dn: 0.202203 loss_giou_dn: 0.279761 loss_class_aux_dn: 0.196511 loss_bbox_aux_dn: 1.093653 loss_giou_aux_dn: 1.551602 loss: 8.100359 eta: 3:37:13 batch_cost: 0.5753 data_cost: 0.0004 ips: 3.4764 images/s [02/13 17:00:10] ppdet.engine INFO: Epoch: [8] [6700/7329] learning_rate: 0.000100 loss_class: 0.199958 loss_bbox: 0.142099 loss_giou: 0.275293 loss_class_aux: 1.321206 loss_bbox_aux: 0.898182 loss_giou_aux: 1.803455 loss_class_dn: 0.025506 loss_bbox_dn: 0.203808 loss_giou_dn: 0.338192 loss_class_aux_dn: 0.183401 loss_bbox_aux_dn: 1.187872 loss_giou_aux_dn: 1.870200 loss: 8.637171 eta: 3:36:16 batch_cost: 0.5778 data_cost: 0.0006 ips: 3.4614 images/s [02/13 17:01:08] ppdet.engine INFO: Epoch: [8] [6800/7329] learning_rate: 0.000100 loss_class: 0.139285 loss_bbox: 0.102678 loss_giou: 0.229628 loss_class_aux: 0.947150 loss_bbox_aux: 0.681285 loss_giou_aux: 1.467193 loss_class_dn: 0.014814 loss_bbox_dn: 0.153290 loss_giou_dn: 0.267109 loss_class_aux_dn: 0.125948 loss_bbox_aux_dn: 0.917232 loss_giou_aux_dn: 1.524555 loss: 6.795647 eta: 3:35:19 batch_cost: 0.5724 data_cost: 0.0005 ips: 3.4939 images/s [02/13 17:02:07] ppdet.engine INFO: Epoch: [8] [6900/7329] learning_rate: 0.000100 loss_class: 0.218816 loss_bbox: 0.136542 loss_giou: 0.278342 loss_class_aux: 1.371771 loss_bbox_aux: 0.829182 loss_giou_aux: 1.803684 loss_class_dn: 0.021595 loss_bbox_dn: 0.186133 loss_giou_dn: 0.350762 loss_class_aux_dn: 0.174202 loss_bbox_aux_dn: 1.078218 loss_giou_aux_dn: 1.979017 loss: 9.588592 eta: 3:34:22 batch_cost: 0.5886 data_cost: 0.0005 ips: 3.3979 images/s [02/13 17:03:03] ppdet.engine INFO: Epoch: [8] [7000/7329] learning_rate: 0.000100 loss_class: 0.181561 loss_bbox: 0.125334 loss_giou: 0.239684 loss_class_aux: 1.244462 loss_bbox_aux: 0.779966 loss_giou_aux: 1.545661 loss_class_dn: 0.023039 loss_bbox_dn: 0.196683 loss_giou_dn: 0.291280 loss_class_aux_dn: 0.173350 loss_bbox_aux_dn: 1.145487 loss_giou_aux_dn: 1.626571 loss: 7.636867 eta: 3:33:24 batch_cost: 0.5602 data_cost: 0.0006 ips: 3.5700 images/s [02/13 17:04:02] ppdet.engine INFO: Epoch: [8] [7100/7329] learning_rate: 0.000100 loss_class: 0.191518 loss_bbox: 0.146755 loss_giou: 0.299748 loss_class_aux: 1.247535 loss_bbox_aux: 0.942397 loss_giou_aux: 2.001187 loss_class_dn: 0.023817 loss_bbox_dn: 0.224017 loss_giou_dn: 0.352727 loss_class_aux_dn: 0.177741 loss_bbox_aux_dn: 1.335375 loss_giou_aux_dn: 2.051835 loss: 9.313548 eta: 3:32:27 batch_cost: 0.5827 data_cost: 0.0004 ips: 3.4322 images/s [02/13 17:04:59] ppdet.engine INFO: Epoch: [8] [7200/7329] learning_rate: 0.000100 loss_class: 0.173373 loss_bbox: 0.140102 loss_giou: 0.305466 loss_class_aux: 1.288410 loss_bbox_aux: 0.864525 loss_giou_aux: 1.870575 loss_class_dn: 0.024383 loss_bbox_dn: 0.165071 loss_giou_dn: 0.357055 loss_class_aux_dn: 0.183030 loss_bbox_aux_dn: 1.030153 loss_giou_aux_dn: 1.906886 loss: 9.217173 eta: 3:31:29 batch_cost: 0.5686 data_cost: 0.0006 ips: 3.5173 images/s [02/13 17:05:56] ppdet.engine INFO: Epoch: [8] [7300/7329] learning_rate: 0.000100 loss_class: 0.187903 loss_bbox: 0.133886 loss_giou: 0.247954 loss_class_aux: 1.224556 loss_bbox_aux: 0.873897 loss_giou_aux: 1.602455 loss_class_dn: 0.022061 loss_bbox_dn: 0.202424 loss_giou_dn: 0.301372 loss_class_aux_dn: 0.162528 loss_bbox_aux_dn: 1.223461 loss_giou_aux_dn: 1.664449 loss: 7.938241 eta: 3:30:32 batch_cost: 0.5697 data_cost: 0.0004 ips: 3.5106 images/s [02/13 17:06:14] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 17:06:14] ppdet.engine INFO: Eval iter: 0 [02/13 17:06:25] ppdet.engine INFO: Eval iter: 100 [02/13 17:06:36] ppdet.engine INFO: Eval iter: 200 [02/13 17:06:47] ppdet.engine INFO: Eval iter: 300 [02/13 17:06:57] ppdet.engine INFO: Eval iter: 400 [02/13 17:07:08] ppdet.engine INFO: Eval iter: 500 [02/13 17:07:19] ppdet.engine INFO: Eval iter: 600 [02/13 17:07:30] ppdet.engine INFO: Eval iter: 700 [02/13 17:07:41] ppdet.engine INFO: Eval iter: 800 [02/13 17:07:51] ppdet.engine INFO: Eval iter: 900 [02/13 17:08:02] ppdet.engine INFO: Eval iter: 1000 [02/13 17:08:12] ppdet.engine INFO: Eval iter: 1100 [02/13 17:08:23] ppdet.engine INFO: Eval iter: 1200 [02/13 17:08:33] ppdet.engine INFO: Eval iter: 1300 [02/13 17:08:43] ppdet.engine INFO: Eval iter: 1400 [02/13 17:08:54] ppdet.engine INFO: Eval iter: 1500 [02/13 17:09:05] ppdet.engine INFO: Eval iter: 1600 [02/13 17:09:16] ppdet.engine INFO: Eval iter: 1700 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17:12:50] ppdet.engine INFO: Eval iter: 3700 [02/13 17:13:01] ppdet.engine INFO: Eval iter: 3800 [02/13 17:13:12] ppdet.engine INFO: Eval iter: 3900 [02/13 17:13:23] ppdet.engine INFO: Eval iter: 4000 [02/13 17:13:34] ppdet.engine INFO: Eval iter: 4100 [02/13 17:13:44] ppdet.engine INFO: Eval iter: 4200 [02/13 17:13:55] ppdet.engine INFO: Eval iter: 4300 [02/13 17:14:05] ppdet.engine INFO: Eval iter: 4400 [02/13 17:14:15] ppdet.engine INFO: Eval iter: 4500 [02/13 17:14:26] ppdet.engine INFO: Eval iter: 4600 [02/13 17:14:37] ppdet.engine INFO: Eval iter: 4700 [02/13 17:14:49] ppdet.engine INFO: Eval iter: 4800 [02/13 17:15:00] ppdet.engine INFO: Eval iter: 4900 [02/13 17:15:45] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.63s) creating index... index created! [02/13 17:15:46] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=13.03s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=120.67s). Accumulating evaluation results... DONE (t=27.42s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.460 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.633 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.501 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 ] = 0.498 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.590 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.369 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.629 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.527 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 ] = 0.864 [02/13 17:18:32] ppdet.engine INFO: Total sample number: 5000, average FPS: 9.316163940244643 [02/13 17:18:32] ppdet.engine INFO: Best test bbox ap is 0.460. [02/13 17:18:34] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 17:18:36] ppdet.engine INFO: Epoch: [9] [ 0/7329] learning_rate: 0.000100 loss_class: 0.187903 loss_bbox: 0.124013 loss_giou: 0.255153 loss_class_aux: 1.184073 loss_bbox_aux: 0.788117 loss_giou_aux: 1.653060 loss_class_dn: 0.021674 loss_bbox_dn: 0.201249 loss_giou_dn: 0.302891 loss_class_aux_dn: 0.155347 loss_bbox_aux_dn: 1.195595 loss_giou_aux_dn: 1.685608 loss: 7.634321 eta: 3:30:15 batch_cost: 0.5721 data_cost: 0.0005 ips: 3.4957 images/s [02/13 17:19:33] ppdet.engine INFO: Epoch: [9] [ 100/7329] learning_rate: 0.000100 loss_class: 0.184058 loss_bbox: 0.149671 loss_giou: 0.232601 loss_class_aux: 1.193187 loss_bbox_aux: 0.931461 loss_giou_aux: 1.517348 loss_class_dn: 0.021655 loss_bbox_dn: 0.203277 loss_giou_dn: 0.294495 loss_class_aux_dn: 0.156730 loss_bbox_aux_dn: 1.139711 loss_giou_aux_dn: 1.620142 loss: 8.049870 eta: 3:29:18 batch_cost: 0.5719 data_cost: 0.0008 ips: 3.4973 images/s [02/13 17:20:32] ppdet.engine INFO: Epoch: [9] [ 200/7329] learning_rate: 0.000100 loss_class: 0.150823 loss_bbox: 0.136984 loss_giou: 0.271057 loss_class_aux: 1.079257 loss_bbox_aux: 0.824604 loss_giou_aux: 1.666496 loss_class_dn: 0.022218 loss_bbox_dn: 0.183940 loss_giou_dn: 0.313533 loss_class_aux_dn: 0.151655 loss_bbox_aux_dn: 1.117011 loss_giou_aux_dn: 1.742084 loss: 7.869250 eta: 3:28:21 batch_cost: 0.5820 data_cost: 0.0007 ips: 3.4366 images/s [02/13 17:21:29] ppdet.engine INFO: Epoch: [9] [ 300/7329] learning_rate: 0.000100 loss_class: 0.206197 loss_bbox: 0.128274 loss_giou: 0.290929 loss_class_aux: 1.300537 loss_bbox_aux: 0.812347 loss_giou_aux: 1.830001 loss_class_dn: 0.024143 loss_bbox_dn: 0.188114 loss_giou_dn: 0.327477 loss_class_aux_dn: 0.184932 loss_bbox_aux_dn: 1.103066 loss_giou_aux_dn: 1.823867 loss: 8.999777 eta: 3:27:23 batch_cost: 0.5733 data_cost: 0.0008 ips: 3.4888 images/s [02/13 17:22:28] ppdet.engine INFO: Epoch: [9] [ 400/7329] learning_rate: 0.000100 loss_class: 0.152742 loss_bbox: 0.129684 loss_giou: 0.191718 loss_class_aux: 1.011643 loss_bbox_aux: 0.830141 loss_giou_aux: 1.184481 loss_class_dn: 0.017859 loss_bbox_dn: 0.190487 loss_giou_dn: 0.248953 loss_class_aux_dn: 0.149690 loss_bbox_aux_dn: 1.066627 loss_giou_aux_dn: 1.428639 loss: 6.986973 eta: 3:26:26 batch_cost: 0.5813 data_cost: 0.0005 ips: 3.4407 images/s [02/13 17:23:26] ppdet.engine INFO: Epoch: [9] [ 500/7329] learning_rate: 0.000100 loss_class: 0.157286 loss_bbox: 0.127689 loss_giou: 0.248601 loss_class_aux: 1.045716 loss_bbox_aux: 0.811213 loss_giou_aux: 1.664764 loss_class_dn: 0.017871 loss_bbox_dn: 0.183032 loss_giou_dn: 0.275022 loss_class_aux_dn: 0.135172 loss_bbox_aux_dn: 1.072713 loss_giou_aux_dn: 1.554128 loss: 7.648774 eta: 3:25:29 batch_cost: 0.5772 data_cost: 0.0005 ips: 3.4650 images/s [02/13 17:24:22] ppdet.engine INFO: Epoch: [9] [ 600/7329] learning_rate: 0.000100 loss_class: 0.221948 loss_bbox: 0.151366 loss_giou: 0.267729 loss_class_aux: 1.414302 loss_bbox_aux: 0.881575 loss_giou_aux: 1.710698 loss_class_dn: 0.022494 loss_bbox_dn: 0.215861 loss_giou_dn: 0.324845 loss_class_aux_dn: 0.176983 loss_bbox_aux_dn: 1.194144 loss_giou_aux_dn: 1.846450 loss: 9.650139 eta: 3:24:31 batch_cost: 0.5657 data_cost: 0.0006 ips: 3.5354 images/s [02/13 17:25:21] ppdet.engine INFO: Epoch: [9] [ 700/7329] learning_rate: 0.000100 loss_class: 0.150729 loss_bbox: 0.115505 loss_giou: 0.194696 loss_class_aux: 0.998436 loss_bbox_aux: 0.748536 loss_giou_aux: 1.258103 loss_class_dn: 0.015024 loss_bbox_dn: 0.184814 loss_giou_dn: 0.242932 loss_class_aux_dn: 0.134177 loss_bbox_aux_dn: 1.045720 loss_giou_aux_dn: 1.327801 loss: 6.535439 eta: 3:23:34 batch_cost: 0.5799 data_cost: 0.0003 ips: 3.4487 images/s [02/13 17:26:18] ppdet.engine INFO: Epoch: [9] [ 800/7329] learning_rate: 0.000100 loss_class: 0.187712 loss_bbox: 0.135636 loss_giou: 0.236574 loss_class_aux: 1.270818 loss_bbox_aux: 0.913014 loss_giou_aux: 1.550807 loss_class_dn: 0.022214 loss_bbox_dn: 0.196708 loss_giou_dn: 0.301623 loss_class_aux_dn: 0.179107 loss_bbox_aux_dn: 1.136860 loss_giou_aux_dn: 1.708466 loss: 8.746065 eta: 3:22:37 batch_cost: 0.5758 data_cost: 0.0004 ips: 3.4732 images/s [02/13 17:27:17] ppdet.engine INFO: Epoch: [9] [ 900/7329] learning_rate: 0.000100 loss_class: 0.175302 loss_bbox: 0.130746 loss_giou: 0.328374 loss_class_aux: 1.256777 loss_bbox_aux: 0.817347 loss_giou_aux: 2.044580 loss_class_dn: 0.023839 loss_bbox_dn: 0.167943 loss_giou_dn: 0.346206 loss_class_aux_dn: 0.161240 loss_bbox_aux_dn: 1.018415 loss_giou_aux_dn: 1.904714 loss: 9.095372 eta: 3:21:40 batch_cost: 0.5867 data_cost: 0.0003 ips: 3.4090 images/s [02/13 17:28:15] ppdet.engine INFO: Epoch: [9] [1000/7329] learning_rate: 0.000100 loss_class: 0.140579 loss_bbox: 0.129783 loss_giou: 0.224430 loss_class_aux: 1.013221 loss_bbox_aux: 0.816265 loss_giou_aux: 1.437647 loss_class_dn: 0.021380 loss_bbox_dn: 0.194945 loss_giou_dn: 0.272937 loss_class_aux_dn: 0.173813 loss_bbox_aux_dn: 1.133026 loss_giou_aux_dn: 1.570494 loss: 7.629561 eta: 3:20:42 batch_cost: 0.5764 data_cost: 0.0008 ips: 3.4699 images/s [02/13 17:29:14] ppdet.engine INFO: Epoch: [9] [1100/7329] learning_rate: 0.000100 loss_class: 0.193169 loss_bbox: 0.134090 loss_giou: 0.273207 loss_class_aux: 1.318007 loss_bbox_aux: 0.824842 loss_giou_aux: 1.738291 loss_class_dn: 0.026037 loss_bbox_dn: 0.186040 loss_giou_dn: 0.303519 loss_class_aux_dn: 0.182807 loss_bbox_aux_dn: 1.100348 loss_giou_aux_dn: 1.670547 loss: 8.264709 eta: 3:19:46 batch_cost: 0.5909 data_cost: 0.0007 ips: 3.3847 images/s [02/13 17:30:12] ppdet.engine INFO: Epoch: [9] [1200/7329] learning_rate: 0.000100 loss_class: 0.181827 loss_bbox: 0.124802 loss_giou: 0.248642 loss_class_aux: 1.250287 loss_bbox_aux: 0.843266 loss_giou_aux: 1.626613 loss_class_dn: 0.024197 loss_bbox_dn: 0.181467 loss_giou_dn: 0.310877 loss_class_aux_dn: 0.163762 loss_bbox_aux_dn: 1.007701 loss_giou_aux_dn: 1.695834 loss: 8.330467 eta: 3:18:48 batch_cost: 0.5773 data_cost: 0.0003 ips: 3.4643 images/s [02/13 17:31:11] ppdet.engine INFO: Epoch: [9] [1300/7329] learning_rate: 0.000100 loss_class: 0.195631 loss_bbox: 0.140145 loss_giou: 0.247075 loss_class_aux: 1.326622 loss_bbox_aux: 0.873659 loss_giou_aux: 1.627846 loss_class_dn: 0.023780 loss_bbox_dn: 0.226025 loss_giou_dn: 0.317906 loss_class_aux_dn: 0.179339 loss_bbox_aux_dn: 1.330888 loss_giou_aux_dn: 1.770694 loss: 8.641413 eta: 3:17:51 batch_cost: 0.5802 data_cost: 0.0008 ips: 3.4473 images/s [02/13 17:32:08] ppdet.engine INFO: Epoch: [9] [1400/7329] learning_rate: 0.000100 loss_class: 0.170082 loss_bbox: 0.137117 loss_giou: 0.232168 loss_class_aux: 1.165063 loss_bbox_aux: 0.893645 loss_giou_aux: 1.512548 loss_class_dn: 0.017052 loss_bbox_dn: 0.200567 loss_giou_dn: 0.296776 loss_class_aux_dn: 0.148387 loss_bbox_aux_dn: 1.168998 loss_giou_aux_dn: 1.671352 loss: 7.955852 eta: 3:16:53 batch_cost: 0.5660 data_cost: 0.0006 ips: 3.5335 images/s [02/13 17:33:05] ppdet.engine INFO: Epoch: [9] [1500/7329] learning_rate: 0.000100 loss_class: 0.215904 loss_bbox: 0.139841 loss_giou: 0.289673 loss_class_aux: 1.439559 loss_bbox_aux: 0.869647 loss_giou_aux: 1.862604 loss_class_dn: 0.025497 loss_bbox_dn: 0.197665 loss_giou_dn: 0.347523 loss_class_aux_dn: 0.203381 loss_bbox_aux_dn: 1.152493 loss_giou_aux_dn: 1.945282 loss: 9.108110 eta: 3:15:56 batch_cost: 0.5750 data_cost: 0.0003 ips: 3.4782 images/s [02/13 17:34:03] ppdet.engine INFO: Epoch: [9] [1600/7329] learning_rate: 0.000100 loss_class: 0.172605 loss_bbox: 0.126476 loss_giou: 0.273586 loss_class_aux: 1.201646 loss_bbox_aux: 0.819505 loss_giou_aux: 1.652085 loss_class_dn: 0.020087 loss_bbox_dn: 0.188901 loss_giou_dn: 0.336341 loss_class_aux_dn: 0.147730 loss_bbox_aux_dn: 1.078340 loss_giou_aux_dn: 1.847084 loss: 8.616827 eta: 3:14:59 batch_cost: 0.5724 data_cost: 0.0003 ips: 3.4942 images/s [02/13 17:35:00] ppdet.engine INFO: Epoch: [9] [1700/7329] learning_rate: 0.000100 loss_class: 0.160033 loss_bbox: 0.124367 loss_giou: 0.222181 loss_class_aux: 1.016474 loss_bbox_aux: 0.749703 loss_giou_aux: 1.329452 loss_class_dn: 0.017605 loss_bbox_dn: 0.168449 loss_giou_dn: 0.244718 loss_class_aux_dn: 0.136649 loss_bbox_aux_dn: 1.014630 loss_giou_aux_dn: 1.349300 loss: 6.933027 eta: 3:14:01 batch_cost: 0.5753 data_cost: 0.0005 ips: 3.4766 images/s [02/13 17:35:58] ppdet.engine INFO: Epoch: [9] [1800/7329] learning_rate: 0.000100 loss_class: 0.208769 loss_bbox: 0.132303 loss_giou: 0.320354 loss_class_aux: 1.405013 loss_bbox_aux: 0.840749 loss_giou_aux: 1.961621 loss_class_dn: 0.025894 loss_bbox_dn: 0.191893 loss_giou_dn: 0.346360 loss_class_aux_dn: 0.181422 loss_bbox_aux_dn: 1.102815 loss_giou_aux_dn: 1.944864 loss: 9.360936 eta: 3:13:04 batch_cost: 0.5751 data_cost: 0.0006 ips: 3.4776 images/s [02/13 17:36:56] ppdet.engine INFO: Epoch: [9] [1900/7329] learning_rate: 0.000100 loss_class: 0.160829 loss_bbox: 0.121886 loss_giou: 0.201705 loss_class_aux: 1.128763 loss_bbox_aux: 0.787562 loss_giou_aux: 1.335289 loss_class_dn: 0.023695 loss_bbox_dn: 0.189536 loss_giou_dn: 0.268300 loss_class_aux_dn: 0.170353 loss_bbox_aux_dn: 1.081823 loss_giou_aux_dn: 1.496133 loss: 7.710730 eta: 3:12:07 batch_cost: 0.5804 data_cost: 0.0008 ips: 3.4460 images/s [02/13 17:37:54] ppdet.engine INFO: Epoch: [9] [2000/7329] learning_rate: 0.000100 loss_class: 0.230126 loss_bbox: 0.134105 loss_giou: 0.322499 loss_class_aux: 1.569413 loss_bbox_aux: 0.829033 loss_giou_aux: 1.995610 loss_class_dn: 0.026059 loss_bbox_dn: 0.170196 loss_giou_dn: 0.357842 loss_class_aux_dn: 0.185996 loss_bbox_aux_dn: 0.954692 loss_giou_aux_dn: 2.002996 loss: 8.938761 eta: 3:11:09 batch_cost: 0.5692 data_cost: 0.0009 ips: 3.5134 images/s [02/13 17:38:52] ppdet.engine INFO: Epoch: [9] [2100/7329] learning_rate: 0.000100 loss_class: 0.182522 loss_bbox: 0.124641 loss_giou: 0.254638 loss_class_aux: 1.191812 loss_bbox_aux: 0.792473 loss_giou_aux: 1.562029 loss_class_dn: 0.022953 loss_bbox_dn: 0.177975 loss_giou_dn: 0.314022 loss_class_aux_dn: 0.148807 loss_bbox_aux_dn: 1.090754 loss_giou_aux_dn: 1.675933 loss: 7.810310 eta: 3:10:12 batch_cost: 0.5815 data_cost: 0.0010 ips: 3.4393 images/s [02/13 17:39:50] ppdet.engine INFO: Epoch: [9] [2200/7329] learning_rate: 0.000100 loss_class: 0.203613 loss_bbox: 0.144001 loss_giou: 0.329821 loss_class_aux: 1.344213 loss_bbox_aux: 0.884486 loss_giou_aux: 2.007779 loss_class_dn: 0.025514 loss_bbox_dn: 0.175920 loss_giou_dn: 0.361379 loss_class_aux_dn: 0.188005 loss_bbox_aux_dn: 1.019650 loss_giou_aux_dn: 2.001404 loss: 9.340635 eta: 3:09:15 batch_cost: 0.5753 data_cost: 0.0010 ips: 3.4762 images/s [02/13 17:40:48] ppdet.engine INFO: Epoch: [9] [2300/7329] learning_rate: 0.000100 loss_class: 0.156101 loss_bbox: 0.111763 loss_giou: 0.241377 loss_class_aux: 1.120501 loss_bbox_aux: 0.703007 loss_giou_aux: 1.413545 loss_class_dn: 0.020311 loss_bbox_dn: 0.163610 loss_giou_dn: 0.280132 loss_class_aux_dn: 0.133019 loss_bbox_aux_dn: 0.974378 loss_giou_aux_dn: 1.595315 loss: 7.370460 eta: 3:08:18 batch_cost: 0.5795 data_cost: 0.0008 ips: 3.4512 images/s [02/13 17:41:46] ppdet.engine INFO: Epoch: [9] [2400/7329] learning_rate: 0.000100 loss_class: 0.200317 loss_bbox: 0.147581 loss_giou: 0.278108 loss_class_aux: 1.368386 loss_bbox_aux: 0.882951 loss_giou_aux: 1.706886 loss_class_dn: 0.021396 loss_bbox_dn: 0.201727 loss_giou_dn: 0.312849 loss_class_aux_dn: 0.172805 loss_bbox_aux_dn: 1.136411 loss_giou_aux_dn: 1.739447 loss: 9.181679 eta: 3:07:20 batch_cost: 0.5739 data_cost: 0.0005 ips: 3.4849 images/s [02/13 17:42:43] ppdet.engine INFO: Epoch: [9] [2500/7329] learning_rate: 0.000100 loss_class: 0.145463 loss_bbox: 0.120306 loss_giou: 0.247696 loss_class_aux: 1.047253 loss_bbox_aux: 0.772767 loss_giou_aux: 1.533024 loss_class_dn: 0.018258 loss_bbox_dn: 0.160293 loss_giou_dn: 0.274136 loss_class_aux_dn: 0.152481 loss_bbox_aux_dn: 0.925703 loss_giou_aux_dn: 1.498005 loss: 8.015162 eta: 3:06:23 batch_cost: 0.5738 data_cost: 0.0006 ips: 3.4854 images/s [02/13 17:43:42] ppdet.engine INFO: Epoch: [9] [2600/7329] learning_rate: 0.000100 loss_class: 0.221441 loss_bbox: 0.151066 loss_giou: 0.362614 loss_class_aux: 1.461198 loss_bbox_aux: 0.952860 loss_giou_aux: 2.211423 loss_class_dn: 0.025484 loss_bbox_dn: 0.210384 loss_giou_dn: 0.395993 loss_class_aux_dn: 0.192475 loss_bbox_aux_dn: 1.216098 loss_giou_aux_dn: 2.245573 loss: 9.697769 eta: 3:05:26 batch_cost: 0.5821 data_cost: 0.0007 ips: 3.4357 images/s [02/13 17:44:39] ppdet.engine INFO: Epoch: [9] [2700/7329] learning_rate: 0.000100 loss_class: 0.151103 loss_bbox: 0.123856 loss_giou: 0.268446 loss_class_aux: 1.003043 loss_bbox_aux: 0.801663 loss_giou_aux: 1.636986 loss_class_dn: 0.019270 loss_bbox_dn: 0.187898 loss_giou_dn: 0.319237 loss_class_aux_dn: 0.158605 loss_bbox_aux_dn: 1.056483 loss_giou_aux_dn: 1.763096 loss: 7.936088 eta: 3:04:28 batch_cost: 0.5745 data_cost: 0.0004 ips: 3.4814 images/s [02/13 17:45:37] ppdet.engine INFO: Epoch: [9] [2800/7329] learning_rate: 0.000100 loss_class: 0.166630 loss_bbox: 0.125479 loss_giou: 0.231423 loss_class_aux: 1.128237 loss_bbox_aux: 0.770655 loss_giou_aux: 1.447453 loss_class_dn: 0.021049 loss_bbox_dn: 0.178686 loss_giou_dn: 0.272800 loss_class_aux_dn: 0.142465 loss_bbox_aux_dn: 1.011643 loss_giou_aux_dn: 1.558506 loss: 7.005110 eta: 3:03:31 batch_cost: 0.5749 data_cost: 0.0006 ips: 3.4786 images/s [02/13 17:46:35] ppdet.engine INFO: Epoch: [9] [2900/7329] learning_rate: 0.000100 loss_class: 0.152901 loss_bbox: 0.119063 loss_giou: 0.187438 loss_class_aux: 1.073420 loss_bbox_aux: 0.776798 loss_giou_aux: 1.173890 loss_class_dn: 0.021963 loss_bbox_dn: 0.194318 loss_giou_dn: 0.230691 loss_class_aux_dn: 0.163850 loss_bbox_aux_dn: 1.206420 loss_giou_aux_dn: 1.348551 loss: 6.947436 eta: 3:02:34 batch_cost: 0.5763 data_cost: 0.0006 ips: 3.4705 images/s [02/13 17:47:32] ppdet.engine INFO: Epoch: [9] [3000/7329] learning_rate: 0.000100 loss_class: 0.150419 loss_bbox: 0.110706 loss_giou: 0.247729 loss_class_aux: 0.991948 loss_bbox_aux: 0.712009 loss_giou_aux: 1.505521 loss_class_dn: 0.013631 loss_bbox_dn: 0.164419 loss_giou_dn: 0.281853 loss_class_aux_dn: 0.124653 loss_bbox_aux_dn: 0.956511 loss_giou_aux_dn: 1.547818 loss: 7.115948 eta: 3:01:36 batch_cost: 0.5720 data_cost: 0.0005 ips: 3.4967 images/s [02/13 17:48:30] ppdet.engine INFO: Epoch: [9] [3100/7329] learning_rate: 0.000100 loss_class: 0.174824 loss_bbox: 0.138819 loss_giou: 0.240336 loss_class_aux: 1.128521 loss_bbox_aux: 0.888178 loss_giou_aux: 1.478839 loss_class_dn: 0.019875 loss_bbox_dn: 0.195870 loss_giou_dn: 0.305469 loss_class_aux_dn: 0.154452 loss_bbox_aux_dn: 1.170462 loss_giou_aux_dn: 1.731277 loss: 8.490809 eta: 3:00:39 batch_cost: 0.5766 data_cost: 0.0004 ips: 3.4684 images/s [02/13 17:49:26] ppdet.engine INFO: Epoch: [9] [3200/7329] learning_rate: 0.000100 loss_class: 0.158908 loss_bbox: 0.130668 loss_giou: 0.236717 loss_class_aux: 1.125604 loss_bbox_aux: 0.810143 loss_giou_aux: 1.456742 loss_class_dn: 0.020696 loss_bbox_dn: 0.187093 loss_giou_dn: 0.266556 loss_class_aux_dn: 0.154267 loss_bbox_aux_dn: 1.067303 loss_giou_aux_dn: 1.481905 loss: 7.654483 eta: 2:59:41 batch_cost: 0.5619 data_cost: 0.0008 ips: 3.5592 images/s [02/13 17:50:25] ppdet.engine INFO: Epoch: [9] [3300/7329] learning_rate: 0.000100 loss_class: 0.170125 loss_bbox: 0.124829 loss_giou: 0.242918 loss_class_aux: 1.101279 loss_bbox_aux: 0.794080 loss_giou_aux: 1.526995 loss_class_dn: 0.019735 loss_bbox_dn: 0.177355 loss_giou_dn: 0.297171 loss_class_aux_dn: 0.146822 loss_bbox_aux_dn: 0.962301 loss_giou_aux_dn: 1.615834 loss: 7.788229 eta: 2:58:44 batch_cost: 0.5799 data_cost: 0.0009 ips: 3.4488 images/s [02/13 17:51:22] ppdet.engine INFO: Epoch: [9] [3400/7329] learning_rate: 0.000100 loss_class: 0.204633 loss_bbox: 0.159007 loss_giou: 0.375019 loss_class_aux: 1.423745 loss_bbox_aux: 0.969012 loss_giou_aux: 2.305441 loss_class_dn: 0.024781 loss_bbox_dn: 0.195591 loss_giou_dn: 0.380259 loss_class_aux_dn: 0.188988 loss_bbox_aux_dn: 1.106340 loss_giou_aux_dn: 2.046719 loss: 9.426634 eta: 2:57:46 batch_cost: 0.5725 data_cost: 0.0009 ips: 3.4932 images/s [02/13 17:52:20] ppdet.engine INFO: Epoch: [9] [3500/7329] learning_rate: 0.000100 loss_class: 0.169154 loss_bbox: 0.125811 loss_giou: 0.311492 loss_class_aux: 1.093315 loss_bbox_aux: 0.780341 loss_giou_aux: 1.875172 loss_class_dn: 0.018909 loss_bbox_dn: 0.168388 loss_giou_dn: 0.331486 loss_class_aux_dn: 0.143783 loss_bbox_aux_dn: 0.986634 loss_giou_aux_dn: 1.814263 loss: 7.992826 eta: 2:56:49 batch_cost: 0.5747 data_cost: 0.0008 ips: 3.4799 images/s [02/13 17:53:19] ppdet.engine INFO: Epoch: [9] [3600/7329] learning_rate: 0.000100 loss_class: 0.197148 loss_bbox: 0.152884 loss_giou: 0.271148 loss_class_aux: 1.383816 loss_bbox_aux: 0.913107 loss_giou_aux: 1.671413 loss_class_dn: 0.026719 loss_bbox_dn: 0.192662 loss_giou_dn: 0.324416 loss_class_aux_dn: 0.195353 loss_bbox_aux_dn: 1.145484 loss_giou_aux_dn: 1.832837 loss: 8.758970 eta: 2:55:52 batch_cost: 0.5848 data_cost: 0.0009 ips: 3.4199 images/s [02/13 17:54:16] ppdet.engine INFO: Epoch: [9] [3700/7329] learning_rate: 0.000100 loss_class: 0.162372 loss_bbox: 0.135505 loss_giou: 0.242467 loss_class_aux: 1.135767 loss_bbox_aux: 0.814234 loss_giou_aux: 1.559680 loss_class_dn: 0.019017 loss_bbox_dn: 0.190245 loss_giou_dn: 0.302426 loss_class_aux_dn: 0.139186 loss_bbox_aux_dn: 1.172920 loss_giou_aux_dn: 1.651279 loss: 7.821043 eta: 2:54:55 batch_cost: 0.5752 data_cost: 0.0008 ips: 3.4773 images/s [02/13 17:55:15] ppdet.engine INFO: Epoch: [9] [3800/7329] learning_rate: 0.000100 loss_class: 0.159804 loss_bbox: 0.130992 loss_giou: 0.250748 loss_class_aux: 1.131656 loss_bbox_aux: 0.814093 loss_giou_aux: 1.527532 loss_class_dn: 0.022005 loss_bbox_dn: 0.166856 loss_giou_dn: 0.276691 loss_class_aux_dn: 0.164477 loss_bbox_aux_dn: 1.008626 loss_giou_aux_dn: 1.576830 loss: 7.841529 eta: 2:53:57 batch_cost: 0.5830 data_cost: 0.0007 ips: 3.4302 images/s [02/13 17:56:13] ppdet.engine INFO: Epoch: [9] [3900/7329] learning_rate: 0.000100 loss_class: 0.140101 loss_bbox: 0.102789 loss_giou: 0.169304 loss_class_aux: 0.981825 loss_bbox_aux: 0.645115 loss_giou_aux: 1.212347 loss_class_dn: 0.016574 loss_bbox_dn: 0.161434 loss_giou_dn: 0.252862 loss_class_aux_dn: 0.132465 loss_bbox_aux_dn: 0.948569 loss_giou_aux_dn: 1.398115 loss: 7.034886 eta: 2:53:00 batch_cost: 0.5826 data_cost: 0.0003 ips: 3.4331 images/s [02/13 17:57:11] ppdet.engine INFO: Epoch: [9] [4000/7329] learning_rate: 0.000100 loss_class: 0.187865 loss_bbox: 0.131791 loss_giou: 0.275127 loss_class_aux: 1.217669 loss_bbox_aux: 0.826753 loss_giou_aux: 1.778200 loss_class_dn: 0.023333 loss_bbox_dn: 0.170673 loss_giou_dn: 0.309341 loss_class_aux_dn: 0.165236 loss_bbox_aux_dn: 0.938101 loss_giou_aux_dn: 1.849366 loss: 8.697142 eta: 2:52:03 batch_cost: 0.5762 data_cost: 0.0009 ips: 3.4711 images/s [02/13 17:58:09] ppdet.engine INFO: Epoch: [9] [4100/7329] learning_rate: 0.000100 loss_class: 0.175286 loss_bbox: 0.120806 loss_giou: 0.263440 loss_class_aux: 1.164638 loss_bbox_aux: 0.766857 loss_giou_aux: 1.542955 loss_class_dn: 0.019968 loss_bbox_dn: 0.169001 loss_giou_dn: 0.277084 loss_class_aux_dn: 0.142675 loss_bbox_aux_dn: 0.985361 loss_giou_aux_dn: 1.530015 loss: 7.548615 eta: 2:51:05 batch_cost: 0.5719 data_cost: 0.0004 ips: 3.4971 images/s [02/13 17:59:06] ppdet.engine INFO: Epoch: [9] [4200/7329] learning_rate: 0.000100 loss_class: 0.210595 loss_bbox: 0.153358 loss_giou: 0.328649 loss_class_aux: 1.371346 loss_bbox_aux: 0.967880 loss_giou_aux: 1.950379 loss_class_dn: 0.024599 loss_bbox_dn: 0.227504 loss_giou_dn: 0.377798 loss_class_aux_dn: 0.180428 loss_bbox_aux_dn: 1.283787 loss_giou_aux_dn: 2.122782 loss: 9.820822 eta: 2:50:08 batch_cost: 0.5764 data_cost: 0.0003 ips: 3.4697 images/s [02/13 18:00:05] ppdet.engine INFO: Epoch: [9] [4300/7329] learning_rate: 0.000100 loss_class: 0.166622 loss_bbox: 0.132898 loss_giou: 0.219730 loss_class_aux: 1.156139 loss_bbox_aux: 0.859968 loss_giou_aux: 1.363069 loss_class_dn: 0.018330 loss_bbox_dn: 0.211535 loss_giou_dn: 0.296829 loss_class_aux_dn: 0.143586 loss_bbox_aux_dn: 1.180617 loss_giou_aux_dn: 1.636367 loss: 8.235908 eta: 2:49:11 batch_cost: 0.5804 data_cost: 0.0007 ips: 3.4456 images/s [02/13 18:01:02] ppdet.engine INFO: Epoch: [9] [4400/7329] learning_rate: 0.000100 loss_class: 0.179292 loss_bbox: 0.134555 loss_giou: 0.271895 loss_class_aux: 1.094217 loss_bbox_aux: 0.885285 loss_giou_aux: 1.708326 loss_class_dn: 0.020589 loss_bbox_dn: 0.175786 loss_giou_dn: 0.301308 loss_class_aux_dn: 0.147063 loss_bbox_aux_dn: 0.989116 loss_giou_aux_dn: 1.660310 loss: 7.526334 eta: 2:48:13 batch_cost: 0.5699 data_cost: 0.0005 ips: 3.5095 images/s [02/13 18:01:59] ppdet.engine INFO: Epoch: [9] [4500/7329] learning_rate: 0.000100 loss_class: 0.189342 loss_bbox: 0.130796 loss_giou: 0.291058 loss_class_aux: 1.268699 loss_bbox_aux: 0.810714 loss_giou_aux: 1.798426 loss_class_dn: 0.024592 loss_bbox_dn: 0.203475 loss_giou_dn: 0.359475 loss_class_aux_dn: 0.189613 loss_bbox_aux_dn: 1.216680 loss_giou_aux_dn: 1.975461 loss: 9.532486 eta: 2:47:16 batch_cost: 0.5695 data_cost: 0.0006 ips: 3.5122 images/s [02/13 18:02:57] ppdet.engine INFO: Epoch: [9] [4600/7329] learning_rate: 0.000100 loss_class: 0.206630 loss_bbox: 0.131000 loss_giou: 0.270907 loss_class_aux: 1.342074 loss_bbox_aux: 0.852664 loss_giou_aux: 1.674642 loss_class_dn: 0.024318 loss_bbox_dn: 0.196300 loss_giou_dn: 0.344002 loss_class_aux_dn: 0.174595 loss_bbox_aux_dn: 1.104061 loss_giou_aux_dn: 1.939270 loss: 9.007217 eta: 2:46:19 batch_cost: 0.5760 data_cost: 0.0004 ips: 3.4725 images/s [02/13 18:03:54] ppdet.engine INFO: Epoch: [9] [4700/7329] learning_rate: 0.000100 loss_class: 0.166393 loss_bbox: 0.125588 loss_giou: 0.211717 loss_class_aux: 1.090807 loss_bbox_aux: 0.775656 loss_giou_aux: 1.326881 loss_class_dn: 0.021766 loss_bbox_dn: 0.194590 loss_giou_dn: 0.260020 loss_class_aux_dn: 0.156803 loss_bbox_aux_dn: 1.121284 loss_giou_aux_dn: 1.412041 loss: 7.261769 eta: 2:45:21 batch_cost: 0.5712 data_cost: 0.0003 ips: 3.5016 images/s [02/13 18:04:53] ppdet.engine INFO: Epoch: [9] [4800/7329] learning_rate: 0.000100 loss_class: 0.161577 loss_bbox: 0.134816 loss_giou: 0.219934 loss_class_aux: 1.127340 loss_bbox_aux: 0.868610 loss_giou_aux: 1.389416 loss_class_dn: 0.024918 loss_bbox_dn: 0.200679 loss_giou_dn: 0.297577 loss_class_aux_dn: 0.160925 loss_bbox_aux_dn: 1.083234 loss_giou_aux_dn: 1.620257 loss: 8.219164 eta: 2:44:24 batch_cost: 0.5837 data_cost: 0.0004 ips: 3.4262 images/s [02/13 18:05:52] ppdet.engine INFO: Epoch: [9] [4900/7329] learning_rate: 0.000100 loss_class: 0.188446 loss_bbox: 0.131913 loss_giou: 0.269558 loss_class_aux: 1.254537 loss_bbox_aux: 0.830400 loss_giou_aux: 1.625580 loss_class_dn: 0.021962 loss_bbox_dn: 0.175738 loss_giou_dn: 0.320953 loss_class_aux_dn: 0.165802 loss_bbox_aux_dn: 1.136691 loss_giou_aux_dn: 1.778866 loss: 8.219566 eta: 2:43:27 batch_cost: 0.5845 data_cost: 0.0008 ips: 3.4215 images/s [02/13 18:06:50] ppdet.engine INFO: Epoch: [9] [5000/7329] learning_rate: 0.000100 loss_class: 0.168710 loss_bbox: 0.132251 loss_giou: 0.203912 loss_class_aux: 1.124945 loss_bbox_aux: 0.830890 loss_giou_aux: 1.296158 loss_class_dn: 0.018528 loss_bbox_dn: 0.210522 loss_giou_dn: 0.254039 loss_class_aux_dn: 0.145325 loss_bbox_aux_dn: 1.163988 loss_giou_aux_dn: 1.432292 loss: 7.446939 eta: 2:42:29 batch_cost: 0.5765 data_cost: 0.0006 ips: 3.4691 images/s [02/13 18:07:48] ppdet.engine INFO: Epoch: [9] [5100/7329] learning_rate: 0.000100 loss_class: 0.157948 loss_bbox: 0.128346 loss_giou: 0.250203 loss_class_aux: 1.077151 loss_bbox_aux: 0.832281 loss_giou_aux: 1.605877 loss_class_dn: 0.019373 loss_bbox_dn: 0.191551 loss_giou_dn: 0.262765 loss_class_aux_dn: 0.149604 loss_bbox_aux_dn: 1.122015 loss_giou_aux_dn: 1.502573 loss: 7.235970 eta: 2:41:32 batch_cost: 0.5804 data_cost: 0.0003 ips: 3.4461 images/s [02/13 18:08:44] ppdet.engine INFO: Epoch: [9] [5200/7329] learning_rate: 0.000100 loss_class: 0.204124 loss_bbox: 0.156433 loss_giou: 0.294450 loss_class_aux: 1.334558 loss_bbox_aux: 0.989597 loss_giou_aux: 1.788132 loss_class_dn: 0.023853 loss_bbox_dn: 0.198982 loss_giou_dn: 0.328916 loss_class_aux_dn: 0.186845 loss_bbox_aux_dn: 1.194562 loss_giou_aux_dn: 1.859958 loss: 9.875874 eta: 2:40:35 batch_cost: 0.5641 data_cost: 0.0007 ips: 3.5453 images/s [02/13 18:09:43] ppdet.engine INFO: Epoch: [9] [5300/7329] learning_rate: 0.000100 loss_class: 0.154745 loss_bbox: 0.123036 loss_giou: 0.244817 loss_class_aux: 0.992916 loss_bbox_aux: 0.739404 loss_giou_aux: 1.509318 loss_class_dn: 0.019513 loss_bbox_dn: 0.181916 loss_giou_dn: 0.290551 loss_class_aux_dn: 0.149095 loss_bbox_aux_dn: 1.114337 loss_giou_aux_dn: 1.594300 loss: 7.106529 eta: 2:39:37 batch_cost: 0.5797 data_cost: 0.0003 ips: 3.4502 images/s [02/13 18:10:40] ppdet.engine INFO: Epoch: [9] [5400/7329] learning_rate: 0.000100 loss_class: 0.170848 loss_bbox: 0.115536 loss_giou: 0.231953 loss_class_aux: 1.151435 loss_bbox_aux: 0.755290 loss_giou_aux: 1.384105 loss_class_dn: 0.019793 loss_bbox_dn: 0.160724 loss_giou_dn: 0.275849 loss_class_aux_dn: 0.170597 loss_bbox_aux_dn: 0.981685 loss_giou_aux_dn: 1.535421 loss: 7.472338 eta: 2:38:40 batch_cost: 0.5766 data_cost: 0.0006 ips: 3.4684 images/s [02/13 18:11:39] ppdet.engine INFO: Epoch: [9] [5500/7329] learning_rate: 0.000100 loss_class: 0.151771 loss_bbox: 0.110734 loss_giou: 0.191852 loss_class_aux: 0.990735 loss_bbox_aux: 0.823999 loss_giou_aux: 1.171627 loss_class_dn: 0.018429 loss_bbox_dn: 0.180568 loss_giou_dn: 0.238086 loss_class_aux_dn: 0.146853 loss_bbox_aux_dn: 1.012738 loss_giou_aux_dn: 1.300992 loss: 6.348436 eta: 2:37:43 batch_cost: 0.5789 data_cost: 0.0004 ips: 3.4546 images/s [02/13 18:12:36] ppdet.engine INFO: Epoch: [9] [5600/7329] learning_rate: 0.000100 loss_class: 0.157720 loss_bbox: 0.125172 loss_giou: 0.229396 loss_class_aux: 1.028641 loss_bbox_aux: 0.790368 loss_giou_aux: 1.479237 loss_class_dn: 0.020807 loss_bbox_dn: 0.191390 loss_giou_dn: 0.264139 loss_class_aux_dn: 0.156112 loss_bbox_aux_dn: 1.133155 loss_giou_aux_dn: 1.466802 loss: 7.550515 eta: 2:36:45 batch_cost: 0.5766 data_cost: 0.0006 ips: 3.4683 images/s [02/13 18:13:35] ppdet.engine INFO: Epoch: [9] [5700/7329] learning_rate: 0.000100 loss_class: 0.163333 loss_bbox: 0.112581 loss_giou: 0.251031 loss_class_aux: 1.065525 loss_bbox_aux: 0.747823 loss_giou_aux: 1.567844 loss_class_dn: 0.018551 loss_bbox_dn: 0.184781 loss_giou_dn: 0.274075 loss_class_aux_dn: 0.154079 loss_bbox_aux_dn: 1.060011 loss_giou_aux_dn: 1.507292 loss: 7.254199 eta: 2:35:48 batch_cost: 0.5844 data_cost: 0.0005 ips: 3.4223 images/s [02/13 18:14:33] ppdet.engine INFO: Epoch: [9] [5800/7329] learning_rate: 0.000100 loss_class: 0.156050 loss_bbox: 0.118153 loss_giou: 0.265303 loss_class_aux: 1.047914 loss_bbox_aux: 0.800392 loss_giou_aux: 1.627665 loss_class_dn: 0.016513 loss_bbox_dn: 0.171880 loss_giou_dn: 0.287836 loss_class_aux_dn: 0.124737 loss_bbox_aux_dn: 0.989090 loss_giou_aux_dn: 1.577789 loss: 7.309338 eta: 2:34:51 batch_cost: 0.5811 data_cost: 0.0004 ips: 3.4420 images/s [02/13 18:15:32] ppdet.engine INFO: Epoch: [9] [5900/7329] learning_rate: 0.000100 loss_class: 0.169806 loss_bbox: 0.119704 loss_giou: 0.248799 loss_class_aux: 1.171957 loss_bbox_aux: 0.778068 loss_giou_aux: 1.525543 loss_class_dn: 0.020926 loss_bbox_dn: 0.167918 loss_giou_dn: 0.289761 loss_class_aux_dn: 0.151394 loss_bbox_aux_dn: 1.009900 loss_giou_aux_dn: 1.595942 loss: 8.071846 eta: 2:33:54 batch_cost: 0.5835 data_cost: 0.0007 ips: 3.4274 images/s [02/13 18:16:30] ppdet.engine INFO: Epoch: [9] [6000/7329] learning_rate: 0.000100 loss_class: 0.156362 loss_bbox: 0.121276 loss_giou: 0.255487 loss_class_aux: 1.077488 loss_bbox_aux: 0.748368 loss_giou_aux: 1.578934 loss_class_dn: 0.016893 loss_bbox_dn: 0.178426 loss_giou_dn: 0.266675 loss_class_aux_dn: 0.136502 loss_bbox_aux_dn: 1.072486 loss_giou_aux_dn: 1.458008 loss: 7.287172 eta: 2:32:56 batch_cost: 0.5765 data_cost: 0.0006 ips: 3.4693 images/s [02/13 18:17:28] ppdet.engine INFO: Epoch: [9] [6100/7329] learning_rate: 0.000100 loss_class: 0.157123 loss_bbox: 0.115551 loss_giou: 0.211339 loss_class_aux: 1.107283 loss_bbox_aux: 0.759042 loss_giou_aux: 1.303137 loss_class_dn: 0.018024 loss_bbox_dn: 0.153921 loss_giou_dn: 0.249717 loss_class_aux_dn: 0.152817 loss_bbox_aux_dn: 0.912783 loss_giou_aux_dn: 1.441725 loss: 7.057562 eta: 2:31:59 batch_cost: 0.5829 data_cost: 0.0009 ips: 3.4309 images/s [02/13 18:18:26] ppdet.engine INFO: Epoch: [9] [6200/7329] learning_rate: 0.000100 loss_class: 0.200720 loss_bbox: 0.153951 loss_giou: 0.331227 loss_class_aux: 1.338126 loss_bbox_aux: 1.006133 loss_giou_aux: 2.105752 loss_class_dn: 0.025331 loss_bbox_dn: 0.241466 loss_giou_dn: 0.405803 loss_class_aux_dn: 0.180831 loss_bbox_aux_dn: 1.375092 loss_giou_aux_dn: 2.167663 loss: 9.632965 eta: 2:31:02 batch_cost: 0.5721 data_cost: 0.0003 ips: 3.4956 images/s [02/13 18:19:24] ppdet.engine INFO: Epoch: [9] [6300/7329] learning_rate: 0.000100 loss_class: 0.181149 loss_bbox: 0.138185 loss_giou: 0.283802 loss_class_aux: 1.256342 loss_bbox_aux: 0.913426 loss_giou_aux: 1.780279 loss_class_dn: 0.020549 loss_bbox_dn: 0.178907 loss_giou_dn: 0.324878 loss_class_aux_dn: 0.172419 loss_bbox_aux_dn: 1.072870 loss_giou_aux_dn: 1.806629 loss: 8.537998 eta: 2:30:05 batch_cost: 0.5806 data_cost: 0.0007 ips: 3.4445 images/s [02/13 18:20:23] ppdet.engine INFO: Epoch: [9] [6400/7329] learning_rate: 0.000100 loss_class: 0.164221 loss_bbox: 0.120239 loss_giou: 0.235952 loss_class_aux: 1.050027 loss_bbox_aux: 0.799090 loss_giou_aux: 1.530647 loss_class_dn: 0.018070 loss_bbox_dn: 0.183593 loss_giou_dn: 0.291565 loss_class_aux_dn: 0.139856 loss_bbox_aux_dn: 1.093183 loss_giou_aux_dn: 1.662430 loss: 8.290088 eta: 2:29:07 batch_cost: 0.5816 data_cost: 0.0009 ips: 3.4387 images/s [02/13 18:21:21] ppdet.engine INFO: Epoch: [9] [6500/7329] learning_rate: 0.000100 loss_class: 0.195172 loss_bbox: 0.133212 loss_giou: 0.288819 loss_class_aux: 1.302131 loss_bbox_aux: 0.873652 loss_giou_aux: 1.781917 loss_class_dn: 0.024842 loss_bbox_dn: 0.175339 loss_giou_dn: 0.329552 loss_class_aux_dn: 0.191486 loss_bbox_aux_dn: 1.046227 loss_giou_aux_dn: 1.833743 loss: 8.975945 eta: 2:28:10 batch_cost: 0.5796 data_cost: 0.0004 ips: 3.4506 images/s [02/13 18:22:17] ppdet.engine INFO: Epoch: [9] [6600/7329] learning_rate: 0.000100 loss_class: 0.170969 loss_bbox: 0.123532 loss_giou: 0.269682 loss_class_aux: 1.120155 loss_bbox_aux: 0.838607 loss_giou_aux: 1.709498 loss_class_dn: 0.020086 loss_bbox_dn: 0.192231 loss_giou_dn: 0.278353 loss_class_aux_dn: 0.143508 loss_bbox_aux_dn: 1.072992 loss_giou_aux_dn: 1.564304 loss: 8.400354 eta: 2:27:12 batch_cost: 0.5620 data_cost: 0.0004 ips: 3.5585 images/s [02/13 18:23:15] ppdet.engine INFO: Epoch: [9] [6700/7329] learning_rate: 0.000100 loss_class: 0.149783 loss_bbox: 0.121230 loss_giou: 0.200415 loss_class_aux: 1.003893 loss_bbox_aux: 0.731348 loss_giou_aux: 1.337208 loss_class_dn: 0.016617 loss_bbox_dn: 0.167203 loss_giou_dn: 0.241669 loss_class_aux_dn: 0.132709 loss_bbox_aux_dn: 0.938907 loss_giou_aux_dn: 1.327176 loss: 6.722146 eta: 2:26:15 batch_cost: 0.5764 data_cost: 0.0004 ips: 3.4696 images/s [02/13 18:24:13] ppdet.engine INFO: Epoch: [9] [6800/7329] learning_rate: 0.000100 loss_class: 0.170453 loss_bbox: 0.144197 loss_giou: 0.300042 loss_class_aux: 1.220978 loss_bbox_aux: 0.843092 loss_giou_aux: 1.793096 loss_class_dn: 0.019753 loss_bbox_dn: 0.199980 loss_giou_dn: 0.363232 loss_class_aux_dn: 0.156436 loss_bbox_aux_dn: 1.125784 loss_giou_aux_dn: 2.010633 loss: 9.092747 eta: 2:25:18 batch_cost: 0.5788 data_cost: 0.0005 ips: 3.4554 images/s [02/13 18:25:11] ppdet.engine INFO: Epoch: [9] [6900/7329] learning_rate: 0.000100 loss_class: 0.170876 loss_bbox: 0.139936 loss_giou: 0.224884 loss_class_aux: 1.172735 loss_bbox_aux: 0.834232 loss_giou_aux: 1.346472 loss_class_dn: 0.019115 loss_bbox_dn: 0.194800 loss_giou_dn: 0.249520 loss_class_aux_dn: 0.140857 loss_bbox_aux_dn: 1.126162 loss_giou_aux_dn: 1.413707 loss: 7.268065 eta: 2:24:20 batch_cost: 0.5745 data_cost: 0.0003 ips: 3.4812 images/s [02/13 18:26:09] ppdet.engine INFO: Epoch: [9] [7000/7329] learning_rate: 0.000100 loss_class: 0.172603 loss_bbox: 0.132438 loss_giou: 0.270927 loss_class_aux: 1.215575 loss_bbox_aux: 0.847651 loss_giou_aux: 1.728567 loss_class_dn: 0.020250 loss_bbox_dn: 0.165646 loss_giou_dn: 0.284966 loss_class_aux_dn: 0.156717 loss_bbox_aux_dn: 1.019585 loss_giou_aux_dn: 1.641481 loss: 8.368595 eta: 2:23:23 batch_cost: 0.5770 data_cost: 0.0005 ips: 3.4660 images/s [02/13 18:27:07] ppdet.engine INFO: Epoch: [9] [7100/7329] learning_rate: 0.000100 loss_class: 0.193323 loss_bbox: 0.137476 loss_giou: 0.270462 loss_class_aux: 1.261364 loss_bbox_aux: 0.889745 loss_giou_aux: 1.697772 loss_class_dn: 0.022499 loss_bbox_dn: 0.225231 loss_giou_dn: 0.326327 loss_class_aux_dn: 0.172369 loss_bbox_aux_dn: 1.251966 loss_giou_aux_dn: 1.799845 loss: 8.488722 eta: 2:22:26 batch_cost: 0.5753 data_cost: 0.0007 ips: 3.4762 images/s [02/13 18:28:04] ppdet.engine INFO: Epoch: [9] [7200/7329] learning_rate: 0.000100 loss_class: 0.192651 loss_bbox: 0.134797 loss_giou: 0.258734 loss_class_aux: 1.224004 loss_bbox_aux: 0.843684 loss_giou_aux: 1.707515 loss_class_dn: 0.018604 loss_bbox_dn: 0.198622 loss_giou_dn: 0.313001 loss_class_aux_dn: 0.157347 loss_bbox_aux_dn: 1.156393 loss_giou_aux_dn: 1.764215 loss: 8.786938 eta: 2:21:28 batch_cost: 0.5747 data_cost: 0.0004 ips: 3.4801 images/s [02/13 18:29:02] ppdet.engine INFO: Epoch: [9] [7300/7329] learning_rate: 0.000100 loss_class: 0.157404 loss_bbox: 0.130781 loss_giou: 0.249304 loss_class_aux: 1.059397 loss_bbox_aux: 0.840769 loss_giou_aux: 1.593653 loss_class_dn: 0.015495 loss_bbox_dn: 0.219485 loss_giou_dn: 0.296890 loss_class_aux_dn: 0.153418 loss_bbox_aux_dn: 1.199348 loss_giou_aux_dn: 1.593194 loss: 8.189395 eta: 2:20:31 batch_cost: 0.5744 data_cost: 0.0003 ips: 3.4819 images/s [02/13 18:29:20] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 18:29:21] ppdet.engine INFO: Eval iter: 0 [02/13 18:29:31] ppdet.engine INFO: Eval iter: 100 [02/13 18:29:43] ppdet.engine INFO: Eval iter: 200 [02/13 18:29:54] ppdet.engine INFO: Eval iter: 300 [02/13 18:30:04] ppdet.engine INFO: Eval iter: 400 [02/13 18:30:15] ppdet.engine INFO: Eval iter: 500 [02/13 18:30:26] ppdet.engine INFO: Eval iter: 600 [02/13 18:30:36] ppdet.engine INFO: Eval iter: 700 [02/13 18:30:47] ppdet.engine INFO: Eval iter: 800 [02/13 18:30:58] ppdet.engine INFO: Eval iter: 900 [02/13 18:31:08] ppdet.engine INFO: Eval iter: 1000 [02/13 18:31:20] ppdet.engine INFO: Eval iter: 1100 [02/13 18:31:32] ppdet.engine INFO: Eval iter: 1200 [02/13 18:31:44] ppdet.engine INFO: Eval iter: 1300 [02/13 18:31:54] ppdet.engine INFO: Eval iter: 1400 [02/13 18:32:05] ppdet.engine INFO: Eval iter: 1500 [02/13 18:32:16] ppdet.engine INFO: Eval iter: 1600 [02/13 18:32:26] ppdet.engine INFO: Eval iter: 1700 [02/13 18:32:37] ppdet.engine INFO: Eval iter: 1800 [02/13 18:32:48] ppdet.engine INFO: Eval iter: 1900 [02/13 18:32:59] ppdet.engine INFO: Eval iter: 2000 [02/13 18:33:10] ppdet.engine INFO: Eval iter: 2100 [02/13 18:33:21] ppdet.engine INFO: Eval iter: 2200 [02/13 18:33:32] ppdet.engine INFO: Eval iter: 2300 [02/13 18:33:43] ppdet.engine INFO: Eval iter: 2400 [02/13 18:33:54] ppdet.engine INFO: Eval iter: 2500 [02/13 18:34:04] ppdet.engine INFO: Eval iter: 2600 [02/13 18:34:14] ppdet.engine INFO: Eval iter: 2700 [02/13 18:34:25] ppdet.engine INFO: Eval iter: 2800 [02/13 18:34:36] ppdet.engine INFO: Eval iter: 2900 [02/13 18:34:46] ppdet.engine INFO: Eval iter: 3000 [02/13 18:34:57] ppdet.engine INFO: Eval iter: 3100 [02/13 18:35:07] ppdet.engine INFO: Eval iter: 3200 [02/13 18:35:18] ppdet.engine INFO: Eval iter: 3300 [02/13 18:35:29] ppdet.engine INFO: Eval iter: 3400 [02/13 18:35:39] ppdet.engine INFO: Eval iter: 3500 [02/13 18:35:49] ppdet.engine INFO: Eval iter: 3600 [02/13 18:36:00] ppdet.engine INFO: Eval iter: 3700 [02/13 18:36:11] ppdet.engine INFO: Eval iter: 3800 [02/13 18:36:21] ppdet.engine INFO: Eval iter: 3900 [02/13 18:36:32] ppdet.engine INFO: Eval iter: 4000 [02/13 18:36:43] ppdet.engine INFO: Eval iter: 4100 [02/13 18:36:55] ppdet.engine INFO: Eval iter: 4200 [02/13 18:37:05] ppdet.engine INFO: Eval iter: 4300 [02/13 18:37:16] ppdet.engine INFO: Eval iter: 4400 [02/13 18:37:26] ppdet.engine INFO: Eval iter: 4500 [02/13 18:37:37] ppdet.engine INFO: Eval iter: 4600 [02/13 18:37:47] ppdet.engine INFO: Eval iter: 4700 [02/13 18:37:58] ppdet.engine INFO: Eval iter: 4800 [02/13 18:38:09] ppdet.engine INFO: Eval iter: 4900 [02/13 18:38:50] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.74s) creating index... index created! [02/13 18:38:51] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=14.29s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=107.39s). Accumulating evaluation results... DONE (t=24.17s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.464 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.633 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.507 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.311 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.501 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.590 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.368 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.636 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.713 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 ] = 0.868 [02/13 18:41:20] ppdet.engine INFO: Total sample number: 5000, average FPS: 9.273440064492972 [02/13 18:41:20] ppdet.engine INFO: Best test bbox ap is 0.464. [02/13 18:41:22] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 18:41:24] ppdet.engine INFO: Epoch: [10] [ 0/7329] learning_rate: 0.000100 loss_class: 0.132992 loss_bbox: 0.111293 loss_giou: 0.178871 loss_class_aux: 0.914865 loss_bbox_aux: 0.711802 loss_giou_aux: 1.189947 loss_class_dn: 0.014700 loss_bbox_dn: 0.173424 loss_giou_dn: 0.238231 loss_class_aux_dn: 0.127231 loss_bbox_aux_dn: 0.971275 loss_giou_aux_dn: 1.360131 loss: 6.712703 eta: 2:20:14 batch_cost: 0.5712 data_cost: 0.0004 ips: 3.5016 images/s [02/13 18:42:21] ppdet.engine INFO: Epoch: [10] [ 100/7329] learning_rate: 0.000100 loss_class: 0.177156 loss_bbox: 0.137390 loss_giou: 0.315195 loss_class_aux: 1.166812 loss_bbox_aux: 0.836127 loss_giou_aux: 2.001045 loss_class_dn: 0.021823 loss_bbox_dn: 0.187646 loss_giou_dn: 0.378455 loss_class_aux_dn: 0.165026 loss_bbox_aux_dn: 1.108502 loss_giou_aux_dn: 2.078245 loss: 9.479179 eta: 2:19:17 batch_cost: 0.5748 data_cost: 0.0006 ips: 3.4793 images/s [02/13 18:43:19] ppdet.engine INFO: Epoch: [10] [ 200/7329] learning_rate: 0.000100 loss_class: 0.182858 loss_bbox: 0.149715 loss_giou: 0.308268 loss_class_aux: 1.277440 loss_bbox_aux: 0.938759 loss_giou_aux: 1.853631 loss_class_dn: 0.019341 loss_bbox_dn: 0.187364 loss_giou_dn: 0.363485 loss_class_aux_dn: 0.163382 loss_bbox_aux_dn: 1.061079 loss_giou_aux_dn: 1.991767 loss: 9.051634 eta: 2:18:19 batch_cost: 0.5749 data_cost: 0.0003 ips: 3.4788 images/s [02/13 18:44:17] ppdet.engine INFO: Epoch: [10] [ 300/7329] learning_rate: 0.000100 loss_class: 0.132247 loss_bbox: 0.106553 loss_giou: 0.217873 loss_class_aux: 0.912035 loss_bbox_aux: 0.709804 loss_giou_aux: 1.351902 loss_class_dn: 0.016073 loss_bbox_dn: 0.156487 loss_giou_dn: 0.250351 loss_class_aux_dn: 0.131438 loss_bbox_aux_dn: 0.886176 loss_giou_aux_dn: 1.440209 loss: 6.613357 eta: 2:17:22 batch_cost: 0.5805 data_cost: 0.0004 ips: 3.4455 images/s [02/13 18:45:14] ppdet.engine INFO: Epoch: [10] [ 400/7329] learning_rate: 0.000100 loss_class: 0.176636 loss_bbox: 0.140061 loss_giou: 0.328599 loss_class_aux: 1.129892 loss_bbox_aux: 0.889638 loss_giou_aux: 2.034051 loss_class_dn: 0.022231 loss_bbox_dn: 0.179397 loss_giou_dn: 0.355941 loss_class_aux_dn: 0.158542 loss_bbox_aux_dn: 1.053472 loss_giou_aux_dn: 2.011319 loss: 8.606626 eta: 2:16:25 batch_cost: 0.5700 data_cost: 0.0003 ips: 3.5090 images/s [02/13 18:46:12] ppdet.engine INFO: Epoch: [10] [ 500/7329] learning_rate: 0.000100 loss_class: 0.140922 loss_bbox: 0.105013 loss_giou: 0.225195 loss_class_aux: 0.901800 loss_bbox_aux: 0.710960 loss_giou_aux: 1.446867 loss_class_dn: 0.017382 loss_bbox_dn: 0.157423 loss_giou_dn: 0.244427 loss_class_aux_dn: 0.130192 loss_bbox_aux_dn: 0.956219 loss_giou_aux_dn: 1.349860 loss: 7.281783 eta: 2:15:27 batch_cost: 0.5775 data_cost: 0.0006 ips: 3.4632 images/s [02/13 18:47:10] ppdet.engine INFO: Epoch: [10] [ 600/7329] learning_rate: 0.000100 loss_class: 0.166899 loss_bbox: 0.144900 loss_giou: 0.254952 loss_class_aux: 1.123276 loss_bbox_aux: 0.927094 loss_giou_aux: 1.678931 loss_class_dn: 0.022402 loss_bbox_dn: 0.170580 loss_giou_dn: 0.314014 loss_class_aux_dn: 0.155434 loss_bbox_aux_dn: 0.972056 loss_giou_aux_dn: 1.693536 loss: 8.421863 eta: 2:14:30 batch_cost: 0.5779 data_cost: 0.0004 ips: 3.4609 images/s [02/13 18:48:09] ppdet.engine INFO: Epoch: [10] [ 700/7329] learning_rate: 0.000100 loss_class: 0.168681 loss_bbox: 0.124303 loss_giou: 0.258452 loss_class_aux: 1.189418 loss_bbox_aux: 0.793776 loss_giou_aux: 1.562771 loss_class_dn: 0.017089 loss_bbox_dn: 0.166490 loss_giou_dn: 0.285457 loss_class_aux_dn: 0.137467 loss_bbox_aux_dn: 0.984179 loss_giou_aux_dn: 1.544584 loss: 7.645056 eta: 2:13:33 batch_cost: 0.5810 data_cost: 0.0008 ips: 3.4426 images/s [02/13 18:49:08] ppdet.engine INFO: Epoch: [10] [ 800/7329] learning_rate: 0.000100 loss_class: 0.169400 loss_bbox: 0.136480 loss_giou: 0.274206 loss_class_aux: 1.147340 loss_bbox_aux: 0.832695 loss_giou_aux: 1.760258 loss_class_dn: 0.019833 loss_bbox_dn: 0.190485 loss_giou_dn: 0.325869 loss_class_aux_dn: 0.169575 loss_bbox_aux_dn: 1.132592 loss_giou_aux_dn: 1.857678 loss: 8.805795 eta: 2:12:35 batch_cost: 0.5857 data_cost: 0.0008 ips: 3.4149 images/s [02/13 18:50:06] ppdet.engine INFO: Epoch: [10] [ 900/7329] learning_rate: 0.000100 loss_class: 0.184775 loss_bbox: 0.126929 loss_giou: 0.294197 loss_class_aux: 1.207807 loss_bbox_aux: 0.847271 loss_giou_aux: 1.972721 loss_class_dn: 0.022126 loss_bbox_dn: 0.183453 loss_giou_dn: 0.347006 loss_class_aux_dn: 0.175311 loss_bbox_aux_dn: 1.063834 loss_giou_aux_dn: 1.926814 loss: 8.879215 eta: 2:11:38 batch_cost: 0.5827 data_cost: 0.0003 ips: 3.4323 images/s [02/13 18:51:04] ppdet.engine INFO: Epoch: [10] [1000/7329] learning_rate: 0.000100 loss_class: 0.174634 loss_bbox: 0.142793 loss_giou: 0.305709 loss_class_aux: 1.180524 loss_bbox_aux: 0.880804 loss_giou_aux: 1.884619 loss_class_dn: 0.021624 loss_bbox_dn: 0.193345 loss_giou_dn: 0.341012 loss_class_aux_dn: 0.178854 loss_bbox_aux_dn: 1.165315 loss_giou_aux_dn: 1.927607 loss: 9.584052 eta: 2:10:41 batch_cost: 0.5751 data_cost: 0.0006 ips: 3.4776 images/s [02/13 18:52:02] ppdet.engine INFO: Epoch: [10] [1100/7329] learning_rate: 0.000100 loss_class: 0.195472 loss_bbox: 0.125256 loss_giou: 0.290787 loss_class_aux: 1.359458 loss_bbox_aux: 0.781130 loss_giou_aux: 1.790695 loss_class_dn: 0.024479 loss_bbox_dn: 0.169411 loss_giou_dn: 0.350313 loss_class_aux_dn: 0.171582 loss_bbox_aux_dn: 1.001714 loss_giou_aux_dn: 1.990826 loss: 8.724294 eta: 2:09:43 batch_cost: 0.5810 data_cost: 0.0008 ips: 3.4424 images/s [02/13 18:53:02] ppdet.engine INFO: Epoch: [10] [1200/7329] learning_rate: 0.000100 loss_class: 0.130127 loss_bbox: 0.117005 loss_giou: 0.237139 loss_class_aux: 0.854091 loss_bbox_aux: 0.751603 loss_giou_aux: 1.458391 loss_class_dn: 0.016346 loss_bbox_dn: 0.162308 loss_giou_dn: 0.262936 loss_class_aux_dn: 0.137147 loss_bbox_aux_dn: 0.952149 loss_giou_aux_dn: 1.501106 loss: 6.574496 eta: 2:08:46 batch_cost: 0.5924 data_cost: 0.0006 ips: 3.3762 images/s [02/13 18:53:59] ppdet.engine INFO: Epoch: [10] [1300/7329] learning_rate: 0.000100 loss_class: 0.218429 loss_bbox: 0.134081 loss_giou: 0.324700 loss_class_aux: 1.486437 loss_bbox_aux: 0.865719 loss_giou_aux: 2.046808 loss_class_dn: 0.023462 loss_bbox_dn: 0.188145 loss_giou_dn: 0.397292 loss_class_aux_dn: 0.177889 loss_bbox_aux_dn: 1.199680 loss_giou_aux_dn: 2.145693 loss: 9.968704 eta: 2:07:49 batch_cost: 0.5776 data_cost: 0.0003 ips: 3.4628 images/s [02/13 18:54:58] ppdet.engine INFO: Epoch: [10] [1400/7329] learning_rate: 0.000100 loss_class: 0.165348 loss_bbox: 0.132487 loss_giou: 0.279305 loss_class_aux: 1.174507 loss_bbox_aux: 0.858150 loss_giou_aux: 1.704554 loss_class_dn: 0.021131 loss_bbox_dn: 0.157999 loss_giou_dn: 0.308991 loss_class_aux_dn: 0.145535 loss_bbox_aux_dn: 0.964858 loss_giou_aux_dn: 1.683599 loss: 8.246599 eta: 2:06:52 batch_cost: 0.5808 data_cost: 0.0004 ips: 3.4438 images/s [02/13 18:55:57] ppdet.engine INFO: Epoch: [10] [1500/7329] learning_rate: 0.000100 loss_class: 0.178459 loss_bbox: 0.129766 loss_giou: 0.304629 loss_class_aux: 1.206418 loss_bbox_aux: 0.849193 loss_giou_aux: 1.923007 loss_class_dn: 0.023707 loss_bbox_dn: 0.192105 loss_giou_dn: 0.337307 loss_class_aux_dn: 0.173423 loss_bbox_aux_dn: 1.123250 loss_giou_aux_dn: 1.876117 loss: 8.775291 eta: 2:05:55 batch_cost: 0.5857 data_cost: 0.0007 ips: 3.4149 images/s [02/13 18:56:55] ppdet.engine INFO: Epoch: [10] [1600/7329] learning_rate: 0.000100 loss_class: 0.164208 loss_bbox: 0.129286 loss_giou: 0.240502 loss_class_aux: 1.091125 loss_bbox_aux: 0.818487 loss_giou_aux: 1.574553 loss_class_dn: 0.018224 loss_bbox_dn: 0.177153 loss_giou_dn: 0.260600 loss_class_aux_dn: 0.135524 loss_bbox_aux_dn: 1.006397 loss_giou_aux_dn: 1.496255 loss: 7.207529 eta: 2:04:57 batch_cost: 0.5818 data_cost: 0.0005 ips: 3.4376 images/s [02/13 18:57:52] ppdet.engine INFO: Epoch: [10] [1700/7329] learning_rate: 0.000100 loss_class: 0.189662 loss_bbox: 0.132208 loss_giou: 0.296321 loss_class_aux: 1.257634 loss_bbox_aux: 0.863091 loss_giou_aux: 1.842182 loss_class_dn: 0.021716 loss_bbox_dn: 0.186238 loss_giou_dn: 0.347498 loss_class_aux_dn: 0.160902 loss_bbox_aux_dn: 1.070065 loss_giou_aux_dn: 1.931866 loss: 8.701974 eta: 2:04:00 batch_cost: 0.5695 data_cost: 0.0006 ips: 3.5121 images/s [02/13 18:58:51] ppdet.engine INFO: Epoch: [10] [1800/7329] learning_rate: 0.000100 loss_class: 0.160525 loss_bbox: 0.131061 loss_giou: 0.247918 loss_class_aux: 1.093278 loss_bbox_aux: 0.839599 loss_giou_aux: 1.477288 loss_class_dn: 0.016927 loss_bbox_dn: 0.184125 loss_giou_dn: 0.257624 loss_class_aux_dn: 0.135287 loss_bbox_aux_dn: 1.073674 loss_giou_aux_dn: 1.464891 loss: 7.212565 eta: 2:03:03 batch_cost: 0.5865 data_cost: 0.0005 ips: 3.4103 images/s [02/13 18:59:49] ppdet.engine INFO: Epoch: [10] [1900/7329] learning_rate: 0.000100 loss_class: 0.162298 loss_bbox: 0.118968 loss_giou: 0.240514 loss_class_aux: 1.114374 loss_bbox_aux: 0.781905 loss_giou_aux: 1.532585 loss_class_dn: 0.018139 loss_bbox_dn: 0.166999 loss_giou_dn: 0.289383 loss_class_aux_dn: 0.132931 loss_bbox_aux_dn: 0.995065 loss_giou_aux_dn: 1.561022 loss: 7.680576 eta: 2:02:05 batch_cost: 0.5792 data_cost: 0.0004 ips: 3.4531 images/s [02/13 19:00:47] ppdet.engine INFO: Epoch: [10] [2000/7329] learning_rate: 0.000100 loss_class: 0.164554 loss_bbox: 0.127375 loss_giou: 0.249628 loss_class_aux: 1.127682 loss_bbox_aux: 0.811775 loss_giou_aux: 1.555163 loss_class_dn: 0.018983 loss_bbox_dn: 0.204848 loss_giou_dn: 0.295623 loss_class_aux_dn: 0.146265 loss_bbox_aux_dn: 1.093221 loss_giou_aux_dn: 1.574770 loss: 7.847555 eta: 2:01:08 batch_cost: 0.5792 data_cost: 0.0003 ips: 3.4532 images/s [02/13 19:01:46] ppdet.engine INFO: Epoch: [10] [2100/7329] learning_rate: 0.000100 loss_class: 0.143122 loss_bbox: 0.108741 loss_giou: 0.223897 loss_class_aux: 0.965854 loss_bbox_aux: 0.698916 loss_giou_aux: 1.440817 loss_class_dn: 0.013351 loss_bbox_dn: 0.159370 loss_giou_dn: 0.247898 loss_class_aux_dn: 0.110417 loss_bbox_aux_dn: 0.947834 loss_giou_aux_dn: 1.319130 loss: 6.427362 eta: 2:00:11 batch_cost: 0.5835 data_cost: 0.0005 ips: 3.4275 images/s [02/13 19:02:43] ppdet.engine INFO: Epoch: [10] [2200/7329] learning_rate: 0.000100 loss_class: 0.151621 loss_bbox: 0.125384 loss_giou: 0.242317 loss_class_aux: 1.052858 loss_bbox_aux: 0.779581 loss_giou_aux: 1.472901 loss_class_dn: 0.015783 loss_bbox_dn: 0.184575 loss_giou_dn: 0.275293 loss_class_aux_dn: 0.150989 loss_bbox_aux_dn: 1.048239 loss_giou_aux_dn: 1.614740 loss: 7.929552 eta: 1:59:13 batch_cost: 0.5712 data_cost: 0.0005 ips: 3.5013 images/s [02/13 19:03:42] ppdet.engine INFO: Epoch: [10] [2300/7329] learning_rate: 0.000100 loss_class: 0.128038 loss_bbox: 0.106073 loss_giou: 0.230766 loss_class_aux: 0.868797 loss_bbox_aux: 0.698255 loss_giou_aux: 1.507350 loss_class_dn: 0.013985 loss_bbox_dn: 0.142432 loss_giou_dn: 0.258165 loss_class_aux_dn: 0.118574 loss_bbox_aux_dn: 0.831790 loss_giou_aux_dn: 1.454756 loss: 6.554657 eta: 1:58:16 batch_cost: 0.5827 data_cost: 0.0005 ips: 3.4321 images/s [02/13 19:04:39] ppdet.engine INFO: Epoch: [10] [2400/7329] learning_rate: 0.000100 loss_class: 0.177132 loss_bbox: 0.133029 loss_giou: 0.287957 loss_class_aux: 1.165556 loss_bbox_aux: 0.822168 loss_giou_aux: 1.816599 loss_class_dn: 0.017628 loss_bbox_dn: 0.169257 loss_giou_dn: 0.324359 loss_class_aux_dn: 0.153896 loss_bbox_aux_dn: 0.953883 loss_giou_aux_dn: 1.822089 loss: 8.657774 eta: 1:57:18 batch_cost: 0.5764 data_cost: 0.0007 ips: 3.4701 images/s [02/13 19:05:38] ppdet.engine INFO: Epoch: [10] [2500/7329] learning_rate: 0.000100 loss_class: 0.154683 loss_bbox: 0.143911 loss_giou: 0.242908 loss_class_aux: 1.062514 loss_bbox_aux: 0.907349 loss_giou_aux: 1.596458 loss_class_dn: 0.018467 loss_bbox_dn: 0.190340 loss_giou_dn: 0.316692 loss_class_aux_dn: 0.142044 loss_bbox_aux_dn: 1.084326 loss_giou_aux_dn: 1.783365 loss: 7.957543 eta: 1:56:21 batch_cost: 0.5818 data_cost: 0.0005 ips: 3.4377 images/s [02/13 19:06:36] ppdet.engine INFO: Epoch: [10] [2600/7329] learning_rate: 0.000100 loss_class: 0.184031 loss_bbox: 0.135426 loss_giou: 0.240395 loss_class_aux: 1.192442 loss_bbox_aux: 0.920012 loss_giou_aux: 1.530345 loss_class_dn: 0.020351 loss_bbox_dn: 0.230956 loss_giou_dn: 0.307335 loss_class_aux_dn: 0.160842 loss_bbox_aux_dn: 1.327867 loss_giou_aux_dn: 1.645149 loss: 8.383157 eta: 1:55:24 batch_cost: 0.5777 data_cost: 0.0006 ips: 3.4618 images/s [02/13 19:07:34] ppdet.engine INFO: Epoch: [10] [2700/7329] learning_rate: 0.000100 loss_class: 0.194687 loss_bbox: 0.126151 loss_giou: 0.273835 loss_class_aux: 1.274699 loss_bbox_aux: 0.839262 loss_giou_aux: 1.841971 loss_class_dn: 0.024790 loss_bbox_dn: 0.195349 loss_giou_dn: 0.347447 loss_class_aux_dn: 0.174432 loss_bbox_aux_dn: 1.143303 loss_giou_aux_dn: 1.939141 loss: 8.622900 eta: 1:54:26 batch_cost: 0.5792 data_cost: 0.0003 ips: 3.4530 images/s [02/13 19:08:32] ppdet.engine INFO: Epoch: [10] [2800/7329] learning_rate: 0.000100 loss_class: 0.169169 loss_bbox: 0.137745 loss_giou: 0.264533 loss_class_aux: 1.087124 loss_bbox_aux: 0.840320 loss_giou_aux: 1.642742 loss_class_dn: 0.020058 loss_bbox_dn: 0.192659 loss_giou_dn: 0.327989 loss_class_aux_dn: 0.153984 loss_bbox_aux_dn: 1.171103 loss_giou_aux_dn: 1.797698 loss: 8.102294 eta: 1:53:29 batch_cost: 0.5803 data_cost: 0.0005 ips: 3.4466 images/s [02/13 19:09:31] ppdet.engine INFO: Epoch: [10] [2900/7329] learning_rate: 0.000100 loss_class: 0.178656 loss_bbox: 0.126629 loss_giou: 0.216363 loss_class_aux: 1.247772 loss_bbox_aux: 0.796086 loss_giou_aux: 1.374272 loss_class_dn: 0.019419 loss_bbox_dn: 0.176095 loss_giou_dn: 0.274307 loss_class_aux_dn: 0.160536 loss_bbox_aux_dn: 1.025471 loss_giou_aux_dn: 1.550159 loss: 7.171627 eta: 1:52:32 batch_cost: 0.5859 data_cost: 0.0004 ips: 3.4133 images/s [02/13 19:10:30] ppdet.engine INFO: Epoch: [10] [3000/7329] learning_rate: 0.000100 loss_class: 0.174010 loss_bbox: 0.107900 loss_giou: 0.202502 loss_class_aux: 1.090701 loss_bbox_aux: 0.717035 loss_giou_aux: 1.269061 loss_class_dn: 0.020109 loss_bbox_dn: 0.182181 loss_giou_dn: 0.261208 loss_class_aux_dn: 0.149547 loss_bbox_aux_dn: 1.059044 loss_giou_aux_dn: 1.444928 loss: 6.716120 eta: 1:51:35 batch_cost: 0.5853 data_cost: 0.0003 ips: 3.4169 images/s [02/13 19:11:28] ppdet.engine INFO: Epoch: [10] [3100/7329] learning_rate: 0.000100 loss_class: 0.126589 loss_bbox: 0.111309 loss_giou: 0.194865 loss_class_aux: 0.832129 loss_bbox_aux: 0.688517 loss_giou_aux: 1.222101 loss_class_dn: 0.018414 loss_bbox_dn: 0.173802 loss_giou_dn: 0.210797 loss_class_aux_dn: 0.141530 loss_bbox_aux_dn: 0.985709 loss_giou_aux_dn: 1.214732 loss: 5.934098 eta: 1:50:37 batch_cost: 0.5850 data_cost: 0.0004 ips: 3.4186 images/s [02/13 19:12:27] ppdet.engine INFO: Epoch: [10] [3200/7329] learning_rate: 0.000100 loss_class: 0.132983 loss_bbox: 0.118499 loss_giou: 0.189425 loss_class_aux: 0.852241 loss_bbox_aux: 0.718278 loss_giou_aux: 1.176162 loss_class_dn: 0.012483 loss_bbox_dn: 0.161329 loss_giou_dn: 0.221200 loss_class_aux_dn: 0.104817 loss_bbox_aux_dn: 0.882961 loss_giou_aux_dn: 1.239706 loss: 5.844094 eta: 1:49:40 batch_cost: 0.5834 data_cost: 0.0005 ips: 3.4279 images/s [02/13 19:13:26] ppdet.engine INFO: Epoch: [10] [3300/7329] learning_rate: 0.000100 loss_class: 0.193695 loss_bbox: 0.145688 loss_giou: 0.255927 loss_class_aux: 1.239290 loss_bbox_aux: 0.970987 loss_giou_aux: 1.638339 loss_class_dn: 0.021715 loss_bbox_dn: 0.207372 loss_giou_dn: 0.309071 loss_class_aux_dn: 0.173921 loss_bbox_aux_dn: 1.143707 loss_giou_aux_dn: 1.691373 loss: 8.411854 eta: 1:48:43 batch_cost: 0.5835 data_cost: 0.0007 ips: 3.4277 images/s [02/13 19:14:24] ppdet.engine INFO: Epoch: [10] [3400/7329] learning_rate: 0.000100 loss_class: 0.159890 loss_bbox: 0.114161 loss_giou: 0.229970 loss_class_aux: 1.040326 loss_bbox_aux: 0.759234 loss_giou_aux: 1.359169 loss_class_dn: 0.016968 loss_bbox_dn: 0.168031 loss_giou_dn: 0.274004 loss_class_aux_dn: 0.136912 loss_bbox_aux_dn: 1.051175 loss_giou_aux_dn: 1.532503 loss: 7.183841 eta: 1:47:45 batch_cost: 0.5785 data_cost: 0.0006 ips: 3.4575 images/s [02/13 19:15:21] ppdet.engine INFO: Epoch: [10] [3500/7329] learning_rate: 0.000100 loss_class: 0.203175 loss_bbox: 0.128390 loss_giou: 0.269682 loss_class_aux: 1.358753 loss_bbox_aux: 0.791827 loss_giou_aux: 1.696465 loss_class_dn: 0.024558 loss_bbox_dn: 0.194288 loss_giou_dn: 0.295933 loss_class_aux_dn: 0.183688 loss_bbox_aux_dn: 1.091494 loss_giou_aux_dn: 1.682335 loss: 7.946318 eta: 1:46:48 batch_cost: 0.5709 data_cost: 0.0003 ips: 3.5032 images/s [02/13 19:16:19] ppdet.engine INFO: Epoch: [10] [3600/7329] learning_rate: 0.000100 loss_class: 0.199193 loss_bbox: 0.143618 loss_giou: 0.259241 loss_class_aux: 1.315003 loss_bbox_aux: 0.927291 loss_giou_aux: 1.622372 loss_class_dn: 0.022905 loss_bbox_dn: 0.217015 loss_giou_dn: 0.334508 loss_class_aux_dn: 0.156887 loss_bbox_aux_dn: 1.247778 loss_giou_aux_dn: 1.829668 loss: 8.666566 eta: 1:45:51 batch_cost: 0.5789 data_cost: 0.0003 ips: 3.4547 images/s [02/13 19:17:17] ppdet.engine INFO: Epoch: [10] [3700/7329] learning_rate: 0.000100 loss_class: 0.165283 loss_bbox: 0.138492 loss_giou: 0.231389 loss_class_aux: 1.101892 loss_bbox_aux: 0.894816 loss_giou_aux: 1.429408 loss_class_dn: 0.019287 loss_bbox_dn: 0.185954 loss_giou_dn: 0.274451 loss_class_aux_dn: 0.152456 loss_bbox_aux_dn: 1.120031 loss_giou_aux_dn: 1.498892 loss: 7.531137 eta: 1:44:53 batch_cost: 0.5762 data_cost: 0.0003 ips: 3.4710 images/s [02/13 19:18:16] ppdet.engine INFO: Epoch: [10] [3800/7329] learning_rate: 0.000100 loss_class: 0.132893 loss_bbox: 0.115847 loss_giou: 0.206453 loss_class_aux: 0.899232 loss_bbox_aux: 0.748604 loss_giou_aux: 1.345142 loss_class_dn: 0.016548 loss_bbox_dn: 0.157548 loss_giou_dn: 0.250156 loss_class_aux_dn: 0.131997 loss_bbox_aux_dn: 1.001426 loss_giou_aux_dn: 1.415452 loss: 6.897866 eta: 1:43:56 batch_cost: 0.5869 data_cost: 0.0005 ips: 3.4079 images/s [02/13 19:19:13] ppdet.engine INFO: Epoch: [10] [3900/7329] learning_rate: 0.000100 loss_class: 0.174722 loss_bbox: 0.115534 loss_giou: 0.232553 loss_class_aux: 1.153227 loss_bbox_aux: 0.730862 loss_giou_aux: 1.488891 loss_class_dn: 0.019974 loss_bbox_dn: 0.161227 loss_giou_dn: 0.247120 loss_class_aux_dn: 0.138154 loss_bbox_aux_dn: 1.014356 loss_giou_aux_dn: 1.366588 loss: 7.430156 eta: 1:42:58 batch_cost: 0.5724 data_cost: 0.0003 ips: 3.4941 images/s [02/13 19:20:12] ppdet.engine INFO: Epoch: [10] [4000/7329] learning_rate: 0.000100 loss_class: 0.169126 loss_bbox: 0.131056 loss_giou: 0.231353 loss_class_aux: 1.163669 loss_bbox_aux: 0.826683 loss_giou_aux: 1.452991 loss_class_dn: 0.022017 loss_bbox_dn: 0.186273 loss_giou_dn: 0.280214 loss_class_aux_dn: 0.167975 loss_bbox_aux_dn: 1.116159 loss_giou_aux_dn: 1.627514 loss: 8.091766 eta: 1:42:01 batch_cost: 0.5807 data_cost: 0.0006 ips: 3.4441 images/s [02/13 19:21:08] ppdet.engine INFO: Epoch: [10] [4100/7329] learning_rate: 0.000100 loss_class: 0.157482 loss_bbox: 0.119416 loss_giou: 0.228899 loss_class_aux: 1.070811 loss_bbox_aux: 0.760382 loss_giou_aux: 1.403518 loss_class_dn: 0.018157 loss_bbox_dn: 0.174328 loss_giou_dn: 0.276012 loss_class_aux_dn: 0.146618 loss_bbox_aux_dn: 0.981294 loss_giou_aux_dn: 1.544321 loss: 7.213152 eta: 1:41:04 batch_cost: 0.5662 data_cost: 0.0005 ips: 3.5320 images/s [02/13 19:22:06] ppdet.engine INFO: Epoch: [10] [4200/7329] learning_rate: 0.000100 loss_class: 0.170798 loss_bbox: 0.134196 loss_giou: 0.248829 loss_class_aux: 1.152654 loss_bbox_aux: 0.828306 loss_giou_aux: 1.568370 loss_class_dn: 0.022241 loss_bbox_dn: 0.193162 loss_giou_dn: 0.312482 loss_class_aux_dn: 0.170149 loss_bbox_aux_dn: 1.155382 loss_giou_aux_dn: 1.721578 loss: 8.000345 eta: 1:40:06 batch_cost: 0.5744 data_cost: 0.0005 ips: 3.4816 images/s [02/13 19:23:03] ppdet.engine INFO: Epoch: [10] [4300/7329] learning_rate: 0.000100 loss_class: 0.186352 loss_bbox: 0.126981 loss_giou: 0.301173 loss_class_aux: 1.254386 loss_bbox_aux: 0.800717 loss_giou_aux: 1.763143 loss_class_dn: 0.023353 loss_bbox_dn: 0.189354 loss_giou_dn: 0.348379 loss_class_aux_dn: 0.170587 loss_bbox_aux_dn: 1.113750 loss_giou_aux_dn: 1.914300 loss: 8.292953 eta: 1:39:09 batch_cost: 0.5711 data_cost: 0.0005 ips: 3.5021 images/s [02/13 19:24:02] ppdet.engine INFO: Epoch: [10] [4400/7329] learning_rate: 0.000100 loss_class: 0.146649 loss_bbox: 0.130282 loss_giou: 0.224023 loss_class_aux: 0.962632 loss_bbox_aux: 0.835772 loss_giou_aux: 1.412083 loss_class_dn: 0.016437 loss_bbox_dn: 0.186001 loss_giou_dn: 0.275057 loss_class_aux_dn: 0.127936 loss_bbox_aux_dn: 1.097661 loss_giou_aux_dn: 1.542647 loss: 7.472570 eta: 1:38:11 batch_cost: 0.5784 data_cost: 0.0006 ips: 3.4580 images/s [02/13 19:25:00] ppdet.engine INFO: Epoch: [10] [4500/7329] learning_rate: 0.000100 loss_class: 0.202269 loss_bbox: 0.136638 loss_giou: 0.339279 loss_class_aux: 1.353966 loss_bbox_aux: 0.931584 loss_giou_aux: 2.108798 loss_class_dn: 0.022932 loss_bbox_dn: 0.179017 loss_giou_dn: 0.369988 loss_class_aux_dn: 0.172096 loss_bbox_aux_dn: 1.097374 loss_giou_aux_dn: 2.064172 loss: 9.134400 eta: 1:37:14 batch_cost: 0.5790 data_cost: 0.0003 ips: 3.4545 images/s [02/13 19:25:58] ppdet.engine INFO: Epoch: [10] [4600/7329] learning_rate: 0.000100 loss_class: 0.192426 loss_bbox: 0.120135 loss_giou: 0.250210 loss_class_aux: 1.292573 loss_bbox_aux: 0.840554 loss_giou_aux: 1.629796 loss_class_dn: 0.020290 loss_bbox_dn: 0.194146 loss_giou_dn: 0.314937 loss_class_aux_dn: 0.161028 loss_bbox_aux_dn: 1.132864 loss_giou_aux_dn: 1.846064 loss: 8.105274 eta: 1:36:17 batch_cost: 0.5819 data_cost: 0.0007 ips: 3.4372 images/s [02/13 19:26:55] ppdet.engine INFO: Epoch: [10] [4700/7329] learning_rate: 0.000100 loss_class: 0.202057 loss_bbox: 0.141051 loss_giou: 0.264941 loss_class_aux: 1.320138 loss_bbox_aux: 0.881149 loss_giou_aux: 1.647614 loss_class_dn: 0.021949 loss_bbox_dn: 0.191341 loss_giou_dn: 0.338687 loss_class_aux_dn: 0.175098 loss_bbox_aux_dn: 1.078530 loss_giou_aux_dn: 1.884235 loss: 8.662041 eta: 1:35:19 batch_cost: 0.5618 data_cost: 0.0004 ips: 3.5602 images/s [02/13 19:27:53] ppdet.engine INFO: Epoch: [10] [4800/7329] learning_rate: 0.000100 loss_class: 0.203381 loss_bbox: 0.134655 loss_giou: 0.240452 loss_class_aux: 1.324997 loss_bbox_aux: 0.892211 loss_giou_aux: 1.531936 loss_class_dn: 0.023497 loss_bbox_dn: 0.206796 loss_giou_dn: 0.282313 loss_class_aux_dn: 0.178713 loss_bbox_aux_dn: 1.167742 loss_giou_aux_dn: 1.619038 loss: 7.745845 eta: 1:34:22 batch_cost: 0.5839 data_cost: 0.0004 ips: 3.4252 images/s [02/13 19:28:50] ppdet.engine INFO: Epoch: [10] [4900/7329] learning_rate: 0.000100 loss_class: 0.162287 loss_bbox: 0.142607 loss_giou: 0.250016 loss_class_aux: 1.109052 loss_bbox_aux: 0.868591 loss_giou_aux: 1.561922 loss_class_dn: 0.019731 loss_bbox_dn: 0.201348 loss_giou_dn: 0.311186 loss_class_aux_dn: 0.144174 loss_bbox_aux_dn: 1.165015 loss_giou_aux_dn: 1.738619 loss: 8.170279 eta: 1:33:24 batch_cost: 0.5706 data_cost: 0.0004 ips: 3.5051 images/s [02/13 19:29:48] ppdet.engine INFO: Epoch: [10] [5000/7329] learning_rate: 0.000100 loss_class: 0.151341 loss_bbox: 0.130125 loss_giou: 0.270138 loss_class_aux: 1.063578 loss_bbox_aux: 0.817418 loss_giou_aux: 1.642743 loss_class_dn: 0.022063 loss_bbox_dn: 0.203881 loss_giou_dn: 0.294314 loss_class_aux_dn: 0.156931 loss_bbox_aux_dn: 1.125523 loss_giou_aux_dn: 1.587639 loss: 7.703401 eta: 1:32:27 batch_cost: 0.5760 data_cost: 0.0004 ips: 3.4719 images/s [02/13 19:30:46] ppdet.engine INFO: Epoch: [10] [5100/7329] learning_rate: 0.000100 loss_class: 0.152633 loss_bbox: 0.113709 loss_giou: 0.210658 loss_class_aux: 1.048917 loss_bbox_aux: 0.843376 loss_giou_aux: 1.339995 loss_class_dn: 0.015983 loss_bbox_dn: 0.175323 loss_giou_dn: 0.259291 loss_class_aux_dn: 0.127377 loss_bbox_aux_dn: 1.013706 loss_giou_aux_dn: 1.397203 loss: 6.581617 eta: 1:31:29 batch_cost: 0.5762 data_cost: 0.0006 ips: 3.4710 images/s [02/13 19:31:44] ppdet.engine INFO: Epoch: [10] [5200/7329] learning_rate: 0.000100 loss_class: 0.191779 loss_bbox: 0.143306 loss_giou: 0.301323 loss_class_aux: 1.267734 loss_bbox_aux: 0.876447 loss_giou_aux: 1.916566 loss_class_dn: 0.020835 loss_bbox_dn: 0.208005 loss_giou_dn: 0.354539 loss_class_aux_dn: 0.157781 loss_bbox_aux_dn: 1.214772 loss_giou_aux_dn: 1.983291 loss: 8.874558 eta: 1:30:32 batch_cost: 0.5728 data_cost: 0.0006 ips: 3.4919 images/s [02/13 19:32:42] ppdet.engine INFO: Epoch: [10] [5300/7329] learning_rate: 0.000100 loss_class: 0.190030 loss_bbox: 0.153335 loss_giou: 0.296393 loss_class_aux: 1.255835 loss_bbox_aux: 0.990017 loss_giou_aux: 1.848999 loss_class_dn: 0.021807 loss_bbox_dn: 0.208042 loss_giou_dn: 0.329282 loss_class_aux_dn: 0.168961 loss_bbox_aux_dn: 1.196969 loss_giou_aux_dn: 1.800314 loss: 8.714552 eta: 1:29:34 batch_cost: 0.5824 data_cost: 0.0007 ips: 3.4341 images/s [02/13 19:33:40] ppdet.engine INFO: Epoch: [10] [5400/7329] learning_rate: 0.000100 loss_class: 0.146482 loss_bbox: 0.111697 loss_giou: 0.314657 loss_class_aux: 0.921053 loss_bbox_aux: 0.722060 loss_giou_aux: 1.899809 loss_class_dn: 0.019509 loss_bbox_dn: 0.135410 loss_giou_dn: 0.313382 loss_class_aux_dn: 0.150560 loss_bbox_aux_dn: 0.829695 loss_giou_aux_dn: 1.738175 loss: 7.254855 eta: 1:28:37 batch_cost: 0.5767 data_cost: 0.0004 ips: 3.4681 images/s [02/13 19:34:39] ppdet.engine INFO: Epoch: [10] [5500/7329] learning_rate: 0.000100 loss_class: 0.143999 loss_bbox: 0.112220 loss_giou: 0.221805 loss_class_aux: 0.923188 loss_bbox_aux: 0.728818 loss_giou_aux: 1.367252 loss_class_dn: 0.014868 loss_bbox_dn: 0.166950 loss_giou_dn: 0.231466 loss_class_aux_dn: 0.126110 loss_bbox_aux_dn: 1.054063 loss_giou_aux_dn: 1.300756 loss: 6.752600 eta: 1:27:40 batch_cost: 0.5850 data_cost: 0.0004 ips: 3.4189 images/s [02/13 19:35:36] ppdet.engine INFO: Epoch: [10] [5600/7329] learning_rate: 0.000100 loss_class: 0.164733 loss_bbox: 0.104619 loss_giou: 0.235539 loss_class_aux: 1.056292 loss_bbox_aux: 0.727298 loss_giou_aux: 1.532090 loss_class_dn: 0.016641 loss_bbox_dn: 0.169235 loss_giou_dn: 0.289779 loss_class_aux_dn: 0.141592 loss_bbox_aux_dn: 0.974993 loss_giou_aux_dn: 1.622122 loss: 7.381805 eta: 1:26:42 batch_cost: 0.5738 data_cost: 0.0005 ips: 3.4856 images/s [02/13 19:36:35] ppdet.engine INFO: Epoch: [10] [5700/7329] learning_rate: 0.000100 loss_class: 0.183316 loss_bbox: 0.156318 loss_giou: 0.297356 loss_class_aux: 1.182022 loss_bbox_aux: 0.964898 loss_giou_aux: 1.768805 loss_class_dn: 0.026066 loss_bbox_dn: 0.196598 loss_giou_dn: 0.366578 loss_class_aux_dn: 0.178196 loss_bbox_aux_dn: 1.120139 loss_giou_aux_dn: 2.049875 loss: 9.133631 eta: 1:25:45 batch_cost: 0.5856 data_cost: 0.0005 ips: 3.4150 images/s [02/13 19:37:33] ppdet.engine INFO: Epoch: [10] [5800/7329] learning_rate: 0.000100 loss_class: 0.160979 loss_bbox: 0.123216 loss_giou: 0.234552 loss_class_aux: 1.156870 loss_bbox_aux: 0.745400 loss_giou_aux: 1.444640 loss_class_dn: 0.019536 loss_bbox_dn: 0.186300 loss_giou_dn: 0.273535 loss_class_aux_dn: 0.157101 loss_bbox_aux_dn: 1.127809 loss_giou_aux_dn: 1.557805 loss: 7.455896 eta: 1:24:48 batch_cost: 0.5763 data_cost: 0.0012 ips: 3.4703 images/s [02/13 19:38:31] ppdet.engine INFO: Epoch: [10] [5900/7329] learning_rate: 0.000100 loss_class: 0.180807 loss_bbox: 0.147325 loss_giou: 0.296662 loss_class_aux: 1.151533 loss_bbox_aux: 0.848987 loss_giou_aux: 1.827739 loss_class_dn: 0.017311 loss_bbox_dn: 0.193975 loss_giou_dn: 0.370882 loss_class_aux_dn: 0.147283 loss_bbox_aux_dn: 1.191602 loss_giou_aux_dn: 2.044838 loss: 8.506540 eta: 1:23:50 batch_cost: 0.5797 data_cost: 0.0003 ips: 3.4501 images/s [02/13 19:39:29] ppdet.engine INFO: Epoch: [10] [6000/7329] learning_rate: 0.000100 loss_class: 0.187712 loss_bbox: 0.144462 loss_giou: 0.254427 loss_class_aux: 1.188555 loss_bbox_aux: 0.933909 loss_giou_aux: 1.734750 loss_class_dn: 0.021624 loss_bbox_dn: 0.201119 loss_giou_dn: 0.303556 loss_class_aux_dn: 0.161591 loss_bbox_aux_dn: 1.176652 loss_giou_aux_dn: 1.670917 loss: 8.339801 eta: 1:22:53 batch_cost: 0.5747 data_cost: 0.0003 ips: 3.4799 images/s [02/13 19:40:26] ppdet.engine INFO: Epoch: [10] [6100/7329] learning_rate: 0.000100 loss_class: 0.166723 loss_bbox: 0.109687 loss_giou: 0.214466 loss_class_aux: 1.057355 loss_bbox_aux: 0.742341 loss_giou_aux: 1.336977 loss_class_dn: 0.016690 loss_bbox_dn: 0.162217 loss_giou_dn: 0.266705 loss_class_aux_dn: 0.132906 loss_bbox_aux_dn: 1.030833 loss_giou_aux_dn: 1.491035 loss: 6.982729 eta: 1:21:55 batch_cost: 0.5703 data_cost: 0.0006 ips: 3.5069 images/s [02/13 19:41:24] ppdet.engine INFO: Epoch: [10] [6200/7329] learning_rate: 0.000100 loss_class: 0.184403 loss_bbox: 0.112917 loss_giou: 0.234589 loss_class_aux: 1.200498 loss_bbox_aux: 0.746309 loss_giou_aux: 1.455166 loss_class_dn: 0.022218 loss_bbox_dn: 0.181287 loss_giou_dn: 0.287547 loss_class_aux_dn: 0.169794 loss_bbox_aux_dn: 1.028536 loss_giou_aux_dn: 1.576032 loss: 8.367851 eta: 1:20:58 batch_cost: 0.5802 data_cost: 0.0004 ips: 3.4474 images/s [02/13 19:42:22] ppdet.engine INFO: Epoch: [10] [6300/7329] learning_rate: 0.000100 loss_class: 0.153084 loss_bbox: 0.119764 loss_giou: 0.238534 loss_class_aux: 1.044440 loss_bbox_aux: 0.726488 loss_giou_aux: 1.506333 loss_class_dn: 0.019875 loss_bbox_dn: 0.171447 loss_giou_dn: 0.276318 loss_class_aux_dn: 0.152087 loss_bbox_aux_dn: 1.066086 loss_giou_aux_dn: 1.553082 loss: 7.434849 eta: 1:20:00 batch_cost: 0.5727 data_cost: 0.0004 ips: 3.4921 images/s [02/13 19:43:20] ppdet.engine INFO: Epoch: [10] [6400/7329] learning_rate: 0.000100 loss_class: 0.175178 loss_bbox: 0.138028 loss_giou: 0.200006 loss_class_aux: 1.200890 loss_bbox_aux: 0.845430 loss_giou_aux: 1.327523 loss_class_dn: 0.024204 loss_bbox_dn: 0.173985 loss_giou_dn: 0.284830 loss_class_aux_dn: 0.175501 loss_bbox_aux_dn: 1.006724 loss_giou_aux_dn: 1.543291 loss: 7.680084 eta: 1:19:03 batch_cost: 0.5759 data_cost: 0.0008 ips: 3.4728 images/s [02/13 19:44:16] ppdet.engine INFO: Epoch: [10] [6500/7329] learning_rate: 0.000100 loss_class: 0.196674 loss_bbox: 0.143370 loss_giou: 0.263590 loss_class_aux: 1.321745 loss_bbox_aux: 0.864728 loss_giou_aux: 1.733804 loss_class_dn: 0.025034 loss_bbox_dn: 0.209640 loss_giou_dn: 0.323909 loss_class_aux_dn: 0.176835 loss_bbox_aux_dn: 1.201017 loss_giou_aux_dn: 1.807951 loss: 9.007285 eta: 1:18:05 batch_cost: 0.5649 data_cost: 0.0005 ips: 3.5403 images/s [02/13 19:45:14] ppdet.engine INFO: Epoch: [10] [6600/7329] learning_rate: 0.000100 loss_class: 0.171995 loss_bbox: 0.126750 loss_giou: 0.243501 loss_class_aux: 1.134118 loss_bbox_aux: 0.831240 loss_giou_aux: 1.627127 loss_class_dn: 0.020264 loss_bbox_dn: 0.184372 loss_giou_dn: 0.273218 loss_class_aux_dn: 0.154456 loss_bbox_aux_dn: 1.059771 loss_giou_aux_dn: 1.560296 loss: 7.917352 eta: 1:17:08 batch_cost: 0.5767 data_cost: 0.0003 ips: 3.4679 images/s [02/13 19:46:12] ppdet.engine INFO: Epoch: [10] [6700/7329] learning_rate: 0.000100 loss_class: 0.170814 loss_bbox: 0.132040 loss_giou: 0.267829 loss_class_aux: 1.195563 loss_bbox_aux: 0.858629 loss_giou_aux: 1.631539 loss_class_dn: 0.017607 loss_bbox_dn: 0.175697 loss_giou_dn: 0.297787 loss_class_aux_dn: 0.134235 loss_bbox_aux_dn: 1.005405 loss_giou_aux_dn: 1.677718 loss: 8.108689 eta: 1:16:11 batch_cost: 0.5759 data_cost: 0.0005 ips: 3.4729 images/s [02/13 19:47:10] ppdet.engine INFO: Epoch: [10] [6800/7329] learning_rate: 0.000100 loss_class: 0.169349 loss_bbox: 0.141915 loss_giou: 0.263070 loss_class_aux: 1.137898 loss_bbox_aux: 0.918932 loss_giou_aux: 1.699941 loss_class_dn: 0.019503 loss_bbox_dn: 0.195955 loss_giou_dn: 0.296424 loss_class_aux_dn: 0.161545 loss_bbox_aux_dn: 1.141670 loss_giou_aux_dn: 1.614184 loss: 8.419095 eta: 1:15:13 batch_cost: 0.5793 data_cost: 0.0005 ips: 3.4526 images/s [02/13 19:48:08] ppdet.engine INFO: Epoch: [10] [6900/7329] learning_rate: 0.000100 loss_class: 0.169187 loss_bbox: 0.126996 loss_giou: 0.306162 loss_class_aux: 1.081571 loss_bbox_aux: 0.831045 loss_giou_aux: 1.878286 loss_class_dn: 0.020766 loss_bbox_dn: 0.161670 loss_giou_dn: 0.335893 loss_class_aux_dn: 0.159222 loss_bbox_aux_dn: 1.013155 loss_giou_aux_dn: 1.857982 loss: 8.554308 eta: 1:14:16 batch_cost: 0.5735 data_cost: 0.0007 ips: 3.4876 images/s [02/13 19:49:06] ppdet.engine INFO: Epoch: [10] [7000/7329] learning_rate: 0.000100 loss_class: 0.159555 loss_bbox: 0.109228 loss_giou: 0.300378 loss_class_aux: 1.079173 loss_bbox_aux: 0.704465 loss_giou_aux: 1.879238 loss_class_dn: 0.022139 loss_bbox_dn: 0.162403 loss_giou_dn: 0.329644 loss_class_aux_dn: 0.157753 loss_bbox_aux_dn: 0.938016 loss_giou_aux_dn: 1.765913 loss: 8.297650 eta: 1:13:18 batch_cost: 0.5820 data_cost: 0.0005 ips: 3.4363 images/s [02/13 19:50:05] ppdet.engine INFO: Epoch: [10] [7100/7329] learning_rate: 0.000100 loss_class: 0.189709 loss_bbox: 0.148004 loss_giou: 0.288163 loss_class_aux: 1.269529 loss_bbox_aux: 0.913470 loss_giou_aux: 1.892373 loss_class_dn: 0.021878 loss_bbox_dn: 0.184922 loss_giou_dn: 0.378385 loss_class_aux_dn: 0.164489 loss_bbox_aux_dn: 1.062168 loss_giou_aux_dn: 2.061449 loss: 9.245298 eta: 1:12:21 batch_cost: 0.5828 data_cost: 0.0003 ips: 3.4320 images/s [02/13 19:51:01] ppdet.engine INFO: Epoch: [10] [7200/7329] learning_rate: 0.000100 loss_class: 0.190677 loss_bbox: 0.127510 loss_giou: 0.314170 loss_class_aux: 1.314793 loss_bbox_aux: 0.806059 loss_giou_aux: 2.056530 loss_class_dn: 0.018995 loss_bbox_dn: 0.177501 loss_giou_dn: 0.383798 loss_class_aux_dn: 0.146578 loss_bbox_aux_dn: 0.992476 loss_giou_aux_dn: 2.056614 loss: 9.770724 eta: 1:11:24 batch_cost: 0.5638 data_cost: 0.0004 ips: 3.5475 images/s [02/13 19:52:00] ppdet.engine INFO: Epoch: [10] [7300/7329] learning_rate: 0.000100 loss_class: 0.170011 loss_bbox: 0.137958 loss_giou: 0.224115 loss_class_aux: 1.087824 loss_bbox_aux: 0.887471 loss_giou_aux: 1.385563 loss_class_dn: 0.019459 loss_bbox_dn: 0.190843 loss_giou_dn: 0.254037 loss_class_aux_dn: 0.140520 loss_bbox_aux_dn: 1.138089 loss_giou_aux_dn: 1.374784 loss: 7.388705 eta: 1:10:26 batch_cost: 0.5824 data_cost: 0.0003 ips: 3.4344 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INFO: Eval iter: 3600 [02/13 19:58:55] ppdet.engine INFO: Eval iter: 3700 [02/13 19:59:06] ppdet.engine INFO: Eval iter: 3800 [02/13 19:59:16] ppdet.engine INFO: Eval iter: 3900 [02/13 19:59:27] ppdet.engine INFO: Eval iter: 4000 [02/13 19:59:37] ppdet.engine INFO: Eval iter: 4100 [02/13 19:59:48] ppdet.engine INFO: Eval iter: 4200 [02/13 19:59:59] ppdet.engine INFO: Eval iter: 4300 [02/13 20:00:10] ppdet.engine INFO: Eval iter: 4400 [02/13 20:00:20] ppdet.engine INFO: Eval iter: 4500 [02/13 20:00:31] ppdet.engine INFO: Eval iter: 4600 [02/13 20:00:42] ppdet.engine INFO: Eval iter: 4700 [02/13 20:00:53] ppdet.engine INFO: Eval iter: 4800 [02/13 20:01:04] ppdet.engine INFO: Eval iter: 4900 [02/13 20:01:47] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.65s) creating index... index created! [02/13 20:01:48] 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=110.67s). Accumulating evaluation results... DONE (t=29.78s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.471 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.645 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.514 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.309 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.505 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.608 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 ] = 0.640 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 ] = 0.528 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 ] = 0.875 [02/13 20:04:29] ppdet.engine INFO: Total sample number: 5000, average FPS: 9.313349269372166 [02/13 20:04:29] ppdet.engine INFO: Best test bbox ap is 0.471. [02/13 20:04:32] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 20:04:33] ppdet.engine INFO: Epoch: [11] [ 0/7329] learning_rate: 0.000010 loss_class: 0.144971 loss_bbox: 0.125021 loss_giou: 0.192607 loss_class_aux: 0.944819 loss_bbox_aux: 0.778640 loss_giou_aux: 1.274010 loss_class_dn: 0.015034 loss_bbox_dn: 0.177880 loss_giou_dn: 0.227286 loss_class_aux_dn: 0.125851 loss_bbox_aux_dn: 0.994144 loss_giou_aux_dn: 1.253791 loss: 6.615846 eta: 1:10:09 batch_cost: 0.5798 data_cost: 0.0004 ips: 3.4494 images/s [02/13 20:05:31] ppdet.engine INFO: Epoch: [11] [ 100/7329] learning_rate: 0.000010 loss_class: 0.173606 loss_bbox: 0.129682 loss_giou: 0.270107 loss_class_aux: 1.212548 loss_bbox_aux: 0.817766 loss_giou_aux: 1.569967 loss_class_dn: 0.018664 loss_bbox_dn: 0.191453 loss_giou_dn: 0.290814 loss_class_aux_dn: 0.152286 loss_bbox_aux_dn: 1.109510 loss_giou_aux_dn: 1.669717 loss: 8.439629 eta: 1:09:12 batch_cost: 0.5737 data_cost: 0.0020 ips: 3.4860 images/s [02/13 20:06:29] ppdet.engine INFO: Epoch: [11] [ 200/7329] learning_rate: 0.000010 loss_class: 0.171750 loss_bbox: 0.135218 loss_giou: 0.292516 loss_class_aux: 1.293525 loss_bbox_aux: 0.935116 loss_giou_aux: 1.790375 loss_class_dn: 0.019414 loss_bbox_dn: 0.198630 loss_giou_dn: 0.337766 loss_class_aux_dn: 0.159746 loss_bbox_aux_dn: 1.125157 loss_giou_aux_dn: 1.935294 loss: 8.894257 eta: 1:08:15 batch_cost: 0.5801 data_cost: 0.0007 ips: 3.4479 images/s [02/13 20:07:27] ppdet.engine INFO: Epoch: [11] [ 300/7329] learning_rate: 0.000010 loss_class: 0.150155 loss_bbox: 0.121723 loss_giou: 0.198443 loss_class_aux: 1.083604 loss_bbox_aux: 0.825966 loss_giou_aux: 1.284817 loss_class_dn: 0.016957 loss_bbox_dn: 0.210217 loss_giou_dn: 0.237232 loss_class_aux_dn: 0.137776 loss_bbox_aux_dn: 1.230374 loss_giou_aux_dn: 1.340298 loss: 6.722331 eta: 1:07:17 batch_cost: 0.5800 data_cost: 0.0008 ips: 3.4484 images/s [02/13 20:08:26] ppdet.engine INFO: Epoch: [11] [ 400/7329] learning_rate: 0.000010 loss_class: 0.163002 loss_bbox: 0.135692 loss_giou: 0.262704 loss_class_aux: 1.107475 loss_bbox_aux: 0.831050 loss_giou_aux: 1.699569 loss_class_dn: 0.015652 loss_bbox_dn: 0.188913 loss_giou_dn: 0.327904 loss_class_aux_dn: 0.138464 loss_bbox_aux_dn: 1.059266 loss_giou_aux_dn: 1.724532 loss: 8.015486 eta: 1:06:20 batch_cost: 0.5827 data_cost: 0.0004 ips: 3.4325 images/s [02/13 20:09:23] ppdet.engine INFO: Epoch: [11] [ 500/7329] learning_rate: 0.000010 loss_class: 0.192735 loss_bbox: 0.127889 loss_giou: 0.342940 loss_class_aux: 1.304229 loss_bbox_aux: 0.804923 loss_giou_aux: 2.019800 loss_class_dn: 0.023818 loss_bbox_dn: 0.183366 loss_giou_dn: 0.367323 loss_class_aux_dn: 0.175125 loss_bbox_aux_dn: 0.996079 loss_giou_aux_dn: 1.998941 loss: 8.649160 eta: 1:05:22 batch_cost: 0.5649 data_cost: 0.0008 ips: 3.5402 images/s [02/13 20:10:21] ppdet.engine INFO: Epoch: [11] [ 600/7329] learning_rate: 0.000010 loss_class: 0.160236 loss_bbox: 0.124822 loss_giou: 0.255731 loss_class_aux: 1.029864 loss_bbox_aux: 0.802115 loss_giou_aux: 1.588635 loss_class_dn: 0.014364 loss_bbox_dn: 0.147983 loss_giou_dn: 0.284758 loss_class_aux_dn: 0.127576 loss_bbox_aux_dn: 0.890842 loss_giou_aux_dn: 1.567010 loss: 7.397204 eta: 1:04:25 batch_cost: 0.5777 data_cost: 0.0008 ips: 3.4620 images/s [02/13 20:11:19] ppdet.engine INFO: Epoch: [11] [ 700/7329] learning_rate: 0.000010 loss_class: 0.142669 loss_bbox: 0.127671 loss_giou: 0.243626 loss_class_aux: 0.978585 loss_bbox_aux: 0.827455 loss_giou_aux: 1.634185 loss_class_dn: 0.019443 loss_bbox_dn: 0.160895 loss_giou_dn: 0.278315 loss_class_aux_dn: 0.150659 loss_bbox_aux_dn: 0.993812 loss_giou_aux_dn: 1.620103 loss: 7.715317 eta: 1:03:28 batch_cost: 0.5759 data_cost: 0.0017 ips: 3.4731 images/s [02/13 20:12:15] ppdet.engine INFO: Epoch: [11] [ 800/7329] learning_rate: 0.000010 loss_class: 0.183283 loss_bbox: 0.122446 loss_giou: 0.286119 loss_class_aux: 1.154102 loss_bbox_aux: 0.782316 loss_giou_aux: 1.893220 loss_class_dn: 0.018457 loss_bbox_dn: 0.155566 loss_giou_dn: 0.339002 loss_class_aux_dn: 0.158710 loss_bbox_aux_dn: 0.903853 loss_giou_aux_dn: 1.866070 loss: 8.422585 eta: 1:02:30 batch_cost: 0.5643 data_cost: 0.0009 ips: 3.5439 images/s [02/13 20:13:13] ppdet.engine INFO: Epoch: [11] [ 900/7329] learning_rate: 0.000010 loss_class: 0.135724 loss_bbox: 0.119331 loss_giou: 0.244395 loss_class_aux: 0.948662 loss_bbox_aux: 0.774394 loss_giou_aux: 1.510357 loss_class_dn: 0.014767 loss_bbox_dn: 0.173821 loss_giou_dn: 0.261033 loss_class_aux_dn: 0.115269 loss_bbox_aux_dn: 1.038794 loss_giou_aux_dn: 1.449973 loss: 7.287780 eta: 1:01:33 batch_cost: 0.5751 data_cost: 0.0006 ips: 3.4775 images/s [02/13 20:14:11] ppdet.engine INFO: Epoch: [11] [1000/7329] learning_rate: 0.000010 loss_class: 0.173094 loss_bbox: 0.139104 loss_giou: 0.337034 loss_class_aux: 1.276495 loss_bbox_aux: 0.893438 loss_giou_aux: 2.092990 loss_class_dn: 0.018869 loss_bbox_dn: 0.181557 loss_giou_dn: 0.353805 loss_class_aux_dn: 0.153122 loss_bbox_aux_dn: 1.043268 loss_giou_aux_dn: 1.945350 loss: 9.092951 eta: 1:00:35 batch_cost: 0.5777 data_cost: 0.0009 ips: 3.4622 images/s [02/13 20:15:10] ppdet.engine INFO: Epoch: [11] [1100/7329] learning_rate: 0.000010 loss_class: 0.150134 loss_bbox: 0.107641 loss_giou: 0.247354 loss_class_aux: 0.956050 loss_bbox_aux: 0.647702 loss_giou_aux: 1.549768 loss_class_dn: 0.013470 loss_bbox_dn: 0.150577 loss_giou_dn: 0.286415 loss_class_aux_dn: 0.112179 loss_bbox_aux_dn: 0.883159 loss_giou_aux_dn: 1.540105 loss: 6.979730 eta: 0:59:38 batch_cost: 0.5810 data_cost: 0.0007 ips: 3.4422 images/s [02/13 20:16:08] ppdet.engine INFO: Epoch: [11] [1200/7329] learning_rate: 0.000010 loss_class: 0.203419 loss_bbox: 0.152662 loss_giou: 0.337819 loss_class_aux: 1.369416 loss_bbox_aux: 0.957247 loss_giou_aux: 2.095549 loss_class_dn: 0.025507 loss_bbox_dn: 0.223720 loss_giou_dn: 0.414098 loss_class_aux_dn: 0.197033 loss_bbox_aux_dn: 1.284558 loss_giou_aux_dn: 2.295475 loss: 9.948971 eta: 0:58:40 batch_cost: 0.5796 data_cost: 0.0016 ips: 3.4505 images/s [02/13 20:17:05] ppdet.engine INFO: Epoch: [11] [1300/7329] learning_rate: 0.000010 loss_class: 0.136445 loss_bbox: 0.115182 loss_giou: 0.171490 loss_class_aux: 0.936317 loss_bbox_aux: 0.726335 loss_giou_aux: 1.100562 loss_class_dn: 0.013280 loss_bbox_dn: 0.155309 loss_giou_dn: 0.217914 loss_class_aux_dn: 0.117723 loss_bbox_aux_dn: 0.930611 loss_giou_aux_dn: 1.244754 loss: 6.932534 eta: 0:57:43 batch_cost: 0.5728 data_cost: 0.0009 ips: 3.4915 images/s [02/13 20:18:04] ppdet.engine INFO: Epoch: [11] [1400/7329] learning_rate: 0.000010 loss_class: 0.154025 loss_bbox: 0.127345 loss_giou: 0.235676 loss_class_aux: 1.060461 loss_bbox_aux: 0.772972 loss_giou_aux: 1.480393 loss_class_dn: 0.015100 loss_bbox_dn: 0.165120 loss_giou_dn: 0.264770 loss_class_aux_dn: 0.132724 loss_bbox_aux_dn: 0.934220 loss_giou_aux_dn: 1.455763 loss: 7.315489 eta: 0:56:45 batch_cost: 0.5829 data_cost: 0.0006 ips: 3.4310 images/s [02/13 20:19:02] ppdet.engine INFO: Epoch: [11] [1500/7329] learning_rate: 0.000010 loss_class: 0.145785 loss_bbox: 0.121338 loss_giou: 0.220984 loss_class_aux: 0.991484 loss_bbox_aux: 0.798874 loss_giou_aux: 1.407422 loss_class_dn: 0.013930 loss_bbox_dn: 0.165447 loss_giou_dn: 0.247121 loss_class_aux_dn: 0.123131 loss_bbox_aux_dn: 0.982359 loss_giou_aux_dn: 1.401395 loss: 6.680824 eta: 0:55:48 batch_cost: 0.5773 data_cost: 0.0008 ips: 3.4646 images/s [02/13 20:19:59] ppdet.engine INFO: Epoch: [11] [1600/7329] learning_rate: 0.000010 loss_class: 0.143755 loss_bbox: 0.103503 loss_giou: 0.217612 loss_class_aux: 1.023873 loss_bbox_aux: 0.677141 loss_giou_aux: 1.327580 loss_class_dn: 0.013485 loss_bbox_dn: 0.147497 loss_giou_dn: 0.238181 loss_class_aux_dn: 0.125452 loss_bbox_aux_dn: 0.871166 loss_giou_aux_dn: 1.338935 loss: 6.263023 eta: 0:54:51 batch_cost: 0.5699 data_cost: 0.0010 ips: 3.5096 images/s [02/13 20:20:56] ppdet.engine INFO: Epoch: [11] [1700/7329] learning_rate: 0.000010 loss_class: 0.174000 loss_bbox: 0.140599 loss_giou: 0.338562 loss_class_aux: 1.182458 loss_bbox_aux: 0.855297 loss_giou_aux: 2.139632 loss_class_dn: 0.017746 loss_bbox_dn: 0.201984 loss_giou_dn: 0.358724 loss_class_aux_dn: 0.163332 loss_bbox_aux_dn: 1.187419 loss_giou_aux_dn: 1.976650 loss: 9.245947 eta: 0:53:53 batch_cost: 0.5698 data_cost: 0.0008 ips: 3.5100 images/s [02/13 20:21:54] ppdet.engine INFO: Epoch: [11] [1800/7329] learning_rate: 0.000010 loss_class: 0.140605 loss_bbox: 0.118028 loss_giou: 0.262070 loss_class_aux: 0.976607 loss_bbox_aux: 0.762765 loss_giou_aux: 1.643600 loss_class_dn: 0.015348 loss_bbox_dn: 0.173425 loss_giou_dn: 0.285074 loss_class_aux_dn: 0.125441 loss_bbox_aux_dn: 1.010006 loss_giou_aux_dn: 1.609962 loss: 7.571027 eta: 0:52:56 batch_cost: 0.5728 data_cost: 0.0008 ips: 3.4914 images/s [02/13 20:22:53] ppdet.engine INFO: Epoch: [11] [1900/7329] learning_rate: 0.000010 loss_class: 0.158482 loss_bbox: 0.129006 loss_giou: 0.245151 loss_class_aux: 1.090155 loss_bbox_aux: 0.796668 loss_giou_aux: 1.496496 loss_class_dn: 0.016367 loss_bbox_dn: 0.174269 loss_giou_dn: 0.264785 loss_class_aux_dn: 0.144058 loss_bbox_aux_dn: 1.035695 loss_giou_aux_dn: 1.537373 loss: 7.413681 eta: 0:51:58 batch_cost: 0.5820 data_cost: 0.0013 ips: 3.4365 images/s [02/13 20:23:51] ppdet.engine INFO: Epoch: [11] [2000/7329] learning_rate: 0.000010 loss_class: 0.158927 loss_bbox: 0.100071 loss_giou: 0.293255 loss_class_aux: 1.113517 loss_bbox_aux: 0.618446 loss_giou_aux: 1.812352 loss_class_dn: 0.015415 loss_bbox_dn: 0.132290 loss_giou_dn: 0.321661 loss_class_aux_dn: 0.136746 loss_bbox_aux_dn: 0.782815 loss_giou_aux_dn: 1.713961 loss: 8.411440 eta: 0:51:01 batch_cost: 0.5808 data_cost: 0.0019 ips: 3.4434 images/s [02/13 20:24:49] ppdet.engine INFO: Epoch: [11] [2100/7329] learning_rate: 0.000010 loss_class: 0.181662 loss_bbox: 0.136220 loss_giou: 0.252967 loss_class_aux: 1.181876 loss_bbox_aux: 0.870477 loss_giou_aux: 1.590562 loss_class_dn: 0.018422 loss_bbox_dn: 0.178788 loss_giou_dn: 0.301630 loss_class_aux_dn: 0.164835 loss_bbox_aux_dn: 1.082309 loss_giou_aux_dn: 1.724876 loss: 8.171228 eta: 0:50:03 batch_cost: 0.5770 data_cost: 0.0010 ips: 3.4660 images/s [02/13 20:25:47] ppdet.engine INFO: Epoch: [11] [2200/7329] learning_rate: 0.000010 loss_class: 0.159093 loss_bbox: 0.114626 loss_giou: 0.281472 loss_class_aux: 1.132581 loss_bbox_aux: 0.701621 loss_giou_aux: 1.702276 loss_class_dn: 0.012741 loss_bbox_dn: 0.165078 loss_giou_dn: 0.322243 loss_class_aux_dn: 0.119616 loss_bbox_aux_dn: 1.011403 loss_giou_aux_dn: 1.814817 loss: 7.854448 eta: 0:49:06 batch_cost: 0.5731 data_cost: 0.0008 ips: 3.4899 images/s [02/13 20:26:45] ppdet.engine INFO: Epoch: [11] [2300/7329] learning_rate: 0.000010 loss_class: 0.156767 loss_bbox: 0.108711 loss_giou: 0.215828 loss_class_aux: 1.085974 loss_bbox_aux: 0.718122 loss_giou_aux: 1.296370 loss_class_dn: 0.016208 loss_bbox_dn: 0.154419 loss_giou_dn: 0.232190 loss_class_aux_dn: 0.119572 loss_bbox_aux_dn: 0.912089 loss_giou_aux_dn: 1.295256 loss: 6.655548 eta: 0:48:09 batch_cost: 0.5745 data_cost: 0.0005 ips: 3.4810 images/s [02/13 20:27:43] ppdet.engine INFO: Epoch: [11] [2400/7329] learning_rate: 0.000010 loss_class: 0.180874 loss_bbox: 0.131857 loss_giou: 0.268455 loss_class_aux: 1.206714 loss_bbox_aux: 0.821837 loss_giou_aux: 1.719524 loss_class_dn: 0.019434 loss_bbox_dn: 0.196785 loss_giou_dn: 0.344279 loss_class_aux_dn: 0.157041 loss_bbox_aux_dn: 1.127922 loss_giou_aux_dn: 1.862442 loss: 8.229059 eta: 0:47:11 batch_cost: 0.5860 data_cost: 0.0006 ips: 3.4132 images/s [02/13 20:28:41] ppdet.engine INFO: Epoch: [11] [2500/7329] learning_rate: 0.000010 loss_class: 0.158564 loss_bbox: 0.130157 loss_giou: 0.282652 loss_class_aux: 1.100904 loss_bbox_aux: 0.800058 loss_giou_aux: 1.695533 loss_class_dn: 0.015906 loss_bbox_dn: 0.174818 loss_giou_dn: 0.314310 loss_class_aux_dn: 0.128159 loss_bbox_aux_dn: 1.000757 loss_giou_aux_dn: 1.708041 loss: 7.443496 eta: 0:46:14 batch_cost: 0.5702 data_cost: 0.0010 ips: 3.5074 images/s [02/13 20:29:39] ppdet.engine INFO: Epoch: [11] [2600/7329] learning_rate: 0.000010 loss_class: 0.165837 loss_bbox: 0.109174 loss_giou: 0.218464 loss_class_aux: 1.086641 loss_bbox_aux: 0.685678 loss_giou_aux: 1.272105 loss_class_dn: 0.014237 loss_bbox_dn: 0.171997 loss_giou_dn: 0.243046 loss_class_aux_dn: 0.133486 loss_bbox_aux_dn: 0.934298 loss_giou_aux_dn: 1.371609 loss: 6.681225 eta: 0:45:16 batch_cost: 0.5830 data_cost: 0.0005 ips: 3.4307 images/s [02/13 20:30:37] ppdet.engine INFO: Epoch: [11] [2700/7329] learning_rate: 0.000010 loss_class: 0.150840 loss_bbox: 0.112925 loss_giou: 0.233134 loss_class_aux: 0.941835 loss_bbox_aux: 0.728602 loss_giou_aux: 1.418085 loss_class_dn: 0.012328 loss_bbox_dn: 0.153807 loss_giou_dn: 0.236838 loss_class_aux_dn: 0.109739 loss_bbox_aux_dn: 0.905384 loss_giou_aux_dn: 1.303149 loss: 6.459901 eta: 0:44:19 batch_cost: 0.5792 data_cost: 0.0008 ips: 3.4533 images/s [02/13 20:31:35] ppdet.engine INFO: Epoch: [11] [2800/7329] learning_rate: 0.000010 loss_class: 0.159904 loss_bbox: 0.130072 loss_giou: 0.276136 loss_class_aux: 1.161829 loss_bbox_aux: 0.833139 loss_giou_aux: 1.822774 loss_class_dn: 0.016398 loss_bbox_dn: 0.177988 loss_giou_dn: 0.350802 loss_class_aux_dn: 0.148720 loss_bbox_aux_dn: 1.068714 loss_giou_aux_dn: 1.879596 loss: 8.493289 eta: 0:43:21 batch_cost: 0.5761 data_cost: 0.0011 ips: 3.4716 images/s [02/13 20:32:33] ppdet.engine INFO: Epoch: [11] [2900/7329] learning_rate: 0.000010 loss_class: 0.186892 loss_bbox: 0.126316 loss_giou: 0.281024 loss_class_aux: 1.233983 loss_bbox_aux: 0.818016 loss_giou_aux: 1.737963 loss_class_dn: 0.017784 loss_bbox_dn: 0.180338 loss_giou_dn: 0.327753 loss_class_aux_dn: 0.148374 loss_bbox_aux_dn: 1.086231 loss_giou_aux_dn: 1.777512 loss: 8.421775 eta: 0:42:24 batch_cost: 0.5735 data_cost: 0.0005 ips: 3.4875 images/s [02/13 20:33:30] ppdet.engine INFO: Epoch: [11] [3000/7329] learning_rate: 0.000010 loss_class: 0.119269 loss_bbox: 0.106276 loss_giou: 0.216792 loss_class_aux: 0.811723 loss_bbox_aux: 0.650264 loss_giou_aux: 1.407026 loss_class_dn: 0.009715 loss_bbox_dn: 0.110972 loss_giou_dn: 0.233466 loss_class_aux_dn: 0.100984 loss_bbox_aux_dn: 0.658632 loss_giou_aux_dn: 1.314389 loss: 6.039800 eta: 0:41:26 batch_cost: 0.5732 data_cost: 0.0009 ips: 3.4893 images/s [02/13 20:34:29] ppdet.engine INFO: Epoch: [11] [3100/7329] learning_rate: 0.000010 loss_class: 0.163954 loss_bbox: 0.139126 loss_giou: 0.276899 loss_class_aux: 1.112709 loss_bbox_aux: 0.875740 loss_giou_aux: 1.667957 loss_class_dn: 0.017295 loss_bbox_dn: 0.188057 loss_giou_dn: 0.326513 loss_class_aux_dn: 0.148902 loss_bbox_aux_dn: 1.061785 loss_giou_aux_dn: 1.782639 loss: 7.919140 eta: 0:40:29 batch_cost: 0.5790 data_cost: 0.0005 ips: 3.4543 images/s [02/13 20:35:26] ppdet.engine INFO: Epoch: [11] [3200/7329] learning_rate: 0.000010 loss_class: 0.123268 loss_bbox: 0.108979 loss_giou: 0.192524 loss_class_aux: 0.846765 loss_bbox_aux: 0.683504 loss_giou_aux: 1.186445 loss_class_dn: 0.012948 loss_bbox_dn: 0.138320 loss_giou_dn: 0.203494 loss_class_aux_dn: 0.135694 loss_bbox_aux_dn: 0.827087 loss_giou_aux_dn: 1.127812 loss: 6.142561 eta: 0:39:32 batch_cost: 0.5686 data_cost: 0.0006 ips: 3.5175 images/s [02/13 20:36:24] ppdet.engine INFO: Epoch: [11] [3300/7329] learning_rate: 0.000010 loss_class: 0.162309 loss_bbox: 0.128991 loss_giou: 0.246011 loss_class_aux: 1.019990 loss_bbox_aux: 0.776618 loss_giou_aux: 1.527232 loss_class_dn: 0.015027 loss_bbox_dn: 0.168094 loss_giou_dn: 0.267951 loss_class_aux_dn: 0.132219 loss_bbox_aux_dn: 0.998171 loss_giou_aux_dn: 1.531958 loss: 7.165030 eta: 0:38:34 batch_cost: 0.5834 data_cost: 0.0006 ips: 3.4284 images/s [02/13 20:37:22] ppdet.engine INFO: Epoch: [11] [3400/7329] learning_rate: 0.000010 loss_class: 0.173278 loss_bbox: 0.133743 loss_giou: 0.262349 loss_class_aux: 1.183052 loss_bbox_aux: 0.831591 loss_giou_aux: 1.705968 loss_class_dn: 0.018589 loss_bbox_dn: 0.190246 loss_giou_dn: 0.295415 loss_class_aux_dn: 0.149515 loss_bbox_aux_dn: 1.145904 loss_giou_aux_dn: 1.715810 loss: 8.036279 eta: 0:37:37 batch_cost: 0.5749 data_cost: 0.0006 ips: 3.4789 images/s [02/13 20:38:20] ppdet.engine INFO: Epoch: [11] [3500/7329] learning_rate: 0.000010 loss_class: 0.123724 loss_bbox: 0.105268 loss_giou: 0.208909 loss_class_aux: 0.778502 loss_bbox_aux: 0.670694 loss_giou_aux: 1.222836 loss_class_dn: 0.010203 loss_bbox_dn: 0.132921 loss_giou_dn: 0.218578 loss_class_aux_dn: 0.094053 loss_bbox_aux_dn: 0.823920 loss_giou_aux_dn: 1.217100 loss: 6.058901 eta: 0:36:39 batch_cost: 0.5732 data_cost: 0.0004 ips: 3.4892 images/s [02/13 20:39:17] ppdet.engine INFO: Epoch: [11] [3600/7329] learning_rate: 0.000010 loss_class: 0.173154 loss_bbox: 0.146673 loss_giou: 0.279406 loss_class_aux: 1.193601 loss_bbox_aux: 0.873158 loss_giou_aux: 1.780076 loss_class_dn: 0.019355 loss_bbox_dn: 0.180288 loss_giou_dn: 0.337366 loss_class_aux_dn: 0.160900 loss_bbox_aux_dn: 1.102944 loss_giou_aux_dn: 1.880597 loss: 8.843772 eta: 0:35:42 batch_cost: 0.5750 data_cost: 0.0004 ips: 3.4784 images/s [02/13 20:40:15] ppdet.engine INFO: Epoch: [11] [3700/7329] learning_rate: 0.000010 loss_class: 0.162671 loss_bbox: 0.129515 loss_giou: 0.236814 loss_class_aux: 1.074758 loss_bbox_aux: 0.811582 loss_giou_aux: 1.454112 loss_class_dn: 0.011943 loss_bbox_dn: 0.174326 loss_giou_dn: 0.243491 loss_class_aux_dn: 0.122293 loss_bbox_aux_dn: 0.975517 loss_giou_aux_dn: 1.375159 loss: 7.398899 eta: 0:34:44 batch_cost: 0.5772 data_cost: 0.0005 ips: 3.4648 images/s [02/13 20:41:13] ppdet.engine INFO: Epoch: [11] [3800/7329] learning_rate: 0.000010 loss_class: 0.110976 loss_bbox: 0.098540 loss_giou: 0.180228 loss_class_aux: 0.746561 loss_bbox_aux: 0.620388 loss_giou_aux: 1.146674 loss_class_dn: 0.010464 loss_bbox_dn: 0.129237 loss_giou_dn: 0.214455 loss_class_aux_dn: 0.093403 loss_bbox_aux_dn: 0.758318 loss_giou_aux_dn: 1.188385 loss: 5.458245 eta: 0:33:47 batch_cost: 0.5764 data_cost: 0.0005 ips: 3.4699 images/s [02/13 20:42:11] ppdet.engine INFO: Epoch: [11] [3900/7329] learning_rate: 0.000010 loss_class: 0.120646 loss_bbox: 0.105308 loss_giou: 0.206932 loss_class_aux: 0.764608 loss_bbox_aux: 0.643694 loss_giou_aux: 1.171782 loss_class_dn: 0.009246 loss_bbox_dn: 0.119923 loss_giou_dn: 0.210906 loss_class_aux_dn: 0.084057 loss_bbox_aux_dn: 0.711170 loss_giou_aux_dn: 1.130848 loss: 5.881035 eta: 0:32:49 batch_cost: 0.5736 data_cost: 0.0003 ips: 3.4868 images/s [02/13 20:43:08] ppdet.engine INFO: Epoch: [11] [4000/7329] learning_rate: 0.000010 loss_class: 0.163106 loss_bbox: 0.126008 loss_giou: 0.264350 loss_class_aux: 1.109528 loss_bbox_aux: 0.733401 loss_giou_aux: 1.663424 loss_class_dn: 0.015293 loss_bbox_dn: 0.162703 loss_giou_dn: 0.289441 loss_class_aux_dn: 0.131925 loss_bbox_aux_dn: 0.942805 loss_giou_aux_dn: 1.661625 loss: 7.184742 eta: 0:31:52 batch_cost: 0.5748 data_cost: 0.0006 ips: 3.4793 images/s [02/13 20:44:07] ppdet.engine INFO: Epoch: [11] [4100/7329] learning_rate: 0.000010 loss_class: 0.146781 loss_bbox: 0.104954 loss_giou: 0.286091 loss_class_aux: 1.031531 loss_bbox_aux: 0.692785 loss_giou_aux: 1.856228 loss_class_dn: 0.011402 loss_bbox_dn: 0.153327 loss_giou_dn: 0.304755 loss_class_aux_dn: 0.119610 loss_bbox_aux_dn: 0.878783 loss_giou_aux_dn: 1.643097 loss: 7.031829 eta: 0:30:55 batch_cost: 0.5829 data_cost: 0.0005 ips: 3.4311 images/s [02/13 20:45:04] ppdet.engine INFO: Epoch: [11] [4200/7329] learning_rate: 0.000010 loss_class: 0.148046 loss_bbox: 0.123468 loss_giou: 0.215581 loss_class_aux: 1.115857 loss_bbox_aux: 0.788689 loss_giou_aux: 1.355626 loss_class_dn: 0.015396 loss_bbox_dn: 0.187297 loss_giou_dn: 0.262542 loss_class_aux_dn: 0.129676 loss_bbox_aux_dn: 1.097615 loss_giou_aux_dn: 1.426349 loss: 7.445720 eta: 0:29:57 batch_cost: 0.5733 data_cost: 0.0004 ips: 3.4884 images/s [02/13 20:46:03] ppdet.engine INFO: Epoch: [11] [4300/7329] learning_rate: 0.000010 loss_class: 0.131195 loss_bbox: 0.109100 loss_giou: 0.232038 loss_class_aux: 0.958385 loss_bbox_aux: 0.695150 loss_giou_aux: 1.405784 loss_class_dn: 0.015757 loss_bbox_dn: 0.144294 loss_giou_dn: 0.253590 loss_class_aux_dn: 0.119256 loss_bbox_aux_dn: 0.850689 loss_giou_aux_dn: 1.356118 loss: 6.677925 eta: 0:29:00 batch_cost: 0.5806 data_cost: 0.0004 ips: 3.4447 images/s [02/13 20:47:00] ppdet.engine INFO: Epoch: [11] [4400/7329] learning_rate: 0.000010 loss_class: 0.167478 loss_bbox: 0.129474 loss_giou: 0.279721 loss_class_aux: 1.138704 loss_bbox_aux: 0.807596 loss_giou_aux: 1.748649 loss_class_dn: 0.014373 loss_bbox_dn: 0.172095 loss_giou_dn: 0.267181 loss_class_aux_dn: 0.130087 loss_bbox_aux_dn: 0.983952 loss_giou_aux_dn: 1.495897 loss: 7.187219 eta: 0:28:02 batch_cost: 0.5759 data_cost: 0.0005 ips: 3.4728 images/s [02/13 20:47:58] ppdet.engine INFO: Epoch: [11] [4500/7329] learning_rate: 0.000010 loss_class: 0.182615 loss_bbox: 0.131054 loss_giou: 0.303198 loss_class_aux: 1.211839 loss_bbox_aux: 0.801906 loss_giou_aux: 1.810707 loss_class_dn: 0.019251 loss_bbox_dn: 0.195719 loss_giou_dn: 0.330260 loss_class_aux_dn: 0.157964 loss_bbox_aux_dn: 1.125768 loss_giou_aux_dn: 1.778842 loss: 8.390358 eta: 0:27:05 batch_cost: 0.5678 data_cost: 0.0004 ips: 3.5222 images/s [02/13 20:48:56] ppdet.engine INFO: Epoch: [11] [4600/7329] learning_rate: 0.000010 loss_class: 0.164940 loss_bbox: 0.113974 loss_giou: 0.245499 loss_class_aux: 1.082554 loss_bbox_aux: 0.720093 loss_giou_aux: 1.573891 loss_class_dn: 0.015762 loss_bbox_dn: 0.169768 loss_giou_dn: 0.294217 loss_class_aux_dn: 0.130025 loss_bbox_aux_dn: 0.992259 loss_giou_aux_dn: 1.659582 loss: 7.834961 eta: 0:26:07 batch_cost: 0.5787 data_cost: 0.0006 ips: 3.4563 images/s [02/13 20:49:54] ppdet.engine INFO: Epoch: [11] [4700/7329] learning_rate: 0.000010 loss_class: 0.154810 loss_bbox: 0.133491 loss_giou: 0.254164 loss_class_aux: 0.990565 loss_bbox_aux: 0.843969 loss_giou_aux: 1.591571 loss_class_dn: 0.014114 loss_bbox_dn: 0.158514 loss_giou_dn: 0.279927 loss_class_aux_dn: 0.128742 loss_bbox_aux_dn: 0.985291 loss_giou_aux_dn: 1.557724 loss: 7.756153 eta: 0:25:10 batch_cost: 0.5836 data_cost: 0.0004 ips: 3.4272 images/s [02/13 20:50:53] ppdet.engine INFO: Epoch: [11] [4800/7329] learning_rate: 0.000010 loss_class: 0.146271 loss_bbox: 0.119814 loss_giou: 0.216274 loss_class_aux: 0.959300 loss_bbox_aux: 0.752384 loss_giou_aux: 1.314642 loss_class_dn: 0.015893 loss_bbox_dn: 0.164798 loss_giou_dn: 0.244616 loss_class_aux_dn: 0.117660 loss_bbox_aux_dn: 0.962337 loss_giou_aux_dn: 1.396657 loss: 6.791960 eta: 0:24:13 batch_cost: 0.5849 data_cost: 0.0009 ips: 3.4192 images/s [02/13 20:51:52] ppdet.engine INFO: Epoch: [11] [4900/7329] learning_rate: 0.000010 loss_class: 0.141632 loss_bbox: 0.123404 loss_giou: 0.246181 loss_class_aux: 1.012457 loss_bbox_aux: 0.768944 loss_giou_aux: 1.508044 loss_class_dn: 0.016009 loss_bbox_dn: 0.136238 loss_giou_dn: 0.255221 loss_class_aux_dn: 0.119623 loss_bbox_aux_dn: 0.836317 loss_giou_aux_dn: 1.428747 loss: 6.688257 eta: 0:23:15 batch_cost: 0.5829 data_cost: 0.0004 ips: 3.4311 images/s [02/13 20:52:50] ppdet.engine INFO: Epoch: [11] [5000/7329] learning_rate: 0.000010 loss_class: 0.178493 loss_bbox: 0.144904 loss_giou: 0.291157 loss_class_aux: 1.190648 loss_bbox_aux: 0.943529 loss_giou_aux: 1.897217 loss_class_dn: 0.015511 loss_bbox_dn: 0.193001 loss_giou_dn: 0.353118 loss_class_aux_dn: 0.146105 loss_bbox_aux_dn: 1.225540 loss_giou_aux_dn: 2.005299 loss: 9.223891 eta: 0:22:18 batch_cost: 0.5815 data_cost: 0.0003 ips: 3.4393 images/s [02/13 20:53:47] ppdet.engine INFO: Epoch: [11] [5100/7329] learning_rate: 0.000010 loss_class: 0.141827 loss_bbox: 0.109165 loss_giou: 0.249089 loss_class_aux: 1.014145 loss_bbox_aux: 0.671176 loss_giou_aux: 1.538600 loss_class_dn: 0.013628 loss_bbox_dn: 0.161048 loss_giou_dn: 0.252235 loss_class_aux_dn: 0.122585 loss_bbox_aux_dn: 0.972627 loss_giou_aux_dn: 1.395095 loss: 6.417342 eta: 0:21:20 batch_cost: 0.5710 data_cost: 0.0006 ips: 3.5024 images/s [02/13 20:54:45] ppdet.engine INFO: Epoch: [11] [5200/7329] learning_rate: 0.000010 loss_class: 0.160612 loss_bbox: 0.122538 loss_giou: 0.273171 loss_class_aux: 1.043373 loss_bbox_aux: 0.750812 loss_giou_aux: 1.692810 loss_class_dn: 0.013925 loss_bbox_dn: 0.152427 loss_giou_dn: 0.299100 loss_class_aux_dn: 0.129610 loss_bbox_aux_dn: 0.938874 loss_giou_aux_dn: 1.665034 loss: 7.834538 eta: 0:20:23 batch_cost: 0.5738 data_cost: 0.0003 ips: 3.4855 images/s [02/13 20:55:42] ppdet.engine INFO: Epoch: [11] [5300/7329] learning_rate: 0.000010 loss_class: 0.135477 loss_bbox: 0.108287 loss_giou: 0.175785 loss_class_aux: 0.903693 loss_bbox_aux: 0.686457 loss_giou_aux: 1.090247 loss_class_dn: 0.011431 loss_bbox_dn: 0.149593 loss_giou_dn: 0.209599 loss_class_aux_dn: 0.100051 loss_bbox_aux_dn: 0.928913 loss_giou_aux_dn: 1.151875 loss: 6.630948 eta: 0:19:25 batch_cost: 0.5682 data_cost: 0.0005 ips: 3.5197 images/s [02/13 20:56:40] ppdet.engine INFO: Epoch: [11] [5400/7329] learning_rate: 0.000010 loss_class: 0.129102 loss_bbox: 0.124231 loss_giou: 0.204207 loss_class_aux: 0.883340 loss_bbox_aux: 0.763425 loss_giou_aux: 1.264144 loss_class_dn: 0.010628 loss_bbox_dn: 0.168014 loss_giou_dn: 0.235487 loss_class_aux_dn: 0.096664 loss_bbox_aux_dn: 1.022242 loss_giou_aux_dn: 1.322737 loss: 6.566768 eta: 0:18:28 batch_cost: 0.5821 data_cost: 0.0005 ips: 3.4360 images/s [02/13 20:57:38] ppdet.engine INFO: Epoch: [11] [5500/7329] learning_rate: 0.000010 loss_class: 0.167959 loss_bbox: 0.119484 loss_giou: 0.269904 loss_class_aux: 1.102584 loss_bbox_aux: 0.742822 loss_giou_aux: 1.661435 loss_class_dn: 0.016092 loss_bbox_dn: 0.148098 loss_giou_dn: 0.296128 loss_class_aux_dn: 0.142052 loss_bbox_aux_dn: 0.867684 loss_giou_aux_dn: 1.660546 loss: 7.943141 eta: 0:17:30 batch_cost: 0.5794 data_cost: 0.0006 ips: 3.4519 images/s [02/13 20:58:37] ppdet.engine INFO: Epoch: [11] [5600/7329] learning_rate: 0.000010 loss_class: 0.125314 loss_bbox: 0.113610 loss_giou: 0.243986 loss_class_aux: 0.825616 loss_bbox_aux: 0.720998 loss_giou_aux: 1.593892 loss_class_dn: 0.013454 loss_bbox_dn: 0.140996 loss_giou_dn: 0.280189 loss_class_aux_dn: 0.109055 loss_bbox_aux_dn: 0.870255 loss_giou_aux_dn: 1.473345 loss: 6.907738 eta: 0:16:33 batch_cost: 0.5864 data_cost: 0.0005 ips: 3.4107 images/s [02/13 20:59:35] ppdet.engine INFO: Epoch: [11] [5700/7329] learning_rate: 0.000010 loss_class: 0.164954 loss_bbox: 0.119801 loss_giou: 0.331036 loss_class_aux: 1.107028 loss_bbox_aux: 0.818500 loss_giou_aux: 2.056772 loss_class_dn: 0.016269 loss_bbox_dn: 0.171396 loss_giou_dn: 0.359351 loss_class_aux_dn: 0.136185 loss_bbox_aux_dn: 0.964794 loss_giou_aux_dn: 1.975965 loss: 8.326654 eta: 0:15:35 batch_cost: 0.5737 data_cost: 0.0004 ips: 3.4863 images/s [02/13 21:00:34] ppdet.engine INFO: Epoch: [11] [5800/7329] learning_rate: 0.000010 loss_class: 0.150030 loss_bbox: 0.111576 loss_giou: 0.224118 loss_class_aux: 0.986506 loss_bbox_aux: 0.664685 loss_giou_aux: 1.390411 loss_class_dn: 0.013223 loss_bbox_dn: 0.137228 loss_giou_dn: 0.238977 loss_class_aux_dn: 0.111433 loss_bbox_aux_dn: 0.844662 loss_giou_aux_dn: 1.354638 loss: 6.628782 eta: 0:14:38 batch_cost: 0.5877 data_cost: 0.0006 ips: 3.4031 images/s [02/13 21:01:32] ppdet.engine INFO: Epoch: [11] [5900/7329] learning_rate: 0.000010 loss_class: 0.149446 loss_bbox: 0.116169 loss_giou: 0.309893 loss_class_aux: 0.994864 loss_bbox_aux: 0.739614 loss_giou_aux: 1.833083 loss_class_dn: 0.012895 loss_bbox_dn: 0.149677 loss_giou_dn: 0.320515 loss_class_aux_dn: 0.118795 loss_bbox_aux_dn: 0.904455 loss_giou_aux_dn: 1.799035 loss: 8.319256 eta: 0:13:41 batch_cost: 0.5819 data_cost: 0.0004 ips: 3.4372 images/s [02/13 21:02:32] ppdet.engine INFO: Epoch: [11] [6000/7329] learning_rate: 0.000010 loss_class: 0.181995 loss_bbox: 0.148025 loss_giou: 0.317060 loss_class_aux: 1.240349 loss_bbox_aux: 0.909007 loss_giou_aux: 1.969516 loss_class_dn: 0.017778 loss_bbox_dn: 0.179919 loss_giou_dn: 0.383216 loss_class_aux_dn: 0.137983 loss_bbox_aux_dn: 1.065396 loss_giou_aux_dn: 2.049878 loss: 9.243035 eta: 0:12:43 batch_cost: 0.5920 data_cost: 0.0004 ips: 3.3787 images/s [02/13 21:03:31] ppdet.engine INFO: Epoch: [11] [6100/7329] learning_rate: 0.000010 loss_class: 0.151488 loss_bbox: 0.120030 loss_giou: 0.261097 loss_class_aux: 1.074010 loss_bbox_aux: 0.731528 loss_giou_aux: 1.541580 loss_class_dn: 0.013039 loss_bbox_dn: 0.153187 loss_giou_dn: 0.272783 loss_class_aux_dn: 0.124646 loss_bbox_aux_dn: 0.892296 loss_giou_aux_dn: 1.540518 loss: 7.199990 eta: 0:11:46 batch_cost: 0.5899 data_cost: 0.0008 ips: 3.3903 images/s [02/13 21:04:29] ppdet.engine INFO: Epoch: [11] [6200/7329] learning_rate: 0.000010 loss_class: 0.146967 loss_bbox: 0.120138 loss_giou: 0.235818 loss_class_aux: 1.036785 loss_bbox_aux: 0.754075 loss_giou_aux: 1.477501 loss_class_dn: 0.013263 loss_bbox_dn: 0.141304 loss_giou_dn: 0.270442 loss_class_aux_dn: 0.125145 loss_bbox_aux_dn: 0.821901 loss_giou_aux_dn: 1.551551 loss: 6.932234 eta: 0:10:48 batch_cost: 0.5820 data_cost: 0.0006 ips: 3.4363 images/s [02/13 21:05:28] ppdet.engine INFO: Epoch: [11] [6300/7329] learning_rate: 0.000010 loss_class: 0.138563 loss_bbox: 0.110924 loss_giou: 0.194831 loss_class_aux: 0.950946 loss_bbox_aux: 0.698099 loss_giou_aux: 1.200670 loss_class_dn: 0.014042 loss_bbox_dn: 0.170173 loss_giou_dn: 0.220359 loss_class_aux_dn: 0.111108 loss_bbox_aux_dn: 0.952652 loss_giou_aux_dn: 1.311942 loss: 5.950976 eta: 0:09:51 batch_cost: 0.5868 data_cost: 0.0003 ips: 3.4082 images/s [02/13 21:06:26] ppdet.engine INFO: Epoch: [11] [6400/7329] learning_rate: 0.000010 loss_class: 0.152820 loss_bbox: 0.124126 loss_giou: 0.253202 loss_class_aux: 0.994938 loss_bbox_aux: 0.787083 loss_giou_aux: 1.612923 loss_class_dn: 0.015316 loss_bbox_dn: 0.177293 loss_giou_dn: 0.297158 loss_class_aux_dn: 0.128035 loss_bbox_aux_dn: 1.068580 loss_giou_aux_dn: 1.712652 loss: 7.724102 eta: 0:08:53 batch_cost: 0.5741 data_cost: 0.0003 ips: 3.4839 images/s [02/13 21:07:25] ppdet.engine INFO: Epoch: [11] [6500/7329] learning_rate: 0.000010 loss_class: 0.167098 loss_bbox: 0.121897 loss_giou: 0.265924 loss_class_aux: 1.072744 loss_bbox_aux: 0.715284 loss_giou_aux: 1.697636 loss_class_dn: 0.016030 loss_bbox_dn: 0.166918 loss_giou_dn: 0.288484 loss_class_aux_dn: 0.138519 loss_bbox_aux_dn: 0.942858 loss_giou_aux_dn: 1.590813 loss: 7.600539 eta: 0:07:56 batch_cost: 0.5867 data_cost: 0.0007 ips: 3.4090 images/s [02/13 21:08:22] ppdet.engine INFO: Epoch: [11] [6600/7329] learning_rate: 0.000010 loss_class: 0.155850 loss_bbox: 0.113061 loss_giou: 0.214285 loss_class_aux: 1.077248 loss_bbox_aux: 0.750993 loss_giou_aux: 1.354437 loss_class_dn: 0.015922 loss_bbox_dn: 0.155704 loss_giou_dn: 0.264766 loss_class_aux_dn: 0.119560 loss_bbox_aux_dn: 0.885728 loss_giou_aux_dn: 1.451287 loss: 6.793862 eta: 0:06:58 batch_cost: 0.5737 data_cost: 0.0008 ips: 3.4859 images/s [02/13 21:09:21] ppdet.engine INFO: Epoch: [11] [6700/7329] learning_rate: 0.000010 loss_class: 0.148252 loss_bbox: 0.133019 loss_giou: 0.250958 loss_class_aux: 1.097956 loss_bbox_aux: 0.798262 loss_giou_aux: 1.512298 loss_class_dn: 0.014528 loss_bbox_dn: 0.171377 loss_giou_dn: 0.276079 loss_class_aux_dn: 0.128063 loss_bbox_aux_dn: 1.027119 loss_giou_aux_dn: 1.559615 loss: 7.267312 eta: 0:06:01 batch_cost: 0.5846 data_cost: 0.0004 ips: 3.4211 images/s [02/13 21:10:19] ppdet.engine INFO: Epoch: [11] [6800/7329] learning_rate: 0.000010 loss_class: 0.136942 loss_bbox: 0.121573 loss_giou: 0.192996 loss_class_aux: 0.937323 loss_bbox_aux: 0.784419 loss_giou_aux: 1.202747 loss_class_dn: 0.017149 loss_bbox_dn: 0.154840 loss_giou_dn: 0.241891 loss_class_aux_dn: 0.138493 loss_bbox_aux_dn: 0.907140 loss_giou_aux_dn: 1.287725 loss: 6.410581 eta: 0:05:04 batch_cost: 0.5745 data_cost: 0.0006 ips: 3.4813 images/s [02/13 21:11:17] ppdet.engine INFO: Epoch: [11] [6900/7329] learning_rate: 0.000010 loss_class: 0.115007 loss_bbox: 0.106310 loss_giou: 0.160572 loss_class_aux: 0.790162 loss_bbox_aux: 0.660691 loss_giou_aux: 1.057488 loss_class_dn: 0.010524 loss_bbox_dn: 0.146950 loss_giou_dn: 0.245901 loss_class_aux_dn: 0.098989 loss_bbox_aux_dn: 0.844303 loss_giou_aux_dn: 1.346768 loss: 6.148388 eta: 0:04:06 batch_cost: 0.5784 data_cost: 0.0004 ips: 3.4579 images/s [02/13 21:12:14] ppdet.engine INFO: Epoch: [11] [7000/7329] learning_rate: 0.000010 loss_class: 0.151516 loss_bbox: 0.121527 loss_giou: 0.262971 loss_class_aux: 1.041755 loss_bbox_aux: 0.784735 loss_giou_aux: 1.628990 loss_class_dn: 0.014755 loss_bbox_dn: 0.167043 loss_giou_dn: 0.292752 loss_class_aux_dn: 0.116397 loss_bbox_aux_dn: 1.011753 loss_giou_aux_dn: 1.628818 loss: 8.066019 eta: 0:03:09 batch_cost: 0.5684 data_cost: 0.0004 ips: 3.5189 images/s [02/13 21:13:12] ppdet.engine INFO: Epoch: [11] [7100/7329] learning_rate: 0.000010 loss_class: 0.158584 loss_bbox: 0.108496 loss_giou: 0.230845 loss_class_aux: 1.058039 loss_bbox_aux: 0.689799 loss_giou_aux: 1.456393 loss_class_dn: 0.015439 loss_bbox_dn: 0.152242 loss_giou_dn: 0.263210 loss_class_aux_dn: 0.132558 loss_bbox_aux_dn: 0.901222 loss_giou_aux_dn: 1.456771 loss: 6.609303 eta: 0:02:11 batch_cost: 0.5815 data_cost: 0.0004 ips: 3.4396 images/s [02/13 21:14:10] ppdet.engine INFO: Epoch: [11] [7200/7329] learning_rate: 0.000010 loss_class: 0.160281 loss_bbox: 0.124681 loss_giou: 0.278973 loss_class_aux: 1.068115 loss_bbox_aux: 0.803193 loss_giou_aux: 1.623874 loss_class_dn: 0.014170 loss_bbox_dn: 0.150529 loss_giou_dn: 0.302953 loss_class_aux_dn: 0.136608 loss_bbox_aux_dn: 0.922363 loss_giou_aux_dn: 1.700846 loss: 7.644095 eta: 0:01:14 batch_cost: 0.5776 data_cost: 0.0009 ips: 3.4625 images/s [02/13 21:15:09] ppdet.engine INFO: Epoch: [11] [7300/7329] learning_rate: 0.000010 loss_class: 0.168668 loss_bbox: 0.120413 loss_giou: 0.227871 loss_class_aux: 1.158631 loss_bbox_aux: 0.853551 loss_giou_aux: 1.353818 loss_class_dn: 0.017616 loss_bbox_dn: 0.189678 loss_giou_dn: 0.266900 loss_class_aux_dn: 0.130921 loss_bbox_aux_dn: 1.156131 loss_giou_aux_dn: 1.483649 loss: 7.453613 eta: 0:00:16 batch_cost: 0.5842 data_cost: 0.0006 ips: 3.4235 images/s [02/13 21:15:27] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco [02/13 21:15:28] ppdet.engine INFO: Eval iter: 0 [02/13 21:15:39] ppdet.engine INFO: Eval iter: 100 [02/13 21:15:50] ppdet.engine INFO: Eval iter: 200 [02/13 21:16:01] ppdet.engine INFO: Eval iter: 300 [02/13 21:16:12] ppdet.engine INFO: Eval iter: 400 [02/13 21:16:24] ppdet.engine INFO: Eval iter: 500 [02/13 21:16:35] ppdet.engine INFO: Eval iter: 600 [02/13 21:16:46] ppdet.engine INFO: Eval iter: 700 [02/13 21:16:57] ppdet.engine INFO: Eval iter: 800 [02/13 21:17:09] ppdet.engine INFO: Eval iter: 900 [02/13 21:17:20] ppdet.engine INFO: Eval iter: 1000 [02/13 21:17:30] ppdet.engine INFO: Eval iter: 1100 [02/13 21:17:42] ppdet.engine INFO: Eval iter: 1200 [02/13 21:17:52] ppdet.engine INFO: Eval iter: 1300 [02/13 21:18:03] ppdet.engine INFO: Eval iter: 1400 [02/13 21:18:14] ppdet.engine INFO: Eval iter: 1500 [02/13 21:18:25] ppdet.engine INFO: Eval iter: 1600 [02/13 21:18:36] ppdet.engine INFO: Eval iter: 1700 [02/13 21:18:46] ppdet.engine INFO: Eval iter: 1800 [02/13 21:18:57] ppdet.engine INFO: Eval iter: 1900 [02/13 21:19:08] ppdet.engine INFO: Eval iter: 2000 [02/13 21:19:19] ppdet.engine INFO: Eval iter: 2100 [02/13 21:19:30] ppdet.engine INFO: Eval iter: 2200 [02/13 21:19:41] ppdet.engine INFO: Eval iter: 2300 [02/13 21:19:51] ppdet.engine INFO: Eval iter: 2400 [02/13 21:20:02] ppdet.engine INFO: Eval iter: 2500 [02/13 21:20:13] ppdet.engine INFO: Eval iter: 2600 [02/13 21:20:24] ppdet.engine INFO: Eval iter: 2700 [02/13 21:20:35] ppdet.engine INFO: Eval iter: 2800 [02/13 21:20:45] ppdet.engine INFO: Eval iter: 2900 [02/13 21:20:56] ppdet.engine INFO: Eval iter: 3000 [02/13 21:21:07] ppdet.engine INFO: Eval iter: 3100 [02/13 21:21:17] ppdet.engine INFO: Eval iter: 3200 [02/13 21:21:29] ppdet.engine INFO: Eval iter: 3300 [02/13 21:21:40] ppdet.engine INFO: Eval iter: 3400 [02/13 21:21:51] ppdet.engine INFO: Eval iter: 3500 [02/13 21:22:01] ppdet.engine INFO: Eval iter: 3600 [02/13 21:22:12] ppdet.engine INFO: Eval iter: 3700 [02/13 21:22:23] ppdet.engine INFO: Eval iter: 3800 [02/13 21:22:33] ppdet.engine INFO: Eval iter: 3900 [02/13 21:22:44] ppdet.engine INFO: Eval iter: 4000 [02/13 21:22:55] ppdet.engine INFO: Eval iter: 4100 [02/13 21:23:05] ppdet.engine INFO: Eval iter: 4200 [02/13 21:23:17] ppdet.engine INFO: Eval iter: 4300 [02/13 21:23:27] ppdet.engine INFO: Eval iter: 4400 [02/13 21:23:38] ppdet.engine INFO: Eval iter: 4500 [02/13 21:23:49] ppdet.engine INFO: Eval iter: 4600 [02/13 21:24:00] ppdet.engine INFO: Eval iter: 4700 [02/13 21:24:11] ppdet.engine INFO: Eval iter: 4800 [02/13 21:24:21] ppdet.engine INFO: Eval iter: 4900 [02/13 21:25:08] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.74s) creating index... index created! [02/13 21:25:09] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=15.07s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=135.75s). Accumulating evaluation results... DONE (t=27.00s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.495 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.671 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.540 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.331 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 ] = 0.642 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 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.571 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 [02/13 21:28:11] ppdet.engine INFO: Total sample number: 5000, average FPS: 9.16730705449787 [02/13 21:28:11] ppdet.engine INFO: Best test bbox ap is 0.495. [02/13 21:28:14] ppdet.utils.checkpoint INFO: Save checkpoint: output/dino_r50_4scale_1x_coco I0213 21:28:17.143918 44949 tcp_store.cc:237] receive shutdown event and so quit from MasterDaemon run loop